diff --git a/README.md b/README.md index 32091fc..6219084 100644 --- a/README.md +++ b/README.md @@ -17,7 +17,201 @@ It uses the doc strings, type annotations, and method/function names as prompts - **Github repository**: - **Documentation** -## Example +## Research Example + +The latest version also includes a package for hyperparameter tracking and collecting traces from LLMs. + +This for example allows for meta optimization. See examples/research for a simple implementation using Generics. + +You can find an example WandB trace at: https://wandb.ai/blackhc/blackboard-pagi/reports/Meta-Optimization-Example-Trace--Vmlldzo3MDMxODEz?accessToken=p9hubfskmq1z5yj1uz7wx1idh304diiernp7pjlrjrybpaozlwv3dnitjt7vni1j + +The prompts showing off the pattern using Generics are straightforward: +```python +T_TaskParameters = TypeVar("T_TaskParameters") +T_TaskResults = TypeVar("T_TaskResults") +T_Hyperparameters = TypeVar("T_Hyperparameters") + + +class TaskRun(GenericModel, Generic[T_TaskParameters, T_TaskResults, T_Hyperparameters]): + """ + The task run. This is the 'data' we use to optimize the hyperparameters. + """ + + task_parameters: T_TaskParameters = Field(..., description="The task parameters.") + hyperparameters: T_Hyperparameters = Field( + ..., + description="The hyperparameters used for the task. We optimize these.", + ) + all_chat_chains: dict = Field(..., description="The chat chains from the task execution.") + return_value: T_TaskResults | None = Field( + ..., description="The results of the task. (None for exceptions/failure.)" + ) + exception: list[str] | str | None = Field(..., description="Exception that occurred during the task execution.") + + +class TaskReflection(BaseModel): + """ + The reflections on the task. + + This contains the lessons we learn from each task run to come up with better + hyperparameters to try. + """ + + feedback: str = Field( + ..., + description=( + "Only look at the final results field. Does its content satisfy the " + "task description and task parameters? Does it contain all the relevant " + "information from the all_chains and all_prompts fields? What could be improved " + "in the results?" + ), + ) + evaluation: str = Field( + ..., + description=( + "The evaluation of the outputs given the task. Is the output satisfying? What is wrong? What is missing?" + ), + ) + hyperparameter_suggestion: str = Field( + ..., + description="How we want to change the hyperparameters to improve the results. What could we try to change?", + ) + hyperparameter_missing: str = Field( + ..., + description=( + "What hyperparameters are missing to improve the results? What could " + "be changed that is not exposed via hyperparameters?" + ), + ) + + +class TaskInfo(GenericModel, Generic[T_TaskParameters, T_TaskResults, T_Hyperparameters]): + """ + The task run and the reflection on the experiment. + """ + + task_parameters: T_TaskParameters = Field(..., description="The task parameters.") + hyperparameters: T_Hyperparameters = Field( + ..., + description="The hyperparameters used for the task. We optimize these.", + ) + reflection: TaskReflection = Field(..., description="The reflection on the task.") + + +class OptimizationInfo(GenericModel, Generic[T_TaskParameters, T_TaskResults, T_Hyperparameters]): + """ + The optimization information. This is the data we use to optimize the + hyperparameters. + """ + + older_task_summary: str | None = Field( + None, + description=( + "A summary of previous experiments and the proposed changes with " + "the goal of avoiding trying the same changes repeatedly." + ), + ) + task_infos: list[TaskInfo[T_TaskParameters, T_TaskResults, T_Hyperparameters]] = Field( + ..., description="The most recent tasks we have run and our reflections on them." + ) + best_hyperparameters: T_Hyperparameters = Field(..., description="The best hyperparameters we have found so far.") + + +class OptimizationStep(GenericModel, Generic[T_TaskParameters, T_TaskResults, T_Hyperparameters]): + """ + The next optimization steps. New hyperparameters we want to try experiments and new + task parameters we want to evaluate on given the previous experiments. + """ + + best_hyperparameters: T_Hyperparameters = Field( + ..., + description="The best hyperparameters we have found so far given task_infos and history.", + ) + suggestion: str = Field( + ..., + description=( + "The suggestions for the next experiments. What could we try to " + "change? We will try several tasks next and several sets of hyperparameters. " + "Let's think step by step." + ), + ) + task_parameters_suggestions: list[T_TaskParameters] = Field( + ..., + description="The task parameters we want to try next.", + hint_min_items=1, + hint_max_items=4, + ) + hyperparameter_suggestions: list[T_Hyperparameters] = Field( + ..., + description="The hyperparameters we want to try next.", + hint_min_items=1, + hint_max_items=2, + ) + + +class ImprovementProbability(BaseModel): + considerations: list[str] = Field(..., description="The considerations for potential improvements.") + probability: float = Field(..., description="The probability of improvement.") + + +class LLMOptimizer: + @llm_explicit_function + @staticmethod + def reflect_on_task_run( + language_model, + task_run: TaskRun[T_TaskParameters, T_TaskResults, T_Hyperparameters], + ) -> TaskReflection: + """ + Reflect on the results given the task parameters and hyperparameters. + + This contains the lessons we learn from each task run to come up with better + hyperparameters to try. + """ + raise NotImplementedError() + + @llm_explicit_function + @staticmethod + def summarize_optimization_info( + language_model, + optimization_info: OptimizationInfo[T_TaskParameters, T_TaskResults, T_Hyperparameters], + ) -> str: + """ + Summarize the optimization info. We want to preserve all relevant knowledge for + improving the hyperparameters in the future. All information from previous + experiments will be forgotten except for what this summary. + """ + raise NotImplementedError() + + @llm_explicit_function + @staticmethod + def suggest_next_optimization_step( + language_model, + optimization_info: OptimizationInfo[T_TaskParameters, T_TaskResults, T_Hyperparameters], + ) -> OptimizationStep[T_TaskParameters, T_TaskResults, T_Hyperparameters]: + """ + Suggest the next optimization step. + """ + raise NotImplementedError() + + @llm_explicit_function + @staticmethod + def probability_for_improvement( + language_model, + optimization_info: OptimizationInfo[T_TaskParameters, T_TaskResults, T_Hyperparameters], + ) -> ImprovementProbability: + """ + Return the probability for improvement (between 0 and 1). + + This is your confidence that your next optimization steps will improve the + hyperparameters given the information provided. If you think that the + information available is unlikely to lead to better hyperparameters, return 0. + If you think that the information available is very likely to lead to better + hyperparameters, return 1. Be concise. + """ + raise NotImplementedError() +``` + +## Application Example ```python from dataclasses import dataclass diff --git a/examples/research/.optimization_unit.langchain.db b/examples/research/.optimization_unit.langchain.db new file mode 100644 index 0000000..679118d Binary files /dev/null and b/examples/research/.optimization_unit.langchain.db differ diff --git a/examples/research/meta_optimization.py b/examples/research/meta_optimization.py index 544d74f..903d3d0 100644 --- a/examples/research/meta_optimization.py +++ b/examples/research/meta_optimization.py @@ -7,6 +7,7 @@ from typing import Generic, TypeVar import langchain +import wandb from langchain.cache import SQLiteCache from langchain.chat_models import ChatOpenAI from langchain.chat_models.base import BaseChatModel @@ -15,8 +16,9 @@ from openai import OpenAIError from pydantic import BaseModel, Field from pydantic.generics import GenericModel +from rich.console import Console +from rich.traceback import install -import wandb from llm_hyperparameters.track_execution import ( LangchainInterface, TrackedChatModel, @@ -31,6 +33,9 @@ from llm_strategy.chat_chain import ChatChain from llm_strategy.llm_function import LLMFunction, llm_explicit_function, llm_function +install(show_locals=True, width=190, console=Console(width=190, color_system="truecolor", stderr=True)) + + langchain.llm_cache = SQLiteCache(".optimization_unit.langchain.db") chat_model = ChatOpenAI( @@ -69,7 +74,7 @@ class TaskRun(GenericModel, Generic[T_TaskParameters, T_TaskResults, T_Hyperpara return_value: T_TaskResults | None = Field( ..., description="The results of the task. (None for exceptions/failure.)" ) - exception: str | None = Field(..., description="Exception that occurred during the task execution.") + exception: list[str] | str | None = Field(..., description="Exception that occurred during the task execution.") class TaskReflection(BaseModel): @@ -408,6 +413,7 @@ def get_json_trace_filename(title: str) -> str: TraceViewerIntegration(), ] + with wandb_tracer( "BBO", module_filters="__main__", diff --git a/examples/research/optimization_unit_trace_2024-03-05_11-39-00.json b/examples/research/optimization_unit_trace_2024-03-05_11-39-00.json new file mode 100644 index 0000000..ee159aa --- /dev/null +++ b/examples/research/optimization_unit_trace_2024-03-05_11-39-00.json @@ -0,0 +1,4040 @@ +{ + "name": "optimization_unit_spike", + "traces": [ + { + "kind": "SCOPE", + "name": "BBO", + "event_id": 1, + "start_time_ms": 1709638740042, + "end_time_ms": 1709638959874, + "running": false, + "delta_frame_infos": [ + { + "module": "__main__", + "lineno": 417, + "function": "", + "code_context": null, + "index": null + } + ], + "properties": {}, + "children": [ + { + "kind": "CHAIN", + "name": "write_essay", + "event_id": 2, + "start_time_ms": 1709638740088, + "end_time_ms": 1709638742108, + "running": false, + "delta_frame_infos": [ + { + "module": "__main__", + "lineno": 258, + "function": "capture_task_run", + "code_context": null, + "index": null + }, + { + "module": "__main__", + "lineno": 287, + "function": "", + "code_context": null, + "index": null + }, + { + "module": "__main__", + "lineno": 286, + "function": "optimize_hyperparameters", + "code_context": null, + "index": null + } + ], + "properties": { + "arguments": { + "self": "", + "language_model_or_chat_chain": { + "chat_model": { + "_type": "ChatOpenAI" + }, + "messages": [] + }, + "kwargs": { + "essay_topic": "Examining the Effects of Climate Change on Global Food Security and Agricultural Practices" + } + }, + "result": "The effects of climate change on global food security and agricultural practices are far-reaching and complex. Climate change has the potential to significantly impact food production, distribution, and access, leading to widespread implications for global food security. In this essay, we will explore the various ways in which climate change affects agricultural practices and food security, and discuss potential solutions to mitigate these effects. We will examine the role of technology, policy, and international cooperation in addressing the challenges posed by climate change to ensure sustainable and secure food systems for future generations." + }, + "children": [ + { + "kind": "CHAIN", + "name": "LLMStructuredPrompt", + "event_id": 3, + "start_time_ms": 1709638740089, + "end_time_ms": 1709638742108, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "essay_topic": "Examining the Effects of Climate Change on Global Food Security and Agricultural Practices" + }, + "result": "The effects of climate change on global food security and agricultural practices are far-reaching and complex. Climate change has the potential to significantly impact food production, distribution, and access, leading to widespread implications for global food security. In this essay, we will explore the various ways in which climate change affects agricultural practices and food security, and discuss potential solutions to mitigate these effects. We will examine the role of technology, policy, and international cooperation in addressing the challenges posed by climate change to ensure sustainable and secure food systems for future generations." + }, + "children": [ + { + "kind": "LLM", + "name": "TrackedChatModel", + "event_id": 4, + "start_time_ms": 1709638740090, + "end_time_ms": 1709638742104, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "self": { + "_type": "ChatOpenAI" + }, + "messages": [ + { + "content": "Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\nUse markdown to format the essay.\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {\"properties\": {\"foo\": {\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {\"type\": \"string\"}}}, \"required\": [\"foo\"]}} the object {\"foo\": [\"bar\", \"baz\"]} is a well-formatted instance of the schema. The object {\"properties\": {\"foo\": [\"bar\", \"baz\"]}} is not well-formatted.\n\nHere is the input schema:\n```\n{\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\", \"type\": \"string\"}}, \"required\": [\"essay_topic\"]}\n```\n\nHere is the output schema:\n```\n{\"properties\": {\"return_value\": {\"type\": \"string\"}}, \"required\": [\"return_value\"]}\n```\nNow output the results for the following inputs:\n```\n{\"essay_topic\": \"Examining the Effects of Climate Change on Global Food Security and Agricultural Practices\"}\n```", + "additional_kwargs": {}, + "type": "human", + "example": false + } + ], + "kwargs": { + "response_format": { + "type": "json_object" + } + } + }, + "result": { + "content": "{\n \"return_value\": \"The effects of climate change on global food security and agricultural practices are far-reaching and complex. Climate change has the potential to significantly impact food production, distribution, and access, leading to widespread implications for global food security. In this essay, we will explore the various ways in which climate change affects agricultural practices and food security, and discuss potential solutions to mitigate these effects. We will examine the role of technology, policy, and international cooperation in addressing the challenges posed by climate change to ensure sustainable and secure food systems for future generations.\"\n}", + "additional_kwargs": {}, + "type": "ai", + "example": false + } + }, + "children": [] + } + ] + } + ] + }, + { + "kind": "CHAIN", + "name": "write_essay", + "event_id": 5, + "start_time_ms": 1709638742112, + "end_time_ms": 1709638742839, + "running": false, + "delta_frame_infos": [ + { + "module": "__main__", + "lineno": 258, + "function": "capture_task_run", + "code_context": null, + "index": null + }, + { + "module": "__main__", + "lineno": 287, + "function": "", + "code_context": null, + "index": null + }, + { + "module": "__main__", + "lineno": 286, + "function": "optimize_hyperparameters", + "code_context": null, + "index": null + } + ], + "properties": { + "arguments": { + "self": "", + "language_model_or_chat_chain": { + "chat_model": { + "_type": "ChatOpenAI" + }, + "messages": [] + }, + "kwargs": { + "essay_topic": "The Fusion of Quantum Mechanics and General Relativity: The Road Towards a Unified Theory" + } + }, + "result": "The Fusion of Quantum Mechanics and General Relativity: The Road Towards a Unified Theory" + }, + "children": [ + { + "kind": "CHAIN", + "name": "LLMStructuredPrompt", + "event_id": 6, + "start_time_ms": 1709638742113, + "end_time_ms": 1709638742836, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "essay_topic": "The Fusion of Quantum Mechanics and General Relativity: The Road Towards a Unified Theory" + }, + "result": "The Fusion of Quantum Mechanics and General Relativity: The Road Towards a Unified Theory" + }, + "children": [ + { + "kind": "LLM", + "name": "TrackedChatModel", + "event_id": 7, + "start_time_ms": 1709638742114, + "end_time_ms": 1709638742831, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "self": { + "_type": "ChatOpenAI" + }, + "messages": [ + { + "content": "Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\nUse markdown to format the essay.\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {\"properties\": {\"foo\": {\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {\"type\": \"string\"}}}, \"required\": [\"foo\"]}} the object {\"foo\": [\"bar\", \"baz\"]} is a well-formatted instance of the schema. The object {\"properties\": {\"foo\": [\"bar\", \"baz\"]}} is not well-formatted.\n\nHere is the input schema:\n```\n{\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\", \"type\": \"string\"}}, \"required\": [\"essay_topic\"]}\n```\n\nHere is the output schema:\n```\n{\"properties\": {\"return_value\": {\"type\": \"string\"}}, \"required\": [\"return_value\"]}\n```\nNow output the results for the following inputs:\n```\n{\"essay_topic\": \"The Fusion of Quantum Mechanics and General Relativity: The Road Towards a Unified Theory\"}\n```", + "additional_kwargs": {}, + "type": "human", + "example": false + } + ], + "kwargs": { + "response_format": { + "type": "json_object" + } + } + }, + "result": { + "content": "{\n \"return_value\": \"The Fusion of Quantum Mechanics and General Relativity: The Road Towards a Unified Theory\"\n}", + "additional_kwargs": {}, + "type": "ai", + "example": false + } + }, + "children": [] + } + ] + } + ] + }, + { + "kind": "CHAIN", + "name": "reflect_on_task_run", + "event_id": 8, + "start_time_ms": 1709638742849, + "end_time_ms": 1709638769146, + "running": false, + "delta_frame_infos": [ + { + "module": "__main__", + "lineno": 310, + "function": "optimize_hyperparameters", + "code_context": null, + "index": null + } + ], + "properties": { + "arguments": { + "language_model_or_chat_chain": { + "chat_model": { + "_type": "ChatOpenAI" + }, + "messages": [] + }, + "input": { + "task_parameters": { + "essay_topic": "Examining the Effects of Climate Change on Global Food Security and Agricultural Practices" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}Here is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "all_chat_chains": { + "messages": [ + { + "role": "user", + "content": "Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\nUse markdown to format the essay.\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {\"properties\": {\"foo\": {\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {\"type\": \"string\"}}}, \"required\": [\"foo\"]}} the object {\"foo\": [\"bar\", \"baz\"]} is a well-formatted instance of the schema. The object {\"properties\": {\"foo\": [\"bar\", \"baz\"]}} is not well-formatted.\n\nHere is the input schema:\n```\n{\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\", \"type\": \"string\"}}, \"required\": [\"essay_topic\"]}\n```\n\nHere is the output schema:\n```\n{\"properties\": {\"return_value\": {\"type\": \"string\"}}, \"required\": [\"return_value\"]}\n```\nNow output the results for the following inputs:\n```\n{\"essay_topic\": \"Examining the Effects of Climate Change on Global Food Security and Agricultural Practices\"}\n```" + }, + { + "role": "assistant", + "content": "{\n \"return_value\": \"The effects of climate change on global food security and agricultural practices are far-reaching and complex. Climate change has the potential to significantly impact food production, distribution, and access, leading to widespread implications for global food security. In this essay, we will explore the various ways in which climate change affects agricultural practices and food security, and discuss potential solutions to mitigate these effects. We will examine the role of technology, policy, and international cooperation in addressing the challenges posed by climate change to ensure sustainable and secure food systems for future generations.\"\n}" + } + ], + "children": [] + }, + "return_value": "The effects of climate change on global food security and agricultural practices are far-reaching and complex. Climate change has the potential to significantly impact food production, distribution, and access, leading to widespread implications for global food security. In this essay, we will explore the various ways in which climate change affects agricultural practices and food security, and discuss potential solutions to mitigate these effects. We will examine the role of technology, policy, and international cooperation in addressing the challenges posed by climate change to ensure sustainable and secure food systems for future generations.", + "exception": null + } + }, + "result": { + "feedback": "The final results field contains a concise summary of the effects of climate change on global food security and agricultural practices, acknowledging the complexity and far-reaching implications. It satisfies the task description by discussing the impact on food production, distribution, and access, and by suggesting areas for solutions such as technology, policy, and international cooperation. However, it could be improved by including specific examples, data, or case studies to support the claims and provide a more in-depth analysis.", + "evaluation": "The output is satisfying as an overview but lacks depth. For an essay expected to be at the level of an Oxford undergraduate student, the content is too general and lacks the analytical depth, critical evaluation, and use of sources that would be expected. Specific examples of how climate change has already affected agricultural practices or food security in different regions would strengthen the essay. Additionally, a discussion on the limitations of proposed solutions or potential trade-offs would provide a more nuanced view.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters related to the length and depth of content. Increasing the word count limit might allow for more detailed analysis and examples. Additionally, introducing a hyperparameter that encourages the use of external sources or data could enrich the essay's content. Adjusting the prompt to specifically ask for examples, data, and a critical evaluation of solutions might also yield better results.", + "hyperparameter_missing": "Currently, there seems to be a lack of hyperparameters controlling for the depth of research and critical analysis in the generated content. Introducing hyperparameters that could guide the AI in performing more in-depth research, citing sources, and providing a critical analysis of the information could significantly improve the quality of essays on complex topics like this one." + } + }, + "children": [ + { + "kind": "CHAIN", + "name": "LLMStructuredPrompt", + "event_id": 9, + "start_time_ms": 1709638742852, + "end_time_ms": 1709638769144, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "task_parameters": { + "essay_topic": "Examining the Effects of Climate Change on Global Food Security and Agricultural Practices" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}Here is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "all_chat_chains": { + "messages": [ + { + "role": "user", + "content": "Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\nUse markdown to format the essay.\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {\"properties\": {\"foo\": {\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {\"type\": \"string\"}}}, \"required\": [\"foo\"]}} the object {\"foo\": [\"bar\", \"baz\"]} is a well-formatted instance of the schema. The object {\"properties\": {\"foo\": [\"bar\", \"baz\"]}} is not well-formatted.\n\nHere is the input schema:\n```\n{\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\", \"type\": \"string\"}}, \"required\": [\"essay_topic\"]}\n```\n\nHere is the output schema:\n```\n{\"properties\": {\"return_value\": {\"type\": \"string\"}}, \"required\": [\"return_value\"]}\n```\nNow output the results for the following inputs:\n```\n{\"essay_topic\": \"Examining the Effects of Climate Change on Global Food Security and Agricultural Practices\"}\n```" + }, + { + "role": "assistant", + "content": "{\n \"return_value\": \"The effects of climate change on global food security and agricultural practices are far-reaching and complex. Climate change has the potential to significantly impact food production, distribution, and access, leading to widespread implications for global food security. In this essay, we will explore the various ways in which climate change affects agricultural practices and food security, and discuss potential solutions to mitigate these effects. We will examine the role of technology, policy, and international cooperation in addressing the challenges posed by climate change to ensure sustainable and secure food systems for future generations.\"\n}" + } + ], + "children": [] + }, + "return_value": "The effects of climate change on global food security and agricultural practices are far-reaching and complex. Climate change has the potential to significantly impact food production, distribution, and access, leading to widespread implications for global food security. In this essay, we will explore the various ways in which climate change affects agricultural practices and food security, and discuss potential solutions to mitigate these effects. We will examine the role of technology, policy, and international cooperation in addressing the challenges posed by climate change to ensure sustainable and secure food systems for future generations.", + "exception": null + }, + "result": { + "feedback": "The final results field contains a concise summary of the effects of climate change on global food security and agricultural practices, acknowledging the complexity and far-reaching implications. It satisfies the task description by discussing the impact on food production, distribution, and access, and by suggesting areas for solutions such as technology, policy, and international cooperation. However, it could be improved by including specific examples, data, or case studies to support the claims and provide a more in-depth analysis.", + "evaluation": "The output is satisfying as an overview but lacks depth. For an essay expected to be at the level of an Oxford undergraduate student, the content is too general and lacks the analytical depth, critical evaluation, and use of sources that would be expected. Specific examples of how climate change has already affected agricultural practices or food security in different regions would strengthen the essay. Additionally, a discussion on the limitations of proposed solutions or potential trade-offs would provide a more nuanced view.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters related to the length and depth of content. Increasing the word count limit might allow for more detailed analysis and examples. Additionally, introducing a hyperparameter that encourages the use of external sources or data could enrich the essay's content. Adjusting the prompt to specifically ask for examples, data, and a critical evaluation of solutions might also yield better results.", + "hyperparameter_missing": "Currently, there seems to be a lack of hyperparameters controlling for the depth of research and critical analysis in the generated content. Introducing hyperparameters that could guide the AI in performing more in-depth research, citing sources, and providing a critical analysis of the information could significantly improve the quality of essays on complex topics like this one." + } + }, + "children": [ + { + "kind": "LLM", + "name": "TrackedChatModel", + "event_id": 10, + "start_time_ms": 1709638742857, + "end_time_ms": 1709638769140, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "self": { + "_type": "ChatOpenAI" + }, + "messages": [ + { + "content": "Reflect on the results given the task parameters and hyperparameters.\n\nThis contains the lessons we learn from each task run to come up with better\nhyperparameters to try.\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {\"properties\": {\"foo\": {\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {\"type\": \"string\"}}}, \"required\": [\"foo\"]}} the object {\"foo\": [\"bar\", \"baz\"]} is a well-formatted instance of the schema. The object {\"properties\": {\"foo\": [\"bar\", \"baz\"]}} is not well-formatted.\n\nHere is the schema for additional data types:\n```\n{\"WriteEssayInputs\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\", \"type\": \"string\"}}, \"required\": [\"essay_topic\"]}, \"WriteEssayHyperparameters\": {\"properties\": {\"docstring\": {\"type\": \"string\"}, \"json_schema\": {\"type\": \"object\"}}}, \"main__Module\": {\"properties\": {\"write_essay\": {\"allOf\": [{\"$ref\": \"WriteEssayHyperparameters\"}]}}}, \"QueryHyperparameters\": {\"properties\": {\"json_dumps_kwargs\": {\"type\": \"object\"}, \"additional_definitions_prompt_template\": {\"type\": \"string\"}, \"llm_structured_prompt_template\": {\"description\": \"The general-purpose prompt for the structured prompt execution. It tells the LLM what to do and how to read function arguments and structure return values. \", \"type\": \"string\"}, \"num_retries_on_parser_failure\": {\"type\": \"integer\"}}}, \"llm_strategy_llm_functionModule\": {\"properties\": {\"LLMStructuredPrompt_query\": {\"allOf\": [{\"$ref\": \"QueryHyperparameters\"}]}}}, \"Hyperparameters\": {\"properties\": {\"main__\": {\"allOf\": [{\"$ref\": \"main__Module\"}]}, \"llm_strategy_llm_function\": {\"allOf\": [{\"$ref\": \"llm_strategy_llm_functionModule\"}]}}}, \"TaskReflection\": {\"description\": \"The reflections on the task.\\n\\nThis contains the lessons we learn from each task run to come up with better\\nhyperparameters to try.\", \"properties\": {\"feedback\": {\"description\": \"Only look at the final results field. Does its content satisfy the task description and task parameters? Does it contain all the relevant information from the all_chains and all_prompts fields? What could be improved in the results?\", \"type\": \"string\"}, \"evaluation\": {\"description\": \"The evaluation of the outputs given the task. Is the output satisfying? What is wrong? What is missing?\", \"type\": \"string\"}, \"hyperparameter_suggestion\": {\"description\": \"How we want to change the hyperparameters to improve the results. What could we try to change?\", \"type\": \"string\"}, \"hyperparameter_missing\": {\"description\": \"What hyperparameters are missing to improve the results? What could be changed that is not exposed via hyperparameters?\", \"type\": \"string\"}}, \"required\": [\"feedback\", \"evaluation\", \"hyperparameter_suggestion\", \"hyperparameter_missing\"]}}\n```\n\nHere is the input schema:\n```\n{\"description\": \"The task run. This is the 'data' we use to optimize the hyperparameters.\", \"properties\": {\"task_parameters\": {\"description\": \"The task parameters.\", \"allOf\": [{\"$ref\": \"WriteEssayInputs\"}]}, \"hyperparameters\": {\"description\": \"The hyperparameters used for the task. We optimize these.\", \"allOf\": [{\"$ref\": \"Hyperparameters\"}]}, \"all_chat_chains\": {\"description\": \"The chat chains from the task execution.\", \"type\": \"object\"}, \"return_value\": {\"description\": \"The results of the task. (None for exceptions/failure.)\"}, \"exception\": {\"description\": \"Exception that occurred during the task execution.\", \"anyOf\": [{\"type\": \"array\", \"items\": {\"type\": \"string\"}}, {\"type\": \"string\"}]}}, \"required\": [\"task_parameters\", \"hyperparameters\", \"all_chat_chains\", \"return_value\", \"exception\"]}\n```\n\nHere is the output schema:\n```\n{\"properties\": {\"return_value\": {\"$ref\": \"TaskReflection\"}}, \"required\": [\"return_value\"]}\n```\nNow output the results for the following inputs:\n```\n{\"task_parameters\": {\"essay_topic\": \"Examining the Effects of Climate Change on Global Food Security and Agricultural Practices\"}, \"hyperparameters\": {\"main__\": {\"write_essay\": {\"docstring\": \"Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\\nUse markdown to format the essay.\", \"json_schema\": {\"input_schema\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\"}}}}}}, \"llm_strategy_llm_function\": {\"LLMStructuredPrompt_query\": {\"json_dumps_kwargs\": {\"indent\": null}, \"additional_definitions_prompt_template\": \"Here is the schema for additional data types:\\n```\\n{additional_definitions}\\n```\\n\\n\", \"llm_structured_prompt_template\": \"{docstring}\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {{\\\"properties\\\": {{\\\"foo\\\": {{\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {{\\\"type\\\": \\\"string\\\"}}}}}}, \\\"required\\\": [\\\"foo\\\"]}}}} the object {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is a well-formatted instance of the schema. The object {{\\\"properties\\\": {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}}}} is not well-formatted.\\n\\n{optional_additional_definitions_prompt}Here is the input schema:\\n```\\n{input_schema}\\n```\\n\\nHere is the output schema:\\n```\\n{output_schema}\\n```\\nNow output the results for the following inputs:\\n```\\n{inputs}\\n```\", \"num_retries_on_parser_failure\": 3}}}, \"all_chat_chains\": {\"messages\": [{\"role\": \"user\", \"content\": \"Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\\nUse markdown to format the essay.\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {\\\"properties\\\": {\\\"foo\\\": {\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {\\\"type\\\": \\\"string\\\"}}}, \\\"required\\\": [\\\"foo\\\"]}} the object {\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]} is a well-formatted instance of the schema. The object {\\\"properties\\\": {\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is not well-formatted.\\n\\nHere is the input schema:\\n```\\n{\\\"properties\\\": {\\\"essay_topic\\\": {\\\"description\\\": \\\"The essay topic.\\\", \\\"type\\\": \\\"string\\\"}}, \\\"required\\\": [\\\"essay_topic\\\"]}\\n```\\n\\nHere is the output schema:\\n```\\n{\\\"properties\\\": {\\\"return_value\\\": {\\\"type\\\": \\\"string\\\"}}, \\\"required\\\": [\\\"return_value\\\"]}\\n```\\nNow output the results for the following inputs:\\n```\\n{\\\"essay_topic\\\": \\\"Examining the Effects of Climate Change on Global Food Security and Agricultural Practices\\\"}\\n```\"}, {\"role\": \"assistant\", \"content\": \"{\\n \\\"return_value\\\": \\\"The effects of climate change on global food security and agricultural practices are far-reaching and complex. Climate change has the potential to significantly impact food production, distribution, and access, leading to widespread implications for global food security. In this essay, we will explore the various ways in which climate change affects agricultural practices and food security, and discuss potential solutions to mitigate these effects. We will examine the role of technology, policy, and international cooperation in addressing the challenges posed by climate change to ensure sustainable and secure food systems for future generations.\\\"\\n}\"}], \"children\": []}, \"return_value\": \"The effects of climate change on global food security and agricultural practices are far-reaching and complex. Climate change has the potential to significantly impact food production, distribution, and access, leading to widespread implications for global food security. In this essay, we will explore the various ways in which climate change affects agricultural practices and food security, and discuss potential solutions to mitigate these effects. We will examine the role of technology, policy, and international cooperation in addressing the challenges posed by climate change to ensure sustainable and secure food systems for future generations.\", \"exception\": null}\n```", + "additional_kwargs": {}, + "type": "human", + "example": false + } + ] + }, + "result": { + "content": "```\n{\n \"return_value\": {\n \"feedback\": \"The final results field contains a concise summary of the effects of climate change on global food security and agricultural practices, acknowledging the complexity and far-reaching implications. It satisfies the task description by discussing the impact on food production, distribution, and access, and by suggesting areas for solutions such as technology, policy, and international cooperation. However, it could be improved by including specific examples, data, or case studies to support the claims and provide a more in-depth analysis.\",\n \"evaluation\": \"The output is satisfying as an overview but lacks depth. For an essay expected to be at the level of an Oxford undergraduate student, the content is too general and lacks the analytical depth, critical evaluation, and use of sources that would be expected. Specific examples of how climate change has already affected agricultural practices or food security in different regions would strengthen the essay. Additionally, a discussion on the limitations of proposed solutions or potential trade-offs would provide a more nuanced view.\",\n \"hyperparameter_suggestion\": \"To improve the results, we could adjust the hyperparameters related to the length and depth of content. Increasing the word count limit might allow for more detailed analysis and examples. Additionally, introducing a hyperparameter that encourages the use of external sources or data could enrich the essay's content. Adjusting the prompt to specifically ask for examples, data, and a critical evaluation of solutions might also yield better results.\",\n \"hyperparameter_missing\": \"Currently, there seems to be a lack of hyperparameters controlling for the depth of research and critical analysis in the generated content. Introducing hyperparameters that could guide the AI in performing more in-depth research, citing sources, and providing a critical analysis of the information could significantly improve the quality of essays on complex topics like this one.\"\n }\n}\n```", + "additional_kwargs": {}, + "type": "ai", + "example": false + } + }, + "children": [] + } + ] + } + ] + }, + { + "kind": "CHAIN", + "name": "reflect_on_task_run", + "event_id": 11, + "start_time_ms": 1709638769148, + "end_time_ms": 1709638785440, + "running": false, + "delta_frame_infos": [ + { + "module": "__main__", + "lineno": 310, + "function": "optimize_hyperparameters", + "code_context": null, + "index": null + } + ], + "properties": { + "arguments": { + "language_model_or_chat_chain": { + "chat_model": { + "_type": "ChatOpenAI" + }, + "messages": [] + }, + "input": { + "task_parameters": { + "essay_topic": "The Fusion of Quantum Mechanics and General Relativity: The Road Towards a Unified Theory" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}Here is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "all_chat_chains": { + "messages": [ + { + "role": "user", + "content": "Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\nUse markdown to format the essay.\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {\"properties\": {\"foo\": {\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {\"type\": \"string\"}}}, \"required\": [\"foo\"]}} the object {\"foo\": [\"bar\", \"baz\"]} is a well-formatted instance of the schema. The object {\"properties\": {\"foo\": [\"bar\", \"baz\"]}} is not well-formatted.\n\nHere is the input schema:\n```\n{\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\", \"type\": \"string\"}}, \"required\": [\"essay_topic\"]}\n```\n\nHere is the output schema:\n```\n{\"properties\": {\"return_value\": {\"type\": \"string\"}}, \"required\": [\"return_value\"]}\n```\nNow output the results for the following inputs:\n```\n{\"essay_topic\": \"The Fusion of Quantum Mechanics and General Relativity: The Road Towards a Unified Theory\"}\n```" + }, + { + "role": "assistant", + "content": "{\n \"return_value\": \"The Fusion of Quantum Mechanics and General Relativity: The Road Towards a Unified Theory\"\n}" + } + ], + "children": [] + }, + "return_value": "The Fusion of Quantum Mechanics and General Relativity: The Road Towards a Unified Theory", + "exception": null + } + }, + "result": { + "feedback": "The final result does not satisfy the task description and parameters. It simply repeats the essay topic without providing an actual essay. The content lacks depth, analysis, and the expected word count. It does not contain any information from the all_chains and all_prompts fields that would suggest an attempt to write an essay.", + "evaluation": "The output is unsatisfying as it fails to meet the basic requirements of the task. An essay was expected, but the output is merely the repetition of the essay topic. There's a clear absence of an argument, structure, or any content related to the fusion of quantum mechanics and general relativity.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters to increase the detail and depth of the response. This might involve specifying a minimum word count or a more explicit instruction to generate an essay with an introduction, body paragraphs, and a conclusion. Additionally, ensuring the model understands the requirement for academic-level content could help generate more appropriate responses.", + "hyperparameter_missing": "There seems to be a lack of hyperparameters controlling the creativity and depth of the content generated. Introducing hyperparameters that could adjust the complexity of the content, ensure adherence to the essay format, and enforce a minimum word count might significantly improve the results. Moreover, a hyperparameter to evaluate and ensure the academic quality of the content could be beneficial." + } + }, + "children": [ + { + "kind": "CHAIN", + "name": "LLMStructuredPrompt", + "event_id": 12, + "start_time_ms": 1709638769149, + "end_time_ms": 1709638785435, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "task_parameters": { + "essay_topic": "The Fusion of Quantum Mechanics and General Relativity: The Road Towards a Unified Theory" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}Here is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "all_chat_chains": { + "messages": [ + { + "role": "user", + "content": "Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\nUse markdown to format the essay.\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {\"properties\": {\"foo\": {\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {\"type\": \"string\"}}}, \"required\": [\"foo\"]}} the object {\"foo\": [\"bar\", \"baz\"]} is a well-formatted instance of the schema. The object {\"properties\": {\"foo\": [\"bar\", \"baz\"]}} is not well-formatted.\n\nHere is the input schema:\n```\n{\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\", \"type\": \"string\"}}, \"required\": [\"essay_topic\"]}\n```\n\nHere is the output schema:\n```\n{\"properties\": {\"return_value\": {\"type\": \"string\"}}, \"required\": [\"return_value\"]}\n```\nNow output the results for the following inputs:\n```\n{\"essay_topic\": \"The Fusion of Quantum Mechanics and General Relativity: The Road Towards a Unified Theory\"}\n```" + }, + { + "role": "assistant", + "content": "{\n \"return_value\": \"The Fusion of Quantum Mechanics and General Relativity: The Road Towards a Unified Theory\"\n}" + } + ], + "children": [] + }, + "return_value": "The Fusion of Quantum Mechanics and General Relativity: The Road Towards a Unified Theory", + "exception": null + }, + "result": { + "feedback": "The final result does not satisfy the task description and parameters. It simply repeats the essay topic without providing an actual essay. The content lacks depth, analysis, and the expected word count. It does not contain any information from the all_chains and all_prompts fields that would suggest an attempt to write an essay.", + "evaluation": "The output is unsatisfying as it fails to meet the basic requirements of the task. An essay was expected, but the output is merely the repetition of the essay topic. There's a clear absence of an argument, structure, or any content related to the fusion of quantum mechanics and general relativity.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters to increase the detail and depth of the response. This might involve specifying a minimum word count or a more explicit instruction to generate an essay with an introduction, body paragraphs, and a conclusion. Additionally, ensuring the model understands the requirement for academic-level content could help generate more appropriate responses.", + "hyperparameter_missing": "There seems to be a lack of hyperparameters controlling the creativity and depth of the content generated. Introducing hyperparameters that could adjust the complexity of the content, ensure adherence to the essay format, and enforce a minimum word count might significantly improve the results. Moreover, a hyperparameter to evaluate and ensure the academic quality of the content could be beneficial." + } + }, + "children": [ + { + "kind": "LLM", + "name": "TrackedChatModel", + "event_id": 13, + "start_time_ms": 1709638769151, + "end_time_ms": 1709638785424, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "self": { + "_type": "ChatOpenAI" + }, + "messages": [ + { + "content": "Reflect on the results given the task parameters and hyperparameters.\n\nThis contains the lessons we learn from each task run to come up with better\nhyperparameters to try.\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {\"properties\": {\"foo\": {\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {\"type\": \"string\"}}}, \"required\": [\"foo\"]}} the object {\"foo\": [\"bar\", \"baz\"]} is a well-formatted instance of the schema. The object {\"properties\": {\"foo\": [\"bar\", \"baz\"]}} is not well-formatted.\n\nHere is the schema for additional data types:\n```\n{\"WriteEssayInputs\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\", \"type\": \"string\"}}, \"required\": [\"essay_topic\"]}, \"WriteEssayHyperparameters\": {\"properties\": {\"docstring\": {\"type\": \"string\"}, \"json_schema\": {\"type\": \"object\"}}}, \"main__Module\": {\"properties\": {\"write_essay\": {\"allOf\": [{\"$ref\": \"WriteEssayHyperparameters\"}]}}}, \"QueryHyperparameters\": {\"properties\": {\"json_dumps_kwargs\": {\"type\": \"object\"}, \"additional_definitions_prompt_template\": {\"type\": \"string\"}, \"llm_structured_prompt_template\": {\"description\": \"The general-purpose prompt for the structured prompt execution. It tells the LLM what to do and how to read function arguments and structure return values. \", \"type\": \"string\"}, \"num_retries_on_parser_failure\": {\"type\": \"integer\"}}}, \"llm_strategy_llm_functionModule\": {\"properties\": {\"LLMStructuredPrompt_query\": {\"allOf\": [{\"$ref\": \"QueryHyperparameters\"}]}}}, \"Hyperparameters\": {\"properties\": {\"main__\": {\"allOf\": [{\"$ref\": \"main__Module\"}]}, \"llm_strategy_llm_function\": {\"allOf\": [{\"$ref\": \"llm_strategy_llm_functionModule\"}]}}}, \"TaskReflection\": {\"description\": \"The reflections on the task.\\n\\nThis contains the lessons we learn from each task run to come up with better\\nhyperparameters to try.\", \"properties\": {\"feedback\": {\"description\": \"Only look at the final results field. Does its content satisfy the task description and task parameters? Does it contain all the relevant information from the all_chains and all_prompts fields? What could be improved in the results?\", \"type\": \"string\"}, \"evaluation\": {\"description\": \"The evaluation of the outputs given the task. Is the output satisfying? What is wrong? What is missing?\", \"type\": \"string\"}, \"hyperparameter_suggestion\": {\"description\": \"How we want to change the hyperparameters to improve the results. What could we try to change?\", \"type\": \"string\"}, \"hyperparameter_missing\": {\"description\": \"What hyperparameters are missing to improve the results? What could be changed that is not exposed via hyperparameters?\", \"type\": \"string\"}}, \"required\": [\"feedback\", \"evaluation\", \"hyperparameter_suggestion\", \"hyperparameter_missing\"]}}\n```\n\nHere is the input schema:\n```\n{\"description\": \"The task run. This is the 'data' we use to optimize the hyperparameters.\", \"properties\": {\"task_parameters\": {\"description\": \"The task parameters.\", \"allOf\": [{\"$ref\": \"WriteEssayInputs\"}]}, \"hyperparameters\": {\"description\": \"The hyperparameters used for the task. We optimize these.\", \"allOf\": [{\"$ref\": \"Hyperparameters\"}]}, \"all_chat_chains\": {\"description\": \"The chat chains from the task execution.\", \"type\": \"object\"}, \"return_value\": {\"description\": \"The results of the task. (None for exceptions/failure.)\"}, \"exception\": {\"description\": \"Exception that occurred during the task execution.\", \"anyOf\": [{\"type\": \"array\", \"items\": {\"type\": \"string\"}}, {\"type\": \"string\"}]}}, \"required\": [\"task_parameters\", \"hyperparameters\", \"all_chat_chains\", \"return_value\", \"exception\"]}\n```\n\nHere is the output schema:\n```\n{\"properties\": {\"return_value\": {\"$ref\": \"TaskReflection\"}}, \"required\": [\"return_value\"]}\n```\nNow output the results for the following inputs:\n```\n{\"task_parameters\": {\"essay_topic\": \"The Fusion of Quantum Mechanics and General Relativity: The Road Towards a Unified Theory\"}, \"hyperparameters\": {\"main__\": {\"write_essay\": {\"docstring\": \"Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\\nUse markdown to format the essay.\", \"json_schema\": {\"input_schema\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\"}}}}}}, \"llm_strategy_llm_function\": {\"LLMStructuredPrompt_query\": {\"json_dumps_kwargs\": {\"indent\": null}, \"additional_definitions_prompt_template\": \"Here is the schema for additional data types:\\n```\\n{additional_definitions}\\n```\\n\\n\", \"llm_structured_prompt_template\": \"{docstring}\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {{\\\"properties\\\": {{\\\"foo\\\": {{\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {{\\\"type\\\": \\\"string\\\"}}}}}}, \\\"required\\\": [\\\"foo\\\"]}}}} the object {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is a well-formatted instance of the schema. The object {{\\\"properties\\\": {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}}}} is not well-formatted.\\n\\n{optional_additional_definitions_prompt}Here is the input schema:\\n```\\n{input_schema}\\n```\\n\\nHere is the output schema:\\n```\\n{output_schema}\\n```\\nNow output the results for the following inputs:\\n```\\n{inputs}\\n```\", \"num_retries_on_parser_failure\": 3}}}, \"all_chat_chains\": {\"messages\": [{\"role\": \"user\", \"content\": \"Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\\nUse markdown to format the essay.\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {\\\"properties\\\": {\\\"foo\\\": {\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {\\\"type\\\": \\\"string\\\"}}}, \\\"required\\\": [\\\"foo\\\"]}} the object {\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]} is a well-formatted instance of the schema. The object {\\\"properties\\\": {\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is not well-formatted.\\n\\nHere is the input schema:\\n```\\n{\\\"properties\\\": {\\\"essay_topic\\\": {\\\"description\\\": \\\"The essay topic.\\\", \\\"type\\\": \\\"string\\\"}}, \\\"required\\\": [\\\"essay_topic\\\"]}\\n```\\n\\nHere is the output schema:\\n```\\n{\\\"properties\\\": {\\\"return_value\\\": {\\\"type\\\": \\\"string\\\"}}, \\\"required\\\": [\\\"return_value\\\"]}\\n```\\nNow output the results for the following inputs:\\n```\\n{\\\"essay_topic\\\": \\\"The Fusion of Quantum Mechanics and General Relativity: The Road Towards a Unified Theory\\\"}\\n```\"}, {\"role\": \"assistant\", \"content\": \"{\\n \\\"return_value\\\": \\\"The Fusion of Quantum Mechanics and General Relativity: The Road Towards a Unified Theory\\\"\\n}\"}], \"children\": []}, \"return_value\": \"The Fusion of Quantum Mechanics and General Relativity: The Road Towards a Unified Theory\", \"exception\": null}\n```", + "additional_kwargs": {}, + "type": "human", + "example": false + } + ] + }, + "result": { + "content": "```\n{\n \"return_value\": {\n \"feedback\": \"The final result does not satisfy the task description and parameters. It simply repeats the essay topic without providing an actual essay. The content lacks depth, analysis, and the expected word count. It does not contain any information from the all_chains and all_prompts fields that would suggest an attempt to write an essay.\",\n \"evaluation\": \"The output is unsatisfying as it fails to meet the basic requirements of the task. An essay was expected, but the output is merely the repetition of the essay topic. There's a clear absence of an argument, structure, or any content related to the fusion of quantum mechanics and general relativity.\",\n \"hyperparameter_suggestion\": \"To improve the results, we could adjust the hyperparameters to increase the detail and depth of the response. This might involve specifying a minimum word count or a more explicit instruction to generate an essay with an introduction, body paragraphs, and a conclusion. Additionally, ensuring the model understands the requirement for academic-level content could help generate more appropriate responses.\",\n \"hyperparameter_missing\": \"There seems to be a lack of hyperparameters controlling the creativity and depth of the content generated. Introducing hyperparameters that could adjust the complexity of the content, ensure adherence to the essay format, and enforce a minimum word count might significantly improve the results. Moreover, a hyperparameter to evaluate and ensure the academic quality of the content could be beneficial.\"\n }\n}\n```", + "additional_kwargs": {}, + "type": "ai", + "example": false + } + }, + "children": [] + } + ] + } + ] + }, + { + "kind": "CHAIN", + "name": "suggest_next_optimization_step", + "event_id": 14, + "start_time_ms": 1709638785450, + "end_time_ms": 1709638814951, + "running": false, + "delta_frame_infos": [ + { + "module": "__main__", + "lineno": 328, + "function": "optimize_hyperparameters", + "code_context": null, + "index": null + } + ], + "properties": { + "arguments": { + "language_model_or_chat_chain": { + "chat_model": { + "_type": "ChatOpenAI" + }, + "messages": [] + }, + "input": { + "older_task_summary": null, + "task_infos": [ + { + "task_parameters": { + "essay_topic": "Examining the Effects of Climate Change on Global Food Security and Agricultural Practices" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}Here is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "reflection": { + "feedback": "The final results field contains a concise summary of the effects of climate change on global food security and agricultural practices, acknowledging the complexity and far-reaching implications. It satisfies the task description by discussing the impact on food production, distribution, and access, and by suggesting areas for solutions such as technology, policy, and international cooperation. However, it could be improved by including specific examples, data, or case studies to support the claims and provide a more in-depth analysis.", + "evaluation": "The output is satisfying as an overview but lacks depth. For an essay expected to be at the level of an Oxford undergraduate student, the content is too general and lacks the analytical depth, critical evaluation, and use of sources that would be expected. Specific examples of how climate change has already affected agricultural practices or food security in different regions would strengthen the essay. Additionally, a discussion on the limitations of proposed solutions or potential trade-offs would provide a more nuanced view.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters related to the length and depth of content. Increasing the word count limit might allow for more detailed analysis and examples. Additionally, introducing a hyperparameter that encourages the use of external sources or data could enrich the essay's content. Adjusting the prompt to specifically ask for examples, data, and a critical evaluation of solutions might also yield better results.", + "hyperparameter_missing": "Currently, there seems to be a lack of hyperparameters controlling for the depth of research and critical analysis in the generated content. Introducing hyperparameters that could guide the AI in performing more in-depth research, citing sources, and providing a critical analysis of the information could significantly improve the quality of essays on complex topics like this one." + } + }, + { + "task_parameters": { + "essay_topic": "The Fusion of Quantum Mechanics and General Relativity: The Road Towards a Unified Theory" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}Here is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "reflection": { + "feedback": "The final result does not satisfy the task description and parameters. It simply repeats the essay topic without providing an actual essay. The content lacks depth, analysis, and the expected word count. It does not contain any information from the all_chains and all_prompts fields that would suggest an attempt to write an essay.", + "evaluation": "The output is unsatisfying as it fails to meet the basic requirements of the task. An essay was expected, but the output is merely the repetition of the essay topic. There's a clear absence of an argument, structure, or any content related to the fusion of quantum mechanics and general relativity.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters to increase the detail and depth of the response. This might involve specifying a minimum word count or a more explicit instruction to generate an essay with an introduction, body paragraphs, and a conclusion. Additionally, ensuring the model understands the requirement for academic-level content could help generate more appropriate responses.", + "hyperparameter_missing": "There seems to be a lack of hyperparameters controlling the creativity and depth of the content generated. Introducing hyperparameters that could adjust the complexity of the content, ensure adherence to the essay format, and enforce a minimum word count might significantly improve the results. Moreover, a hyperparameter to evaluate and ensure the academic quality of the content could be beneficial." + } + } + ], + "best_hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}Here is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + } + } + }, + "result": { + "best_hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}Here is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "suggestion": "Based on the reflections from the previous tasks, the next experiments should focus on adjusting hyperparameters to increase the depth and detail of the essays. It's suggested to experiment with a more structured and explicit prompt that encourages critical analysis, the use of sources, and a more academic approach to writing.", + "task_parameters_suggestions": [ + { + "essay_topic": "Exploring the Impact of Renewable Energy Adoption on Global Economies" + }, + { + "essay_topic": "The Role of Artificial Intelligence in Advancing Medical Research" + } + ], + "hyperparameter_suggestions": [ + { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + } + ] + } + }, + "children": [ + { + "kind": "CHAIN", + "name": "LLMStructuredPrompt", + "event_id": 15, + "start_time_ms": 1709638785454, + "end_time_ms": 1709638814945, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "older_task_summary": null, + "task_infos": [ + { + "task_parameters": { + "essay_topic": "Examining the Effects of Climate Change on Global Food Security and Agricultural Practices" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}Here is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "reflection": { + "feedback": "The final results field contains a concise summary of the effects of climate change on global food security and agricultural practices, acknowledging the complexity and far-reaching implications. It satisfies the task description by discussing the impact on food production, distribution, and access, and by suggesting areas for solutions such as technology, policy, and international cooperation. However, it could be improved by including specific examples, data, or case studies to support the claims and provide a more in-depth analysis.", + "evaluation": "The output is satisfying as an overview but lacks depth. For an essay expected to be at the level of an Oxford undergraduate student, the content is too general and lacks the analytical depth, critical evaluation, and use of sources that would be expected. Specific examples of how climate change has already affected agricultural practices or food security in different regions would strengthen the essay. Additionally, a discussion on the limitations of proposed solutions or potential trade-offs would provide a more nuanced view.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters related to the length and depth of content. Increasing the word count limit might allow for more detailed analysis and examples. Additionally, introducing a hyperparameter that encourages the use of external sources or data could enrich the essay's content. Adjusting the prompt to specifically ask for examples, data, and a critical evaluation of solutions might also yield better results.", + "hyperparameter_missing": "Currently, there seems to be a lack of hyperparameters controlling for the depth of research and critical analysis in the generated content. Introducing hyperparameters that could guide the AI in performing more in-depth research, citing sources, and providing a critical analysis of the information could significantly improve the quality of essays on complex topics like this one." + } + }, + { + "task_parameters": { + "essay_topic": "The Fusion of Quantum Mechanics and General Relativity: The Road Towards a Unified Theory" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}Here is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "reflection": { + "feedback": "The final result does not satisfy the task description and parameters. It simply repeats the essay topic without providing an actual essay. The content lacks depth, analysis, and the expected word count. It does not contain any information from the all_chains and all_prompts fields that would suggest an attempt to write an essay.", + "evaluation": "The output is unsatisfying as it fails to meet the basic requirements of the task. An essay was expected, but the output is merely the repetition of the essay topic. There's a clear absence of an argument, structure, or any content related to the fusion of quantum mechanics and general relativity.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters to increase the detail and depth of the response. This might involve specifying a minimum word count or a more explicit instruction to generate an essay with an introduction, body paragraphs, and a conclusion. Additionally, ensuring the model understands the requirement for academic-level content could help generate more appropriate responses.", + "hyperparameter_missing": "There seems to be a lack of hyperparameters controlling the creativity and depth of the content generated. Introducing hyperparameters that could adjust the complexity of the content, ensure adherence to the essay format, and enforce a minimum word count might significantly improve the results. Moreover, a hyperparameter to evaluate and ensure the academic quality of the content could be beneficial." + } + } + ], + "best_hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}Here is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + } + }, + "result": { + "best_hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}Here is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "suggestion": "Based on the reflections from the previous tasks, the next experiments should focus on adjusting hyperparameters to increase the depth and detail of the essays. It's suggested to experiment with a more structured and explicit prompt that encourages critical analysis, the use of sources, and a more academic approach to writing.", + "task_parameters_suggestions": [ + { + "essay_topic": "Exploring the Impact of Renewable Energy Adoption on Global Economies" + }, + { + "essay_topic": "The Role of Artificial Intelligence in Advancing Medical Research" + } + ], + "hyperparameter_suggestions": [ + { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + } + ] + } + }, + "children": [ + { + "kind": "LLM", + "name": "TrackedChatModel", + "event_id": 16, + "start_time_ms": 1709638785458, + "end_time_ms": 1709638814932, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "self": { + "_type": "ChatOpenAI" + }, + "messages": [ + { + "content": "Suggest the next optimization step.\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {\"properties\": {\"foo\": {\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {\"type\": \"string\"}}}, \"required\": [\"foo\"]}} the object {\"foo\": [\"bar\", \"baz\"]} is a well-formatted instance of the schema. The object {\"properties\": {\"foo\": [\"bar\", \"baz\"]}} is not well-formatted.\n\nHere is the schema for additional data types:\n```\n{\"WriteEssayHyperparameters\": {\"properties\": {\"docstring\": {\"type\": \"string\"}, \"json_schema\": {\"type\": \"object\"}}}, \"main__Module\": {\"properties\": {\"write_essay\": {\"allOf\": [{\"$ref\": \"WriteEssayHyperparameters\"}]}}}, \"QueryHyperparameters\": {\"properties\": {\"json_dumps_kwargs\": {\"type\": \"object\"}, \"additional_definitions_prompt_template\": {\"type\": \"string\"}, \"llm_structured_prompt_template\": {\"description\": \"The general-purpose prompt for the structured prompt execution. It tells the LLM what to do and how to read function arguments and structure return values. \", \"type\": \"string\"}, \"num_retries_on_parser_failure\": {\"type\": \"integer\"}}}, \"llm_strategy_llm_functionModule\": {\"properties\": {\"LLMStructuredPrompt_query\": {\"allOf\": [{\"$ref\": \"QueryHyperparameters\"}]}}}, \"Hyperparameters\": {\"properties\": {\"main__\": {\"allOf\": [{\"$ref\": \"main__Module\"}]}, \"llm_strategy_llm_function\": {\"allOf\": [{\"$ref\": \"llm_strategy_llm_functionModule\"}]}}}, \"TaskReflection\": {\"description\": \"The reflections on the task.\\n\\nThis contains the lessons we learn from each task run to come up with better\\nhyperparameters to try.\", \"properties\": {\"feedback\": {\"description\": \"Only look at the final results field. Does its content satisfy the task description and task parameters? Does it contain all the relevant information from the all_chains and all_prompts fields? What could be improved in the results?\", \"type\": \"string\"}, \"evaluation\": {\"description\": \"The evaluation of the outputs given the task. Is the output satisfying? What is wrong? What is missing?\", \"type\": \"string\"}, \"hyperparameter_suggestion\": {\"description\": \"How we want to change the hyperparameters to improve the results. What could we try to change?\", \"type\": \"string\"}, \"hyperparameter_missing\": {\"description\": \"What hyperparameters are missing to improve the results? What could be changed that is not exposed via hyperparameters?\", \"type\": \"string\"}}, \"required\": [\"feedback\", \"evaluation\", \"hyperparameter_suggestion\", \"hyperparameter_missing\"]}, \"TaskInfo_T_TaskParameters__T_TaskResults__Hyperparameters_\": {\"description\": \"The task run and the reflection on the experiment.\", \"properties\": {\"task_parameters\": {\"description\": \"The task parameters.\"}, \"hyperparameters\": {\"description\": \"The hyperparameters used for the task. We optimize these.\", \"allOf\": [{\"$ref\": \"Hyperparameters\"}]}, \"reflection\": {\"description\": \"The reflection on the task.\", \"allOf\": [{\"$ref\": \"TaskReflection\"}]}}, \"required\": [\"task_parameters\", \"hyperparameters\", \"reflection\"]}, \"OptimizationStep_T_TaskParameters__T_TaskResults__Hyperparameters_\": {\"description\": \"The next optimization steps. New hyperparameters we want to try experiments and new\\ntask parameters we want to evaluate on given the previous experiments.\", \"properties\": {\"best_hyperparameters\": {\"description\": \"The best hyperparameters we have found so far given task_infos and history.\", \"allOf\": [{\"$ref\": \"Hyperparameters\"}]}, \"suggestion\": {\"description\": \"The suggestions for the next experiments. What could we try to change? We will try several tasks next and several sets of hyperparameters. Let's think step by step.\", \"type\": \"string\"}, \"task_parameters_suggestions\": {\"description\": \"The task parameters we want to try next.\", \"hint_min_items\": 1, \"hint_max_items\": 4, \"type\": \"array\", \"items\": {}}, \"hyperparameter_suggestions\": {\"description\": \"The hyperparameters we want to try next.\", \"hint_min_items\": 1, \"hint_max_items\": 2, \"type\": \"array\", \"items\": {\"$ref\": \"Hyperparameters\"}}}, \"required\": [\"best_hyperparameters\", \"suggestion\", \"task_parameters_suggestions\", \"hyperparameter_suggestions\"]}}\n```\n\nHere is the input schema:\n```\n{\"description\": \"The optimization information. This is the data we use to optimize the\\nhyperparameters.\", \"properties\": {\"older_task_summary\": {\"description\": \"A summary of previous experiments and the proposed changes with the goal of avoiding trying the same changes repeatedly.\", \"type\": \"string\"}, \"task_infos\": {\"description\": \"The most recent tasks we have run and our reflections on them.\", \"type\": \"array\", \"items\": {\"$ref\": \"TaskInfo_T_TaskParameters__T_TaskResults__Hyperparameters_\"}}, \"best_hyperparameters\": {\"description\": \"The best hyperparameters we have found so far.\", \"allOf\": [{\"$ref\": \"Hyperparameters\"}]}}, \"required\": [\"task_infos\", \"best_hyperparameters\"]}\n```\n\nHere is the output schema:\n```\n{\"properties\": {\"return_value\": {\"$ref\": \"OptimizationStep_T_TaskParameters__T_TaskResults__Hyperparameters_\"}}, \"required\": [\"return_value\"]}\n```\nNow output the results for the following inputs:\n```\n{\"older_task_summary\": null, \"task_infos\": [{\"task_parameters\": {\"essay_topic\": \"Examining the Effects of Climate Change on Global Food Security and Agricultural Practices\"}, \"hyperparameters\": {\"main__\": {\"write_essay\": {\"docstring\": \"Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\\nUse markdown to format the essay.\", \"json_schema\": {\"input_schema\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\"}}}}}}, \"llm_strategy_llm_function\": {\"LLMStructuredPrompt_query\": {\"json_dumps_kwargs\": {\"indent\": null}, \"additional_definitions_prompt_template\": \"Here is the schema for additional data types:\\n```\\n{additional_definitions}\\n```\\n\\n\", \"llm_structured_prompt_template\": \"{docstring}\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {{\\\"properties\\\": {{\\\"foo\\\": {{\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {{\\\"type\\\": \\\"string\\\"}}}}}}, \\\"required\\\": [\\\"foo\\\"]}}}} the object {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is a well-formatted instance of the schema. The object {{\\\"properties\\\": {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}}}} is not well-formatted.\\n\\n{optional_additional_definitions_prompt}Here is the input schema:\\n```\\n{input_schema}\\n```\\n\\nHere is the output schema:\\n```\\n{output_schema}\\n```\\nNow output the results for the following inputs:\\n```\\n{inputs}\\n```\", \"num_retries_on_parser_failure\": 3}}}, \"reflection\": {\"feedback\": \"The final results field contains a concise summary of the effects of climate change on global food security and agricultural practices, acknowledging the complexity and far-reaching implications. It satisfies the task description by discussing the impact on food production, distribution, and access, and by suggesting areas for solutions such as technology, policy, and international cooperation. However, it could be improved by including specific examples, data, or case studies to support the claims and provide a more in-depth analysis.\", \"evaluation\": \"The output is satisfying as an overview but lacks depth. For an essay expected to be at the level of an Oxford undergraduate student, the content is too general and lacks the analytical depth, critical evaluation, and use of sources that would be expected. Specific examples of how climate change has already affected agricultural practices or food security in different regions would strengthen the essay. Additionally, a discussion on the limitations of proposed solutions or potential trade-offs would provide a more nuanced view.\", \"hyperparameter_suggestion\": \"To improve the results, we could adjust the hyperparameters related to the length and depth of content. Increasing the word count limit might allow for more detailed analysis and examples. Additionally, introducing a hyperparameter that encourages the use of external sources or data could enrich the essay's content. Adjusting the prompt to specifically ask for examples, data, and a critical evaluation of solutions might also yield better results.\", \"hyperparameter_missing\": \"Currently, there seems to be a lack of hyperparameters controlling for the depth of research and critical analysis in the generated content. Introducing hyperparameters that could guide the AI in performing more in-depth research, citing sources, and providing a critical analysis of the information could significantly improve the quality of essays on complex topics like this one.\"}}, {\"task_parameters\": {\"essay_topic\": \"The Fusion of Quantum Mechanics and General Relativity: The Road Towards a Unified Theory\"}, \"hyperparameters\": {\"main__\": {\"write_essay\": {\"docstring\": \"Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\\nUse markdown to format the essay.\", \"json_schema\": {\"input_schema\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\"}}}}}}, \"llm_strategy_llm_function\": {\"LLMStructuredPrompt_query\": {\"json_dumps_kwargs\": {\"indent\": null}, \"additional_definitions_prompt_template\": \"Here is the schema for additional data types:\\n```\\n{additional_definitions}\\n```\\n\\n\", \"llm_structured_prompt_template\": \"{docstring}\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {{\\\"properties\\\": {{\\\"foo\\\": {{\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {{\\\"type\\\": \\\"string\\\"}}}}}}, \\\"required\\\": [\\\"foo\\\"]}}}} the object {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is a well-formatted instance of the schema. The object {{\\\"properties\\\": {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}}}} is not well-formatted.\\n\\n{optional_additional_definitions_prompt}Here is the input schema:\\n```\\n{input_schema}\\n```\\n\\nHere is the output schema:\\n```\\n{output_schema}\\n```\\nNow output the results for the following inputs:\\n```\\n{inputs}\\n```\", \"num_retries_on_parser_failure\": 3}}}, \"reflection\": {\"feedback\": \"The final result does not satisfy the task description and parameters. It simply repeats the essay topic without providing an actual essay. The content lacks depth, analysis, and the expected word count. It does not contain any information from the all_chains and all_prompts fields that would suggest an attempt to write an essay.\", \"evaluation\": \"The output is unsatisfying as it fails to meet the basic requirements of the task. An essay was expected, but the output is merely the repetition of the essay topic. There's a clear absence of an argument, structure, or any content related to the fusion of quantum mechanics and general relativity.\", \"hyperparameter_suggestion\": \"To improve the results, we could adjust the hyperparameters to increase the detail and depth of the response. This might involve specifying a minimum word count or a more explicit instruction to generate an essay with an introduction, body paragraphs, and a conclusion. Additionally, ensuring the model understands the requirement for academic-level content could help generate more appropriate responses.\", \"hyperparameter_missing\": \"There seems to be a lack of hyperparameters controlling the creativity and depth of the content generated. Introducing hyperparameters that could adjust the complexity of the content, ensure adherence to the essay format, and enforce a minimum word count might significantly improve the results. Moreover, a hyperparameter to evaluate and ensure the academic quality of the content could be beneficial.\"}}], \"best_hyperparameters\": {\"main__\": {\"write_essay\": {\"docstring\": \"Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\\nUse markdown to format the essay.\", \"json_schema\": {\"input_schema\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\"}}}}}}, \"llm_strategy_llm_function\": {\"LLMStructuredPrompt_query\": {\"json_dumps_kwargs\": {\"indent\": null}, \"additional_definitions_prompt_template\": \"Here is the schema for additional data types:\\n```\\n{additional_definitions}\\n```\\n\\n\", \"llm_structured_prompt_template\": \"{docstring}\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {{\\\"properties\\\": {{\\\"foo\\\": {{\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {{\\\"type\\\": \\\"string\\\"}}}}}}, \\\"required\\\": [\\\"foo\\\"]}}}} the object {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is a well-formatted instance of the schema. The object {{\\\"properties\\\": {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}}}} is not well-formatted.\\n\\n{optional_additional_definitions_prompt}Here is the input schema:\\n```\\n{input_schema}\\n```\\n\\nHere is the output schema:\\n```\\n{output_schema}\\n```\\nNow output the results for the following inputs:\\n```\\n{inputs}\\n```\", \"num_retries_on_parser_failure\": 3}}}}\n```", + "additional_kwargs": {}, + "type": "human", + "example": false + } + ] + }, + "result": { + "content": "```json\n{\n \"return_value\": {\n \"best_hyperparameters\": {\n \"main__\": {\n \"write_essay\": {\n \"docstring\": \"Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\\nUse markdown to format the essay.\",\n \"json_schema\": {\n \"input_schema\": {\n \"properties\": {\n \"essay_topic\": {\n \"description\": \"The essay topic.\"\n }\n }\n }\n }\n }\n },\n \"llm_strategy_llm_function\": {\n \"LLMStructuredPrompt_query\": {\n \"json_dumps_kwargs\": {\n \"indent\": null\n },\n \"additional_definitions_prompt_template\": \"Here is the schema for additional data types:\\n```\\n{additional_definitions}\\n```\\n\\n\",\n \"llm_structured_prompt_template\": \"{docstring}\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {{\\\"properties\\\": {{\\\"foo\\\": {{\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {{\\\"type\\\": \\\"string\\\"}}}}}}, \\\"required\\\": [\\\"foo\\\"]}}}} the object {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is a well-formatted instance of the schema. The object {{\\\"properties\\\": {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}}}} is not well-formatted.\\n\\n{optional_additional_definitions_prompt}Here is the input schema:\\n```\\n{input_schema}\\n```\\n\\nHere is the output schema:\\n```\\n{output_schema}\\n```\\nNow output the results for the following inputs:\\n```\\n{inputs}\\n```\",\n \"num_retries_on_parser_failure\": 3\n }\n }\n },\n \"suggestion\": \"Based on the reflections from the previous tasks, the next experiments should focus on adjusting hyperparameters to increase the depth and detail of the essays. It's suggested to experiment with a more structured and explicit prompt that encourages critical analysis, the use of sources, and a more academic approach to writing.\",\n \"task_parameters_suggestions\": [\n {\n \"essay_topic\": \"Exploring the Impact of Renewable Energy Adoption on Global Economies\"\n },\n {\n \"essay_topic\": \"The Role of Artificial Intelligence in Advancing Medical Research\"\n }\n ],\n \"hyperparameter_suggestions\": [\n {\n \"main__\": {\n \"write_essay\": {\n \"docstring\": \"Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\\nUse markdown to format the essay.\",\n \"json_schema\": {\n \"input_schema\": {\n \"properties\": {\n \"essay_topic\": {\n \"description\": \"The essay topic.\"\n }\n }\n }\n }\n }\n },\n \"llm_strategy_llm_function\": {\n \"LLMStructuredPrompt_query\": {\n \"json_dumps_kwargs\": {\n \"indent\": null\n },\n \"additional_definitions_prompt_template\": \"Here is the schema for additional data types:\\n```\\n{additional_definitions}\\n```\\n\\n\",\n \"llm_structured_prompt_template\": \"{docstring}\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {{\\\"properties\\\": {{\\\"foo\\\": {{\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {{\\\"type\\\": \\\"string\\\"}}}}}}, \\\"required\\\": [\\\"foo\\\"]}}}} the object {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is a well-formatted instance of the schema. The object {{\\\"properties\\\": {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}}}} is not well-formatted.\\n\\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\\n\\nHere is the input schema:\\n```\\n{input_schema}\\n```\\n\\nHere is the output schema:\\n```\\n{output_schema}\\n```\\nNow output the results for the following inputs:\\n```\\n{inputs}\\n```\",\n \"num_retries_on_parser_failure\": 3\n }\n }\n }\n ]\n }\n}\n```", + "additional_kwargs": {}, + "type": "ai", + "example": false + } + }, + "children": [] + } + ] + } + ] + }, + { + "kind": "CHAIN", + "name": "write_essay", + "event_id": 17, + "start_time_ms": 1709638814957, + "end_time_ms": 1709638817310, + "running": false, + "delta_frame_infos": [ + { + "module": "__main__", + "lineno": 258, + "function": "capture_task_run", + "code_context": null, + "index": null + }, + { + "module": "__main__", + "lineno": 334, + "function": "optimize_hyperparameters", + "code_context": null, + "index": null + } + ], + "properties": { + "arguments": { + "self": "", + "language_model_or_chat_chain": { + "chat_model": { + "_type": "ChatOpenAI" + }, + "messages": [] + }, + "kwargs": { + "essay_topic": "Exploring the Impact of Renewable Energy Adoption on Global Economies" + } + }, + "result": "The essay topic 'Exploring the Impact of Renewable Energy Adoption on Global Economies' is a complex and multifaceted issue that requires a nuanced analysis. Renewable energy adoption has become an increasingly important topic in the context of global economies, as countries seek to reduce their reliance on fossil fuels and mitigate the impact of climate change. In this essay, I will critically analyze the various economic implications of renewable energy adoption, drawing on reputable sources to support my arguments." + }, + "children": [ + { + "kind": "CHAIN", + "name": "LLMStructuredPrompt", + "event_id": 18, + "start_time_ms": 1709638814958, + "end_time_ms": 1709638817305, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "essay_topic": "Exploring the Impact of Renewable Energy Adoption on Global Economies" + }, + "result": "The essay topic 'Exploring the Impact of Renewable Energy Adoption on Global Economies' is a complex and multifaceted issue that requires a nuanced analysis. Renewable energy adoption has become an increasingly important topic in the context of global economies, as countries seek to reduce their reliance on fossil fuels and mitigate the impact of climate change. In this essay, I will critically analyze the various economic implications of renewable energy adoption, drawing on reputable sources to support my arguments." + }, + "children": [ + { + "kind": "LLM", + "name": "TrackedChatModel", + "event_id": 19, + "start_time_ms": 1709638814960, + "end_time_ms": 1709638817288, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "self": { + "_type": "ChatOpenAI" + }, + "messages": [ + { + "content": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {\"properties\": {\"foo\": {\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {\"type\": \"string\"}}}, \"required\": [\"foo\"]}} the object {\"foo\": [\"bar\", \"baz\"]} is a well-formatted instance of the schema. The object {\"properties\": {\"foo\": [\"bar\", \"baz\"]}} is not well-formatted.\n\nFor this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\", \"type\": \"string\"}}, \"required\": [\"essay_topic\"]}\n```\n\nHere is the output schema:\n```\n{\"properties\": {\"return_value\": {\"type\": \"string\"}}, \"required\": [\"return_value\"]}\n```\nNow output the results for the following inputs:\n```\n{\"essay_topic\": \"Exploring the Impact of Renewable Energy Adoption on Global Economies\"}\n```", + "additional_kwargs": {}, + "type": "human", + "example": false + } + ], + "kwargs": { + "response_format": { + "type": "json_object" + } + } + }, + "result": { + "content": "{\n \"return_value\": \"The essay topic 'Exploring the Impact of Renewable Energy Adoption on Global Economies' is a complex and multifaceted issue that requires a nuanced analysis. Renewable energy adoption has become an increasingly important topic in the context of global economies, as countries seek to reduce their reliance on fossil fuels and mitigate the impact of climate change. In this essay, I will critically analyze the various economic implications of renewable energy adoption, drawing on reputable sources to support my arguments.\"\n}", + "additional_kwargs": {}, + "type": "ai", + "example": false + } + }, + "children": [] + } + ] + } + ] + }, + { + "kind": "CHAIN", + "name": "reflect_on_task_run", + "event_id": 20, + "start_time_ms": 1709638817320, + "end_time_ms": 1709638837073, + "running": false, + "delta_frame_infos": [ + { + "module": "__main__", + "lineno": 343, + "function": "optimize_hyperparameters", + "code_context": null, + "index": null + } + ], + "properties": { + "arguments": { + "language_model_or_chat_chain": { + "chat_model": { + "_type": "ChatOpenAI" + }, + "messages": [] + }, + "input": { + "task_parameters": { + "essay_topic": "Exploring the Impact of Renewable Energy Adoption on Global Economies" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "all_chat_chains": { + "messages": [ + { + "role": "user", + "content": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {\"properties\": {\"foo\": {\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {\"type\": \"string\"}}}, \"required\": [\"foo\"]}} the object {\"foo\": [\"bar\", \"baz\"]} is a well-formatted instance of the schema. The object {\"properties\": {\"foo\": [\"bar\", \"baz\"]}} is not well-formatted.\n\nFor this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\", \"type\": \"string\"}}, \"required\": [\"essay_topic\"]}\n```\n\nHere is the output schema:\n```\n{\"properties\": {\"return_value\": {\"type\": \"string\"}}, \"required\": [\"return_value\"]}\n```\nNow output the results for the following inputs:\n```\n{\"essay_topic\": \"Exploring the Impact of Renewable Energy Adoption on Global Economies\"}\n```" + }, + { + "role": "assistant", + "content": "{\n \"return_value\": \"The essay topic 'Exploring the Impact of Renewable Energy Adoption on Global Economies' is a complex and multifaceted issue that requires a nuanced analysis. Renewable energy adoption has become an increasingly important topic in the context of global economies, as countries seek to reduce their reliance on fossil fuels and mitigate the impact of climate change. In this essay, I will critically analyze the various economic implications of renewable energy adoption, drawing on reputable sources to support my arguments.\"\n}" + } + ], + "children": [] + }, + "return_value": "The essay topic 'Exploring the Impact of Renewable Energy Adoption on Global Economies' is a complex and multifaceted issue that requires a nuanced analysis. Renewable energy adoption has become an increasingly important topic in the context of global economies, as countries seek to reduce their reliance on fossil fuels and mitigate the impact of climate change. In this essay, I will critically analyze the various economic implications of renewable energy adoption, drawing on reputable sources to support my arguments.", + "exception": null + } + }, + "result": { + "feedback": "The final result provides an introduction to the essay topic but does not fulfill the task requirements fully. It sets the stage for a discussion on the impact of renewable energy adoption on global economies but stops short of delivering the complete essay. It lacks the critical analysis, the use of external sources for support, and the nuanced discussion on the subject as instructed. Moreover, it does not reach the specified word count of approximately 750 words and does not utilize markdown for formatting as requested.", + "evaluation": "The output is unsatisfying as it only provides an introduction to the essay without delving into the critical analysis or providing the examples from reputable sources as required. The essay does not meet the word count or formatting instructions, indicating a failure to adhere to the task parameters and hyperparameters.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters related to the generation length or content depth. Increasing the maximum response length might encourage a more detailed essay. Additionally, incorporating a hyperparameter that emphasizes the importance of using external sources and critical analysis in the response could help in meeting the task requirements. Adjusting the prompt to explicitly request a structured essay with an introduction, body paragraphs (each with a unique point supported by external sources), and a conclusion might also yield better results.", + "hyperparameter_missing": "There seems to be a lack of hyperparameters controlling the structure and depth of content generation. Including hyperparameters that allow for the specification of essay structure (introduction, body, conclusion) and depth (ensuring critical analysis and use of external sources) could significantly improve the results. Furthermore, a hyperparameter to enforce the word count and markdown formatting requirements is missing and would be beneficial." + } + }, + "children": [ + { + "kind": "CHAIN", + "name": "LLMStructuredPrompt", + "event_id": 21, + "start_time_ms": 1709638817322, + "end_time_ms": 1709638837065, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "task_parameters": { + "essay_topic": "Exploring the Impact of Renewable Energy Adoption on Global Economies" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "all_chat_chains": { + "messages": [ + { + "role": "user", + "content": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {\"properties\": {\"foo\": {\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {\"type\": \"string\"}}}, \"required\": [\"foo\"]}} the object {\"foo\": [\"bar\", \"baz\"]} is a well-formatted instance of the schema. The object {\"properties\": {\"foo\": [\"bar\", \"baz\"]}} is not well-formatted.\n\nFor this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\", \"type\": \"string\"}}, \"required\": [\"essay_topic\"]}\n```\n\nHere is the output schema:\n```\n{\"properties\": {\"return_value\": {\"type\": \"string\"}}, \"required\": [\"return_value\"]}\n```\nNow output the results for the following inputs:\n```\n{\"essay_topic\": \"Exploring the Impact of Renewable Energy Adoption on Global Economies\"}\n```" + }, + { + "role": "assistant", + "content": "{\n \"return_value\": \"The essay topic 'Exploring the Impact of Renewable Energy Adoption on Global Economies' is a complex and multifaceted issue that requires a nuanced analysis. Renewable energy adoption has become an increasingly important topic in the context of global economies, as countries seek to reduce their reliance on fossil fuels and mitigate the impact of climate change. In this essay, I will critically analyze the various economic implications of renewable energy adoption, drawing on reputable sources to support my arguments.\"\n}" + } + ], + "children": [] + }, + "return_value": "The essay topic 'Exploring the Impact of Renewable Energy Adoption on Global Economies' is a complex and multifaceted issue that requires a nuanced analysis. Renewable energy adoption has become an increasingly important topic in the context of global economies, as countries seek to reduce their reliance on fossil fuels and mitigate the impact of climate change. In this essay, I will critically analyze the various economic implications of renewable energy adoption, drawing on reputable sources to support my arguments.", + "exception": null + }, + "result": { + "feedback": "The final result provides an introduction to the essay topic but does not fulfill the task requirements fully. It sets the stage for a discussion on the impact of renewable energy adoption on global economies but stops short of delivering the complete essay. It lacks the critical analysis, the use of external sources for support, and the nuanced discussion on the subject as instructed. Moreover, it does not reach the specified word count of approximately 750 words and does not utilize markdown for formatting as requested.", + "evaluation": "The output is unsatisfying as it only provides an introduction to the essay without delving into the critical analysis or providing the examples from reputable sources as required. The essay does not meet the word count or formatting instructions, indicating a failure to adhere to the task parameters and hyperparameters.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters related to the generation length or content depth. Increasing the maximum response length might encourage a more detailed essay. Additionally, incorporating a hyperparameter that emphasizes the importance of using external sources and critical analysis in the response could help in meeting the task requirements. Adjusting the prompt to explicitly request a structured essay with an introduction, body paragraphs (each with a unique point supported by external sources), and a conclusion might also yield better results.", + "hyperparameter_missing": "There seems to be a lack of hyperparameters controlling the structure and depth of content generation. Including hyperparameters that allow for the specification of essay structure (introduction, body, conclusion) and depth (ensuring critical analysis and use of external sources) could significantly improve the results. Furthermore, a hyperparameter to enforce the word count and markdown formatting requirements is missing and would be beneficial." + } + }, + "children": [ + { + "kind": "LLM", + "name": "TrackedChatModel", + "event_id": 22, + "start_time_ms": 1709638817324, + "end_time_ms": 1709638837052, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "self": { + "_type": "ChatOpenAI" + }, + "messages": [ + { + "content": "Reflect on the results given the task parameters and hyperparameters.\n\nThis contains the lessons we learn from each task run to come up with better\nhyperparameters to try.\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {\"properties\": {\"foo\": {\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {\"type\": \"string\"}}}, \"required\": [\"foo\"]}} the object {\"foo\": [\"bar\", \"baz\"]} is a well-formatted instance of the schema. The object {\"properties\": {\"foo\": [\"bar\", \"baz\"]}} is not well-formatted.\n\nHere is the schema for additional data types:\n```\n{\"WriteEssayInputs\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\", \"type\": \"string\"}}, \"required\": [\"essay_topic\"]}, \"WriteEssayHyperparameters\": {\"properties\": {\"docstring\": {\"type\": \"string\"}, \"json_schema\": {\"type\": \"object\"}}}, \"main__Module\": {\"properties\": {\"write_essay\": {\"allOf\": [{\"$ref\": \"WriteEssayHyperparameters\"}]}}}, \"QueryHyperparameters\": {\"properties\": {\"json_dumps_kwargs\": {\"type\": \"object\"}, \"additional_definitions_prompt_template\": {\"type\": \"string\"}, \"llm_structured_prompt_template\": {\"description\": \"The general-purpose prompt for the structured prompt execution. It tells the LLM what to do and how to read function arguments and structure return values. \", \"type\": \"string\"}, \"num_retries_on_parser_failure\": {\"type\": \"integer\"}}}, \"llm_strategy_llm_functionModule\": {\"properties\": {\"LLMStructuredPrompt_query\": {\"allOf\": [{\"$ref\": \"QueryHyperparameters\"}]}}}, \"Hyperparameters\": {\"properties\": {\"main__\": {\"allOf\": [{\"$ref\": \"main__Module\"}]}, \"llm_strategy_llm_function\": {\"allOf\": [{\"$ref\": \"llm_strategy_llm_functionModule\"}]}}}, \"TaskReflection\": {\"description\": \"The reflections on the task.\\n\\nThis contains the lessons we learn from each task run to come up with better\\nhyperparameters to try.\", \"properties\": {\"feedback\": {\"description\": \"Only look at the final results field. Does its content satisfy the task description and task parameters? Does it contain all the relevant information from the all_chains and all_prompts fields? What could be improved in the results?\", \"type\": \"string\"}, \"evaluation\": {\"description\": \"The evaluation of the outputs given the task. Is the output satisfying? What is wrong? What is missing?\", \"type\": \"string\"}, \"hyperparameter_suggestion\": {\"description\": \"How we want to change the hyperparameters to improve the results. What could we try to change?\", \"type\": \"string\"}, \"hyperparameter_missing\": {\"description\": \"What hyperparameters are missing to improve the results? What could be changed that is not exposed via hyperparameters?\", \"type\": \"string\"}}, \"required\": [\"feedback\", \"evaluation\", \"hyperparameter_suggestion\", \"hyperparameter_missing\"]}}\n```\n\nHere is the input schema:\n```\n{\"description\": \"The task run. This is the 'data' we use to optimize the hyperparameters.\", \"properties\": {\"task_parameters\": {\"description\": \"The task parameters.\", \"allOf\": [{\"$ref\": \"WriteEssayInputs\"}]}, \"hyperparameters\": {\"description\": \"The hyperparameters used for the task. We optimize these.\", \"allOf\": [{\"$ref\": \"Hyperparameters\"}]}, \"all_chat_chains\": {\"description\": \"The chat chains from the task execution.\", \"type\": \"object\"}, \"return_value\": {\"description\": \"The results of the task. (None for exceptions/failure.)\"}, \"exception\": {\"description\": \"Exception that occurred during the task execution.\", \"anyOf\": [{\"type\": \"array\", \"items\": {\"type\": \"string\"}}, {\"type\": \"string\"}]}}, \"required\": [\"task_parameters\", \"hyperparameters\", \"all_chat_chains\", \"return_value\", \"exception\"]}\n```\n\nHere is the output schema:\n```\n{\"properties\": {\"return_value\": {\"$ref\": \"TaskReflection\"}}, \"required\": [\"return_value\"]}\n```\nNow output the results for the following inputs:\n```\n{\"task_parameters\": {\"essay_topic\": \"Exploring the Impact of Renewable Energy Adoption on Global Economies\"}, \"hyperparameters\": {\"main__\": {\"write_essay\": {\"docstring\": \"Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\\nUse markdown to format the essay.\", \"json_schema\": {\"input_schema\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\"}}}}}}, \"llm_strategy_llm_function\": {\"LLMStructuredPrompt_query\": {\"json_dumps_kwargs\": {\"indent\": null}, \"additional_definitions_prompt_template\": \"Here is the schema for additional data types:\\n```\\n{additional_definitions}\\n```\\n\\n\", \"llm_structured_prompt_template\": \"{docstring}\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {{\\\"properties\\\": {{\\\"foo\\\": {{\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {{\\\"type\\\": \\\"string\\\"}}}}}}, \\\"required\\\": [\\\"foo\\\"]}}}} the object {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is a well-formatted instance of the schema. The object {{\\\"properties\\\": {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}}}} is not well-formatted.\\n\\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\\n\\nHere is the input schema:\\n```\\n{input_schema}\\n```\\n\\nHere is the output schema:\\n```\\n{output_schema}\\n```\\nNow output the results for the following inputs:\\n```\\n{inputs}\\n```\", \"num_retries_on_parser_failure\": 3}}}, \"all_chat_chains\": {\"messages\": [{\"role\": \"user\", \"content\": \"Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\\nUse markdown to format the essay.\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {\\\"properties\\\": {\\\"foo\\\": {\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {\\\"type\\\": \\\"string\\\"}}}, \\\"required\\\": [\\\"foo\\\"]}} the object {\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]} is a well-formatted instance of the schema. The object {\\\"properties\\\": {\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is not well-formatted.\\n\\nFor this essay, please include at least three examples from reputable sources to support your arguments.\\n\\nHere is the input schema:\\n```\\n{\\\"properties\\\": {\\\"essay_topic\\\": {\\\"description\\\": \\\"The essay topic.\\\", \\\"type\\\": \\\"string\\\"}}, \\\"required\\\": [\\\"essay_topic\\\"]}\\n```\\n\\nHere is the output schema:\\n```\\n{\\\"properties\\\": {\\\"return_value\\\": {\\\"type\\\": \\\"string\\\"}}, \\\"required\\\": [\\\"return_value\\\"]}\\n```\\nNow output the results for the following inputs:\\n```\\n{\\\"essay_topic\\\": \\\"Exploring the Impact of Renewable Energy Adoption on Global Economies\\\"}\\n```\"}, {\"role\": \"assistant\", \"content\": \"{\\n \\\"return_value\\\": \\\"The essay topic 'Exploring the Impact of Renewable Energy Adoption on Global Economies' is a complex and multifaceted issue that requires a nuanced analysis. Renewable energy adoption has become an increasingly important topic in the context of global economies, as countries seek to reduce their reliance on fossil fuels and mitigate the impact of climate change. In this essay, I will critically analyze the various economic implications of renewable energy adoption, drawing on reputable sources to support my arguments.\\\"\\n}\"}], \"children\": []}, \"return_value\": \"The essay topic 'Exploring the Impact of Renewable Energy Adoption on Global Economies' is a complex and multifaceted issue that requires a nuanced analysis. Renewable energy adoption has become an increasingly important topic in the context of global economies, as countries seek to reduce their reliance on fossil fuels and mitigate the impact of climate change. In this essay, I will critically analyze the various economic implications of renewable energy adoption, drawing on reputable sources to support my arguments.\", \"exception\": null}\n```", + "additional_kwargs": {}, + "type": "human", + "example": false + } + ] + }, + "result": { + "content": "```\n{\n \"return_value\": {\n \"feedback\": \"The final result provides an introduction to the essay topic but does not fulfill the task requirements fully. It sets the stage for a discussion on the impact of renewable energy adoption on global economies but stops short of delivering the complete essay. It lacks the critical analysis, the use of external sources for support, and the nuanced discussion on the subject as instructed. Moreover, it does not reach the specified word count of approximately 750 words and does not utilize markdown for formatting as requested.\",\n \"evaluation\": \"The output is unsatisfying as it only provides an introduction to the essay without delving into the critical analysis or providing the examples from reputable sources as required. The essay does not meet the word count or formatting instructions, indicating a failure to adhere to the task parameters and hyperparameters.\",\n \"hyperparameter_suggestion\": \"To improve the results, we could adjust the hyperparameters related to the generation length or content depth. Increasing the maximum response length might encourage a more detailed essay. Additionally, incorporating a hyperparameter that emphasizes the importance of using external sources and critical analysis in the response could help in meeting the task requirements. Adjusting the prompt to explicitly request a structured essay with an introduction, body paragraphs (each with a unique point supported by external sources), and a conclusion might also yield better results.\",\n \"hyperparameter_missing\": \"There seems to be a lack of hyperparameters controlling the structure and depth of content generation. Including hyperparameters that allow for the specification of essay structure (introduction, body, conclusion) and depth (ensuring critical analysis and use of external sources) could significantly improve the results. Furthermore, a hyperparameter to enforce the word count and markdown formatting requirements is missing and would be beneficial.\"\n }\n}\n```", + "additional_kwargs": {}, + "type": "ai", + "example": false + } + }, + "children": [] + } + ] + } + ] + }, + { + "kind": "CHAIN", + "name": "write_essay", + "event_id": 23, + "start_time_ms": 1709638837080, + "end_time_ms": 1709638837805, + "running": false, + "delta_frame_infos": [ + { + "module": "__main__", + "lineno": 258, + "function": "capture_task_run", + "code_context": null, + "index": null + }, + { + "module": "__main__", + "lineno": 334, + "function": "optimize_hyperparameters", + "code_context": null, + "index": null + } + ], + "properties": { + "arguments": { + "self": "", + "language_model_or_chat_chain": { + "chat_model": { + "_type": "ChatOpenAI" + }, + "messages": [] + }, + "kwargs": { + "essay_topic": "The Role of Artificial Intelligence in Advancing Medical Research" + } + }, + "result": "The Role of Artificial Intelligence in Advancing Medical Research" + }, + "children": [ + { + "kind": "CHAIN", + "name": "LLMStructuredPrompt", + "event_id": 24, + "start_time_ms": 1709638837081, + "end_time_ms": 1709638837796, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "essay_topic": "The Role of Artificial Intelligence in Advancing Medical Research" + }, + "result": "The Role of Artificial Intelligence in Advancing Medical Research" + }, + "children": [ + { + "kind": "LLM", + "name": "TrackedChatModel", + "event_id": 25, + "start_time_ms": 1709638837083, + "end_time_ms": 1709638837779, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "self": { + "_type": "ChatOpenAI" + }, + "messages": [ + { + "content": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {\"properties\": {\"foo\": {\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {\"type\": \"string\"}}}, \"required\": [\"foo\"]}} the object {\"foo\": [\"bar\", \"baz\"]} is a well-formatted instance of the schema. The object {\"properties\": {\"foo\": [\"bar\", \"baz\"]}} is not well-formatted.\n\nFor this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\", \"type\": \"string\"}}, \"required\": [\"essay_topic\"]}\n```\n\nHere is the output schema:\n```\n{\"properties\": {\"return_value\": {\"type\": \"string\"}}, \"required\": [\"return_value\"]}\n```\nNow output the results for the following inputs:\n```\n{\"essay_topic\": \"The Role of Artificial Intelligence in Advancing Medical Research\"}\n```", + "additional_kwargs": {}, + "type": "human", + "example": false + } + ], + "kwargs": { + "response_format": { + "type": "json_object" + } + } + }, + "result": { + "content": "{\n \"return_value\": \"The Role of Artificial Intelligence in Advancing Medical Research\"\n\n}\n\n", + "additional_kwargs": {}, + "type": "ai", + "example": false + } + }, + "children": [] + } + ] + } + ] + }, + { + "kind": "CHAIN", + "name": "reflect_on_task_run", + "event_id": 26, + "start_time_ms": 1709638837812, + "end_time_ms": 1709638848280, + "running": false, + "delta_frame_infos": [ + { + "module": "__main__", + "lineno": 343, + "function": "optimize_hyperparameters", + "code_context": null, + "index": null + } + ], + "properties": { + "arguments": { + "language_model_or_chat_chain": { + "chat_model": { + "_type": "ChatOpenAI" + }, + "messages": [] + }, + "input": { + "task_parameters": { + "essay_topic": "The Role of Artificial Intelligence in Advancing Medical Research" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "all_chat_chains": { + "messages": [ + { + "role": "user", + "content": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {\"properties\": {\"foo\": {\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {\"type\": \"string\"}}}, \"required\": [\"foo\"]}} the object {\"foo\": [\"bar\", \"baz\"]} is a well-formatted instance of the schema. The object {\"properties\": {\"foo\": [\"bar\", \"baz\"]}} is not well-formatted.\n\nFor this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\", \"type\": \"string\"}}, \"required\": [\"essay_topic\"]}\n```\n\nHere is the output schema:\n```\n{\"properties\": {\"return_value\": {\"type\": \"string\"}}, \"required\": [\"return_value\"]}\n```\nNow output the results for the following inputs:\n```\n{\"essay_topic\": \"The Role of Artificial Intelligence in Advancing Medical Research\"}\n```" + }, + { + "role": "assistant", + "content": "{\n \"return_value\": \"The Role of Artificial Intelligence in Advancing Medical Research\"\n\n}\n\n" + } + ], + "children": [] + }, + "return_value": "The Role of Artificial Intelligence in Advancing Medical Research", + "exception": null + } + }, + "result": { + "feedback": "The final results do not satisfy the task description and parameters. The output is merely the repetition of the essay topic without any essay content, critical analysis, external sources, or nuanced discussion on the subject. It lacks the depth and detail expected from an essay at the level of an Oxford undergraduate student.", + "evaluation": "The output is unsatisfactory as it does not meet the requirements of writing an essay. It misses critical analysis, discussion, external sources for support, and the required word count. The result does not contain any of the relevant information that was supposed to be generated based on the task parameters and hyperparameters.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters related to the instruction comprehension and generation length of the model's response. Specifically, increasing the 'max_tokens' or 'length' parameter could encourage the model to generate longer content, which is necessary for an essay. Additionally, ensuring that the 'temperature' parameter is set to a level that promotes creativity without sacrificing coherence could help in generating a more nuanced discussion. It might also be beneficial to include a specific prompt or instruction to the model to use external sources and incorporate them into the essay, ensuring a more scholarly approach.", + "hyperparameter_missing": "There seems to be a lack of hyperparameters controlling the depth of research and citation inclusion. A hyperparameter that could enforce the model to perform external research or simulate the inclusion of citations and references would significantly improve the results. Another missing aspect is a hyperparameter that could specify the academic level of the essay required, which would automatically adjust the complexity, depth, and style of the writing to match undergraduate-level expectations." + } + }, + "children": [ + { + "kind": "CHAIN", + "name": "LLMStructuredPrompt", + "event_id": 27, + "start_time_ms": 1709638837813, + "end_time_ms": 1709638848274, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "task_parameters": { + "essay_topic": "The Role of Artificial Intelligence in Advancing Medical Research" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "all_chat_chains": { + "messages": [ + { + "role": "user", + "content": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {\"properties\": {\"foo\": {\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {\"type\": \"string\"}}}, \"required\": [\"foo\"]}} the object {\"foo\": [\"bar\", \"baz\"]} is a well-formatted instance of the schema. The object {\"properties\": {\"foo\": [\"bar\", \"baz\"]}} is not well-formatted.\n\nFor this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\", \"type\": \"string\"}}, \"required\": [\"essay_topic\"]}\n```\n\nHere is the output schema:\n```\n{\"properties\": {\"return_value\": {\"type\": \"string\"}}, \"required\": [\"return_value\"]}\n```\nNow output the results for the following inputs:\n```\n{\"essay_topic\": \"The Role of Artificial Intelligence in Advancing Medical Research\"}\n```" + }, + { + "role": "assistant", + "content": "{\n \"return_value\": \"The Role of Artificial Intelligence in Advancing Medical Research\"\n\n}\n\n" + } + ], + "children": [] + }, + "return_value": "The Role of Artificial Intelligence in Advancing Medical Research", + "exception": null + }, + "result": { + "feedback": "The final results do not satisfy the task description and parameters. The output is merely the repetition of the essay topic without any essay content, critical analysis, external sources, or nuanced discussion on the subject. It lacks the depth and detail expected from an essay at the level of an Oxford undergraduate student.", + "evaluation": "The output is unsatisfactory as it does not meet the requirements of writing an essay. It misses critical analysis, discussion, external sources for support, and the required word count. The result does not contain any of the relevant information that was supposed to be generated based on the task parameters and hyperparameters.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters related to the instruction comprehension and generation length of the model's response. Specifically, increasing the 'max_tokens' or 'length' parameter could encourage the model to generate longer content, which is necessary for an essay. Additionally, ensuring that the 'temperature' parameter is set to a level that promotes creativity without sacrificing coherence could help in generating a more nuanced discussion. It might also be beneficial to include a specific prompt or instruction to the model to use external sources and incorporate them into the essay, ensuring a more scholarly approach.", + "hyperparameter_missing": "There seems to be a lack of hyperparameters controlling the depth of research and citation inclusion. A hyperparameter that could enforce the model to perform external research or simulate the inclusion of citations and references would significantly improve the results. Another missing aspect is a hyperparameter that could specify the academic level of the essay required, which would automatically adjust the complexity, depth, and style of the writing to match undergraduate-level expectations." + } + }, + "children": [ + { + "kind": "LLM", + "name": "TrackedChatModel", + "event_id": 28, + "start_time_ms": 1709638837815, + "end_time_ms": 1709638848254, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "self": { + "_type": "ChatOpenAI" + }, + "messages": [ + { + "content": "Reflect on the results given the task parameters and hyperparameters.\n\nThis contains the lessons we learn from each task run to come up with better\nhyperparameters to try.\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {\"properties\": {\"foo\": {\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {\"type\": \"string\"}}}, \"required\": [\"foo\"]}} the object {\"foo\": [\"bar\", \"baz\"]} is a well-formatted instance of the schema. The object {\"properties\": {\"foo\": [\"bar\", \"baz\"]}} is not well-formatted.\n\nHere is the schema for additional data types:\n```\n{\"WriteEssayInputs\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\", \"type\": \"string\"}}, \"required\": [\"essay_topic\"]}, \"WriteEssayHyperparameters\": {\"properties\": {\"docstring\": {\"type\": \"string\"}, \"json_schema\": {\"type\": \"object\"}}}, \"main__Module\": {\"properties\": {\"write_essay\": {\"allOf\": [{\"$ref\": \"WriteEssayHyperparameters\"}]}}}, \"QueryHyperparameters\": {\"properties\": {\"json_dumps_kwargs\": {\"type\": \"object\"}, \"additional_definitions_prompt_template\": {\"type\": \"string\"}, \"llm_structured_prompt_template\": {\"description\": \"The general-purpose prompt for the structured prompt execution. It tells the LLM what to do and how to read function arguments and structure return values. \", \"type\": \"string\"}, \"num_retries_on_parser_failure\": {\"type\": \"integer\"}}}, \"llm_strategy_llm_functionModule\": {\"properties\": {\"LLMStructuredPrompt_query\": {\"allOf\": [{\"$ref\": \"QueryHyperparameters\"}]}}}, \"Hyperparameters\": {\"properties\": {\"main__\": {\"allOf\": [{\"$ref\": \"main__Module\"}]}, \"llm_strategy_llm_function\": {\"allOf\": [{\"$ref\": \"llm_strategy_llm_functionModule\"}]}}}, \"TaskReflection\": {\"description\": \"The reflections on the task.\\n\\nThis contains the lessons we learn from each task run to come up with better\\nhyperparameters to try.\", \"properties\": {\"feedback\": {\"description\": \"Only look at the final results field. Does its content satisfy the task description and task parameters? Does it contain all the relevant information from the all_chains and all_prompts fields? What could be improved in the results?\", \"type\": \"string\"}, \"evaluation\": {\"description\": \"The evaluation of the outputs given the task. Is the output satisfying? What is wrong? What is missing?\", \"type\": \"string\"}, \"hyperparameter_suggestion\": {\"description\": \"How we want to change the hyperparameters to improve the results. What could we try to change?\", \"type\": \"string\"}, \"hyperparameter_missing\": {\"description\": \"What hyperparameters are missing to improve the results? What could be changed that is not exposed via hyperparameters?\", \"type\": \"string\"}}, \"required\": [\"feedback\", \"evaluation\", \"hyperparameter_suggestion\", \"hyperparameter_missing\"]}}\n```\n\nHere is the input schema:\n```\n{\"description\": \"The task run. This is the 'data' we use to optimize the hyperparameters.\", \"properties\": {\"task_parameters\": {\"description\": \"The task parameters.\", \"allOf\": [{\"$ref\": \"WriteEssayInputs\"}]}, \"hyperparameters\": {\"description\": \"The hyperparameters used for the task. We optimize these.\", \"allOf\": [{\"$ref\": \"Hyperparameters\"}]}, \"all_chat_chains\": {\"description\": \"The chat chains from the task execution.\", \"type\": \"object\"}, \"return_value\": {\"description\": \"The results of the task. (None for exceptions/failure.)\"}, \"exception\": {\"description\": \"Exception that occurred during the task execution.\", \"anyOf\": [{\"type\": \"array\", \"items\": {\"type\": \"string\"}}, {\"type\": \"string\"}]}}, \"required\": [\"task_parameters\", \"hyperparameters\", \"all_chat_chains\", \"return_value\", \"exception\"]}\n```\n\nHere is the output schema:\n```\n{\"properties\": {\"return_value\": {\"$ref\": \"TaskReflection\"}}, \"required\": [\"return_value\"]}\n```\nNow output the results for the following inputs:\n```\n{\"task_parameters\": {\"essay_topic\": \"The Role of Artificial Intelligence in Advancing Medical Research\"}, \"hyperparameters\": {\"main__\": {\"write_essay\": {\"docstring\": \"Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\\nUse markdown to format the essay.\", \"json_schema\": {\"input_schema\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\"}}}}}}, \"llm_strategy_llm_function\": {\"LLMStructuredPrompt_query\": {\"json_dumps_kwargs\": {\"indent\": null}, \"additional_definitions_prompt_template\": \"Here is the schema for additional data types:\\n```\\n{additional_definitions}\\n```\\n\\n\", \"llm_structured_prompt_template\": \"{docstring}\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {{\\\"properties\\\": {{\\\"foo\\\": {{\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {{\\\"type\\\": \\\"string\\\"}}}}}}, \\\"required\\\": [\\\"foo\\\"]}}}} the object {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is a well-formatted instance of the schema. The object {{\\\"properties\\\": {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}}}} is not well-formatted.\\n\\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\\n\\nHere is the input schema:\\n```\\n{input_schema}\\n```\\n\\nHere is the output schema:\\n```\\n{output_schema}\\n```\\nNow output the results for the following inputs:\\n```\\n{inputs}\\n```\", \"num_retries_on_parser_failure\": 3}}}, \"all_chat_chains\": {\"messages\": [{\"role\": \"user\", \"content\": \"Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\\nUse markdown to format the essay.\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {\\\"properties\\\": {\\\"foo\\\": {\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {\\\"type\\\": \\\"string\\\"}}}, \\\"required\\\": [\\\"foo\\\"]}} the object {\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]} is a well-formatted instance of the schema. The object {\\\"properties\\\": {\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is not well-formatted.\\n\\nFor this essay, please include at least three examples from reputable sources to support your arguments.\\n\\nHere is the input schema:\\n```\\n{\\\"properties\\\": {\\\"essay_topic\\\": {\\\"description\\\": \\\"The essay topic.\\\", \\\"type\\\": \\\"string\\\"}}, \\\"required\\\": [\\\"essay_topic\\\"]}\\n```\\n\\nHere is the output schema:\\n```\\n{\\\"properties\\\": {\\\"return_value\\\": {\\\"type\\\": \\\"string\\\"}}, \\\"required\\\": [\\\"return_value\\\"]}\\n```\\nNow output the results for the following inputs:\\n```\\n{\\\"essay_topic\\\": \\\"The Role of Artificial Intelligence in Advancing Medical Research\\\"}\\n```\"}, {\"role\": \"assistant\", \"content\": \"{\\n \\\"return_value\\\": \\\"The Role of Artificial Intelligence in Advancing Medical Research\\\"\\n\\n}\\n\\n\"}], \"children\": []}, \"return_value\": \"The Role of Artificial Intelligence in Advancing Medical Research\", \"exception\": null}\n```", + "additional_kwargs": {}, + "type": "human", + "example": false + } + ] + }, + "result": { + "content": "```\n{\n \"return_value\": {\n \"feedback\": \"The final results do not satisfy the task description and parameters. The output is merely the repetition of the essay topic without any essay content, critical analysis, external sources, or nuanced discussion on the subject. It lacks the depth and detail expected from an essay at the level of an Oxford undergraduate student.\",\n \"evaluation\": \"The output is unsatisfactory as it does not meet the requirements of writing an essay. It misses critical analysis, discussion, external sources for support, and the required word count. The result does not contain any of the relevant information that was supposed to be generated based on the task parameters and hyperparameters.\",\n \"hyperparameter_suggestion\": \"To improve the results, we could adjust the hyperparameters related to the instruction comprehension and generation length of the model's response. Specifically, increasing the 'max_tokens' or 'length' parameter could encourage the model to generate longer content, which is necessary for an essay. Additionally, ensuring that the 'temperature' parameter is set to a level that promotes creativity without sacrificing coherence could help in generating a more nuanced discussion. It might also be beneficial to include a specific prompt or instruction to the model to use external sources and incorporate them into the essay, ensuring a more scholarly approach.\",\n \"hyperparameter_missing\": \"There seems to be a lack of hyperparameters controlling the depth of research and citation inclusion. A hyperparameter that could enforce the model to perform external research or simulate the inclusion of citations and references would significantly improve the results. Another missing aspect is a hyperparameter that could specify the academic level of the essay required, which would automatically adjust the complexity, depth, and style of the writing to match undergraduate-level expectations.\"\n }\n}\n```", + "additional_kwargs": {}, + "type": "ai", + "example": false + } + }, + "children": [] + } + ] + } + ] + }, + { + "kind": "CHAIN", + "name": "probability_for_improvement", + "event_id": 29, + "start_time_ms": 1709638848286, + "end_time_ms": 1709638854810, + "running": false, + "delta_frame_infos": [ + { + "module": "__main__", + "lineno": 362, + "function": "optimize_hyperparameters", + "code_context": null, + "index": null + } + ], + "properties": { + "arguments": { + "language_model_or_chat_chain": { + "chat_model": { + "_type": "ChatOpenAI" + }, + "messages": [] + }, + "input": { + "older_task_summary": null, + "task_infos": [ + { + "task_parameters": { + "essay_topic": "Examining the Effects of Climate Change on Global Food Security and Agricultural Practices" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}Here is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "reflection": { + "feedback": "The final results field contains a concise summary of the effects of climate change on global food security and agricultural practices, acknowledging the complexity and far-reaching implications. It satisfies the task description by discussing the impact on food production, distribution, and access, and by suggesting areas for solutions such as technology, policy, and international cooperation. However, it could be improved by including specific examples, data, or case studies to support the claims and provide a more in-depth analysis.", + "evaluation": "The output is satisfying as an overview but lacks depth. For an essay expected to be at the level of an Oxford undergraduate student, the content is too general and lacks the analytical depth, critical evaluation, and use of sources that would be expected. Specific examples of how climate change has already affected agricultural practices or food security in different regions would strengthen the essay. Additionally, a discussion on the limitations of proposed solutions or potential trade-offs would provide a more nuanced view.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters related to the length and depth of content. Increasing the word count limit might allow for more detailed analysis and examples. Additionally, introducing a hyperparameter that encourages the use of external sources or data could enrich the essay's content. Adjusting the prompt to specifically ask for examples, data, and a critical evaluation of solutions might also yield better results.", + "hyperparameter_missing": "Currently, there seems to be a lack of hyperparameters controlling for the depth of research and critical analysis in the generated content. Introducing hyperparameters that could guide the AI in performing more in-depth research, citing sources, and providing a critical analysis of the information could significantly improve the quality of essays on complex topics like this one." + } + }, + { + "task_parameters": { + "essay_topic": "The Fusion of Quantum Mechanics and General Relativity: The Road Towards a Unified Theory" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}Here is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "reflection": { + "feedback": "The final result does not satisfy the task description and parameters. It simply repeats the essay topic without providing an actual essay. The content lacks depth, analysis, and the expected word count. It does not contain any information from the all_chains and all_prompts fields that would suggest an attempt to write an essay.", + "evaluation": "The output is unsatisfying as it fails to meet the basic requirements of the task. An essay was expected, but the output is merely the repetition of the essay topic. There's a clear absence of an argument, structure, or any content related to the fusion of quantum mechanics and general relativity.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters to increase the detail and depth of the response. This might involve specifying a minimum word count or a more explicit instruction to generate an essay with an introduction, body paragraphs, and a conclusion. Additionally, ensuring the model understands the requirement for academic-level content could help generate more appropriate responses.", + "hyperparameter_missing": "There seems to be a lack of hyperparameters controlling the creativity and depth of the content generated. Introducing hyperparameters that could adjust the complexity of the content, ensure adherence to the essay format, and enforce a minimum word count might significantly improve the results. Moreover, a hyperparameter to evaluate and ensure the academic quality of the content could be beneficial." + } + }, + { + "task_parameters": { + "essay_topic": "Exploring the Impact of Renewable Energy Adoption on Global Economies" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "reflection": { + "feedback": "The final result provides an introduction to the essay topic but does not fulfill the task requirements fully. It sets the stage for a discussion on the impact of renewable energy adoption on global economies but stops short of delivering the complete essay. It lacks the critical analysis, the use of external sources for support, and the nuanced discussion on the subject as instructed. Moreover, it does not reach the specified word count of approximately 750 words and does not utilize markdown for formatting as requested.", + "evaluation": "The output is unsatisfying as it only provides an introduction to the essay without delving into the critical analysis or providing the examples from reputable sources as required. The essay does not meet the word count or formatting instructions, indicating a failure to adhere to the task parameters and hyperparameters.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters related to the generation length or content depth. Increasing the maximum response length might encourage a more detailed essay. Additionally, incorporating a hyperparameter that emphasizes the importance of using external sources and critical analysis in the response could help in meeting the task requirements. Adjusting the prompt to explicitly request a structured essay with an introduction, body paragraphs (each with a unique point supported by external sources), and a conclusion might also yield better results.", + "hyperparameter_missing": "There seems to be a lack of hyperparameters controlling the structure and depth of content generation. Including hyperparameters that allow for the specification of essay structure (introduction, body, conclusion) and depth (ensuring critical analysis and use of external sources) could significantly improve the results. Furthermore, a hyperparameter to enforce the word count and markdown formatting requirements is missing and would be beneficial." + } + }, + { + "task_parameters": { + "essay_topic": "The Role of Artificial Intelligence in Advancing Medical Research" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "reflection": { + "feedback": "The final results do not satisfy the task description and parameters. The output is merely the repetition of the essay topic without any essay content, critical analysis, external sources, or nuanced discussion on the subject. It lacks the depth and detail expected from an essay at the level of an Oxford undergraduate student.", + "evaluation": "The output is unsatisfactory as it does not meet the requirements of writing an essay. It misses critical analysis, discussion, external sources for support, and the required word count. The result does not contain any of the relevant information that was supposed to be generated based on the task parameters and hyperparameters.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters related to the instruction comprehension and generation length of the model's response. Specifically, increasing the 'max_tokens' or 'length' parameter could encourage the model to generate longer content, which is necessary for an essay. Additionally, ensuring that the 'temperature' parameter is set to a level that promotes creativity without sacrificing coherence could help in generating a more nuanced discussion. It might also be beneficial to include a specific prompt or instruction to the model to use external sources and incorporate them into the essay, ensuring a more scholarly approach.", + "hyperparameter_missing": "There seems to be a lack of hyperparameters controlling the depth of research and citation inclusion. A hyperparameter that could enforce the model to perform external research or simulate the inclusion of citations and references would significantly improve the results. Another missing aspect is a hyperparameter that could specify the academic level of the essay required, which would automatically adjust the complexity, depth, and style of the writing to match undergraduate-level expectations." + } + } + ], + "best_hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}Here is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + } + } + }, + "result": { + "considerations": [ + "The reflections indicate a clear understanding of the shortcomings in the generated essays, such as lack of depth, missing critical analysis, and absence of external sources.", + "Suggestions for hyperparameter adjustments, including increasing word count, depth of content, and inclusion of external sources, are well-defined and targeted towards the identified issues.", + "The reflections also highlight the absence of certain hyperparameters that could potentially improve the results, such as controlling for the depth of research and critical analysis.", + "Given the specific and actionable suggestions for hyperparameter adjustments, and the identification of missing hyperparameters that could be introduced, there is a good foundation for believing that implementing these changes could lead to improvements." + ], + "probability": 0.8 + } + }, + "children": [ + { + "kind": "CHAIN", + "name": "LLMStructuredPrompt", + "event_id": 30, + "start_time_ms": 1709638848288, + "end_time_ms": 1709638854802, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "older_task_summary": null, + "task_infos": [ + { + "task_parameters": { + "essay_topic": "Examining the Effects of Climate Change on Global Food Security and Agricultural Practices" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}Here is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "reflection": { + "feedback": "The final results field contains a concise summary of the effects of climate change on global food security and agricultural practices, acknowledging the complexity and far-reaching implications. It satisfies the task description by discussing the impact on food production, distribution, and access, and by suggesting areas for solutions such as technology, policy, and international cooperation. However, it could be improved by including specific examples, data, or case studies to support the claims and provide a more in-depth analysis.", + "evaluation": "The output is satisfying as an overview but lacks depth. For an essay expected to be at the level of an Oxford undergraduate student, the content is too general and lacks the analytical depth, critical evaluation, and use of sources that would be expected. Specific examples of how climate change has already affected agricultural practices or food security in different regions would strengthen the essay. Additionally, a discussion on the limitations of proposed solutions or potential trade-offs would provide a more nuanced view.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters related to the length and depth of content. Increasing the word count limit might allow for more detailed analysis and examples. Additionally, introducing a hyperparameter that encourages the use of external sources or data could enrich the essay's content. Adjusting the prompt to specifically ask for examples, data, and a critical evaluation of solutions might also yield better results.", + "hyperparameter_missing": "Currently, there seems to be a lack of hyperparameters controlling for the depth of research and critical analysis in the generated content. Introducing hyperparameters that could guide the AI in performing more in-depth research, citing sources, and providing a critical analysis of the information could significantly improve the quality of essays on complex topics like this one." + } + }, + { + "task_parameters": { + "essay_topic": "The Fusion of Quantum Mechanics and General Relativity: The Road Towards a Unified Theory" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}Here is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "reflection": { + "feedback": "The final result does not satisfy the task description and parameters. It simply repeats the essay topic without providing an actual essay. The content lacks depth, analysis, and the expected word count. It does not contain any information from the all_chains and all_prompts fields that would suggest an attempt to write an essay.", + "evaluation": "The output is unsatisfying as it fails to meet the basic requirements of the task. An essay was expected, but the output is merely the repetition of the essay topic. There's a clear absence of an argument, structure, or any content related to the fusion of quantum mechanics and general relativity.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters to increase the detail and depth of the response. This might involve specifying a minimum word count or a more explicit instruction to generate an essay with an introduction, body paragraphs, and a conclusion. Additionally, ensuring the model understands the requirement for academic-level content could help generate more appropriate responses.", + "hyperparameter_missing": "There seems to be a lack of hyperparameters controlling the creativity and depth of the content generated. Introducing hyperparameters that could adjust the complexity of the content, ensure adherence to the essay format, and enforce a minimum word count might significantly improve the results. Moreover, a hyperparameter to evaluate and ensure the academic quality of the content could be beneficial." + } + }, + { + "task_parameters": { + "essay_topic": "Exploring the Impact of Renewable Energy Adoption on Global Economies" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "reflection": { + "feedback": "The final result provides an introduction to the essay topic but does not fulfill the task requirements fully. It sets the stage for a discussion on the impact of renewable energy adoption on global economies but stops short of delivering the complete essay. It lacks the critical analysis, the use of external sources for support, and the nuanced discussion on the subject as instructed. Moreover, it does not reach the specified word count of approximately 750 words and does not utilize markdown for formatting as requested.", + "evaluation": "The output is unsatisfying as it only provides an introduction to the essay without delving into the critical analysis or providing the examples from reputable sources as required. The essay does not meet the word count or formatting instructions, indicating a failure to adhere to the task parameters and hyperparameters.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters related to the generation length or content depth. Increasing the maximum response length might encourage a more detailed essay. Additionally, incorporating a hyperparameter that emphasizes the importance of using external sources and critical analysis in the response could help in meeting the task requirements. Adjusting the prompt to explicitly request a structured essay with an introduction, body paragraphs (each with a unique point supported by external sources), and a conclusion might also yield better results.", + "hyperparameter_missing": "There seems to be a lack of hyperparameters controlling the structure and depth of content generation. Including hyperparameters that allow for the specification of essay structure (introduction, body, conclusion) and depth (ensuring critical analysis and use of external sources) could significantly improve the results. Furthermore, a hyperparameter to enforce the word count and markdown formatting requirements is missing and would be beneficial." + } + }, + { + "task_parameters": { + "essay_topic": "The Role of Artificial Intelligence in Advancing Medical Research" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "reflection": { + "feedback": "The final results do not satisfy the task description and parameters. The output is merely the repetition of the essay topic without any essay content, critical analysis, external sources, or nuanced discussion on the subject. It lacks the depth and detail expected from an essay at the level of an Oxford undergraduate student.", + "evaluation": "The output is unsatisfactory as it does not meet the requirements of writing an essay. It misses critical analysis, discussion, external sources for support, and the required word count. The result does not contain any of the relevant information that was supposed to be generated based on the task parameters and hyperparameters.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters related to the instruction comprehension and generation length of the model's response. Specifically, increasing the 'max_tokens' or 'length' parameter could encourage the model to generate longer content, which is necessary for an essay. Additionally, ensuring that the 'temperature' parameter is set to a level that promotes creativity without sacrificing coherence could help in generating a more nuanced discussion. It might also be beneficial to include a specific prompt or instruction to the model to use external sources and incorporate them into the essay, ensuring a more scholarly approach.", + "hyperparameter_missing": "There seems to be a lack of hyperparameters controlling the depth of research and citation inclusion. A hyperparameter that could enforce the model to perform external research or simulate the inclusion of citations and references would significantly improve the results. Another missing aspect is a hyperparameter that could specify the academic level of the essay required, which would automatically adjust the complexity, depth, and style of the writing to match undergraduate-level expectations." + } + } + ], + "best_hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}Here is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + } + }, + "result": { + "considerations": [ + "The reflections indicate a clear understanding of the shortcomings in the generated essays, such as lack of depth, missing critical analysis, and absence of external sources.", + "Suggestions for hyperparameter adjustments, including increasing word count, depth of content, and inclusion of external sources, are well-defined and targeted towards the identified issues.", + "The reflections also highlight the absence of certain hyperparameters that could potentially improve the results, such as controlling for the depth of research and critical analysis.", + "Given the specific and actionable suggestions for hyperparameter adjustments, and the identification of missing hyperparameters that could be introduced, there is a good foundation for believing that implementing these changes could lead to improvements." + ], + "probability": 0.8 + } + }, + "children": [ + { + "kind": "LLM", + "name": "TrackedChatModel", + "event_id": 31, + "start_time_ms": 1709638848291, + "end_time_ms": 1709638854779, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "self": { + "_type": "ChatOpenAI" + }, + "messages": [ + { + "content": "Return the probability for improvement (between 0 and 1).\n\nThis is your confidence that your next optimization steps will improve the\nhyperparameters given the information provided. If you think that the\ninformation available is unlikely to lead to better hyperparameters, return 0.\nIf you think that the information available is very likely to lead to better\nhyperparameters, return 1. Be concise.\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {\"properties\": {\"foo\": {\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {\"type\": \"string\"}}}, \"required\": [\"foo\"]}} the object {\"foo\": [\"bar\", \"baz\"]} is a well-formatted instance of the schema. The object {\"properties\": {\"foo\": [\"bar\", \"baz\"]}} is not well-formatted.\n\nHere is the schema for additional data types:\n```\n{\"WriteEssayHyperparameters\": {\"properties\": {\"docstring\": {\"type\": \"string\"}, \"json_schema\": {\"type\": \"object\"}}}, \"main__Module\": {\"properties\": {\"write_essay\": {\"allOf\": [{\"$ref\": \"WriteEssayHyperparameters\"}]}}}, \"QueryHyperparameters\": {\"properties\": {\"json_dumps_kwargs\": {\"type\": \"object\"}, \"additional_definitions_prompt_template\": {\"type\": \"string\"}, \"llm_structured_prompt_template\": {\"description\": \"The general-purpose prompt for the structured prompt execution. It tells the LLM what to do and how to read function arguments and structure return values. \", \"type\": \"string\"}, \"num_retries_on_parser_failure\": {\"type\": \"integer\"}}}, \"llm_strategy_llm_functionModule\": {\"properties\": {\"LLMStructuredPrompt_query\": {\"allOf\": [{\"$ref\": \"QueryHyperparameters\"}]}}}, \"Hyperparameters\": {\"properties\": {\"main__\": {\"allOf\": [{\"$ref\": \"main__Module\"}]}, \"llm_strategy_llm_function\": {\"allOf\": [{\"$ref\": \"llm_strategy_llm_functionModule\"}]}}}, \"TaskReflection\": {\"description\": \"The reflections on the task.\\n\\nThis contains the lessons we learn from each task run to come up with better\\nhyperparameters to try.\", \"properties\": {\"feedback\": {\"description\": \"Only look at the final results field. Does its content satisfy the task description and task parameters? Does it contain all the relevant information from the all_chains and all_prompts fields? What could be improved in the results?\", \"type\": \"string\"}, \"evaluation\": {\"description\": \"The evaluation of the outputs given the task. Is the output satisfying? What is wrong? What is missing?\", \"type\": \"string\"}, \"hyperparameter_suggestion\": {\"description\": \"How we want to change the hyperparameters to improve the results. What could we try to change?\", \"type\": \"string\"}, \"hyperparameter_missing\": {\"description\": \"What hyperparameters are missing to improve the results? What could be changed that is not exposed via hyperparameters?\", \"type\": \"string\"}}, \"required\": [\"feedback\", \"evaluation\", \"hyperparameter_suggestion\", \"hyperparameter_missing\"]}, \"TaskInfo_T_TaskParameters__T_TaskResults__Hyperparameters_\": {\"description\": \"The task run and the reflection on the experiment.\", \"properties\": {\"task_parameters\": {\"description\": \"The task parameters.\"}, \"hyperparameters\": {\"description\": \"The hyperparameters used for the task. We optimize these.\", \"allOf\": [{\"$ref\": \"Hyperparameters\"}]}, \"reflection\": {\"description\": \"The reflection on the task.\", \"allOf\": [{\"$ref\": \"TaskReflection\"}]}}, \"required\": [\"task_parameters\", \"hyperparameters\", \"reflection\"]}, \"ImprovementProbability\": {\"properties\": {\"considerations\": {\"description\": \"The considerations for potential improvements.\", \"type\": \"array\", \"items\": {\"type\": \"string\"}}, \"probability\": {\"description\": \"The probability of improvement.\", \"type\": \"number\"}}, \"required\": [\"considerations\", \"probability\"]}}\n```\n\nHere is the input schema:\n```\n{\"description\": \"The optimization information. This is the data we use to optimize the\\nhyperparameters.\", \"properties\": {\"older_task_summary\": {\"description\": \"A summary of previous experiments and the proposed changes with the goal of avoiding trying the same changes repeatedly.\", \"type\": \"string\"}, \"task_infos\": {\"description\": \"The most recent tasks we have run and our reflections on them.\", \"type\": \"array\", \"items\": {\"$ref\": \"TaskInfo_T_TaskParameters__T_TaskResults__Hyperparameters_\"}}, \"best_hyperparameters\": {\"description\": \"The best hyperparameters we have found so far.\", \"allOf\": [{\"$ref\": \"Hyperparameters\"}]}}, \"required\": [\"task_infos\", \"best_hyperparameters\"]}\n```\n\nHere is the output schema:\n```\n{\"properties\": {\"return_value\": {\"$ref\": \"ImprovementProbability\"}}, \"required\": [\"return_value\"]}\n```\nNow output the results for the following inputs:\n```\n{\"older_task_summary\": null, \"task_infos\": [{\"task_parameters\": {\"essay_topic\": \"Examining the Effects of Climate Change on Global Food Security and Agricultural Practices\"}, \"hyperparameters\": {\"main__\": {\"write_essay\": {\"docstring\": \"Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\\nUse markdown to format the essay.\", \"json_schema\": {\"input_schema\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\"}}}}}}, \"llm_strategy_llm_function\": {\"LLMStructuredPrompt_query\": {\"json_dumps_kwargs\": {\"indent\": null}, \"additional_definitions_prompt_template\": \"Here is the schema for additional data types:\\n```\\n{additional_definitions}\\n```\\n\\n\", \"llm_structured_prompt_template\": \"{docstring}\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {{\\\"properties\\\": {{\\\"foo\\\": {{\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {{\\\"type\\\": \\\"string\\\"}}}}}}, \\\"required\\\": [\\\"foo\\\"]}}}} the object {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is a well-formatted instance of the schema. The object {{\\\"properties\\\": {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}}}} is not well-formatted.\\n\\n{optional_additional_definitions_prompt}Here is the input schema:\\n```\\n{input_schema}\\n```\\n\\nHere is the output schema:\\n```\\n{output_schema}\\n```\\nNow output the results for the following inputs:\\n```\\n{inputs}\\n```\", \"num_retries_on_parser_failure\": 3}}}, \"reflection\": {\"feedback\": \"The final results field contains a concise summary of the effects of climate change on global food security and agricultural practices, acknowledging the complexity and far-reaching implications. It satisfies the task description by discussing the impact on food production, distribution, and access, and by suggesting areas for solutions such as technology, policy, and international cooperation. However, it could be improved by including specific examples, data, or case studies to support the claims and provide a more in-depth analysis.\", \"evaluation\": \"The output is satisfying as an overview but lacks depth. For an essay expected to be at the level of an Oxford undergraduate student, the content is too general and lacks the analytical depth, critical evaluation, and use of sources that would be expected. Specific examples of how climate change has already affected agricultural practices or food security in different regions would strengthen the essay. Additionally, a discussion on the limitations of proposed solutions or potential trade-offs would provide a more nuanced view.\", \"hyperparameter_suggestion\": \"To improve the results, we could adjust the hyperparameters related to the length and depth of content. Increasing the word count limit might allow for more detailed analysis and examples. Additionally, introducing a hyperparameter that encourages the use of external sources or data could enrich the essay's content. Adjusting the prompt to specifically ask for examples, data, and a critical evaluation of solutions might also yield better results.\", \"hyperparameter_missing\": \"Currently, there seems to be a lack of hyperparameters controlling for the depth of research and critical analysis in the generated content. Introducing hyperparameters that could guide the AI in performing more in-depth research, citing sources, and providing a critical analysis of the information could significantly improve the quality of essays on complex topics like this one.\"}}, {\"task_parameters\": {\"essay_topic\": \"The Fusion of Quantum Mechanics and General Relativity: The Road Towards a Unified Theory\"}, \"hyperparameters\": {\"main__\": {\"write_essay\": {\"docstring\": \"Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\\nUse markdown to format the essay.\", \"json_schema\": {\"input_schema\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\"}}}}}}, \"llm_strategy_llm_function\": {\"LLMStructuredPrompt_query\": {\"json_dumps_kwargs\": {\"indent\": null}, \"additional_definitions_prompt_template\": \"Here is the schema for additional data types:\\n```\\n{additional_definitions}\\n```\\n\\n\", \"llm_structured_prompt_template\": \"{docstring}\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {{\\\"properties\\\": {{\\\"foo\\\": {{\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {{\\\"type\\\": \\\"string\\\"}}}}}}, \\\"required\\\": [\\\"foo\\\"]}}}} the object {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is a well-formatted instance of the schema. The object {{\\\"properties\\\": {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}}}} is not well-formatted.\\n\\n{optional_additional_definitions_prompt}Here is the input schema:\\n```\\n{input_schema}\\n```\\n\\nHere is the output schema:\\n```\\n{output_schema}\\n```\\nNow output the results for the following inputs:\\n```\\n{inputs}\\n```\", \"num_retries_on_parser_failure\": 3}}}, \"reflection\": {\"feedback\": \"The final result does not satisfy the task description and parameters. It simply repeats the essay topic without providing an actual essay. The content lacks depth, analysis, and the expected word count. It does not contain any information from the all_chains and all_prompts fields that would suggest an attempt to write an essay.\", \"evaluation\": \"The output is unsatisfying as it fails to meet the basic requirements of the task. An essay was expected, but the output is merely the repetition of the essay topic. There's a clear absence of an argument, structure, or any content related to the fusion of quantum mechanics and general relativity.\", \"hyperparameter_suggestion\": \"To improve the results, we could adjust the hyperparameters to increase the detail and depth of the response. This might involve specifying a minimum word count or a more explicit instruction to generate an essay with an introduction, body paragraphs, and a conclusion. Additionally, ensuring the model understands the requirement for academic-level content could help generate more appropriate responses.\", \"hyperparameter_missing\": \"There seems to be a lack of hyperparameters controlling the creativity and depth of the content generated. Introducing hyperparameters that could adjust the complexity of the content, ensure adherence to the essay format, and enforce a minimum word count might significantly improve the results. Moreover, a hyperparameter to evaluate and ensure the academic quality of the content could be beneficial.\"}}, {\"task_parameters\": {\"essay_topic\": \"Exploring the Impact of Renewable Energy Adoption on Global Economies\"}, \"hyperparameters\": {\"main__\": {\"write_essay\": {\"docstring\": \"Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\\nUse markdown to format the essay.\", \"json_schema\": {\"input_schema\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\"}}}}}}, \"llm_strategy_llm_function\": {\"LLMStructuredPrompt_query\": {\"json_dumps_kwargs\": {\"indent\": null}, \"additional_definitions_prompt_template\": \"Here is the schema for additional data types:\\n```\\n{additional_definitions}\\n```\\n\\n\", \"llm_structured_prompt_template\": \"{docstring}\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {{\\\"properties\\\": {{\\\"foo\\\": {{\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {{\\\"type\\\": \\\"string\\\"}}}}}}, \\\"required\\\": [\\\"foo\\\"]}}}} the object {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is a well-formatted instance of the schema. The object {{\\\"properties\\\": {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}}}} is not well-formatted.\\n\\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\\n\\nHere is the input schema:\\n```\\n{input_schema}\\n```\\n\\nHere is the output schema:\\n```\\n{output_schema}\\n```\\nNow output the results for the following inputs:\\n```\\n{inputs}\\n```\", \"num_retries_on_parser_failure\": 3}}}, \"reflection\": {\"feedback\": \"The final result provides an introduction to the essay topic but does not fulfill the task requirements fully. It sets the stage for a discussion on the impact of renewable energy adoption on global economies but stops short of delivering the complete essay. It lacks the critical analysis, the use of external sources for support, and the nuanced discussion on the subject as instructed. Moreover, it does not reach the specified word count of approximately 750 words and does not utilize markdown for formatting as requested.\", \"evaluation\": \"The output is unsatisfying as it only provides an introduction to the essay without delving into the critical analysis or providing the examples from reputable sources as required. The essay does not meet the word count or formatting instructions, indicating a failure to adhere to the task parameters and hyperparameters.\", \"hyperparameter_suggestion\": \"To improve the results, we could adjust the hyperparameters related to the generation length or content depth. Increasing the maximum response length might encourage a more detailed essay. Additionally, incorporating a hyperparameter that emphasizes the importance of using external sources and critical analysis in the response could help in meeting the task requirements. Adjusting the prompt to explicitly request a structured essay with an introduction, body paragraphs (each with a unique point supported by external sources), and a conclusion might also yield better results.\", \"hyperparameter_missing\": \"There seems to be a lack of hyperparameters controlling the structure and depth of content generation. Including hyperparameters that allow for the specification of essay structure (introduction, body, conclusion) and depth (ensuring critical analysis and use of external sources) could significantly improve the results. Furthermore, a hyperparameter to enforce the word count and markdown formatting requirements is missing and would be beneficial.\"}}, {\"task_parameters\": {\"essay_topic\": \"The Role of Artificial Intelligence in Advancing Medical Research\"}, \"hyperparameters\": {\"main__\": {\"write_essay\": {\"docstring\": \"Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\\nUse markdown to format the essay.\", \"json_schema\": {\"input_schema\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\"}}}}}}, \"llm_strategy_llm_function\": {\"LLMStructuredPrompt_query\": {\"json_dumps_kwargs\": {\"indent\": null}, \"additional_definitions_prompt_template\": \"Here is the schema for additional data types:\\n```\\n{additional_definitions}\\n```\\n\\n\", \"llm_structured_prompt_template\": \"{docstring}\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {{\\\"properties\\\": {{\\\"foo\\\": {{\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {{\\\"type\\\": \\\"string\\\"}}}}}}, \\\"required\\\": [\\\"foo\\\"]}}}} the object {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is a well-formatted instance of the schema. The object {{\\\"properties\\\": {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}}}} is not well-formatted.\\n\\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\\n\\nHere is the input schema:\\n```\\n{input_schema}\\n```\\n\\nHere is the output schema:\\n```\\n{output_schema}\\n```\\nNow output the results for the following inputs:\\n```\\n{inputs}\\n```\", \"num_retries_on_parser_failure\": 3}}}, \"reflection\": {\"feedback\": \"The final results do not satisfy the task description and parameters. The output is merely the repetition of the essay topic without any essay content, critical analysis, external sources, or nuanced discussion on the subject. It lacks the depth and detail expected from an essay at the level of an Oxford undergraduate student.\", \"evaluation\": \"The output is unsatisfactory as it does not meet the requirements of writing an essay. It misses critical analysis, discussion, external sources for support, and the required word count. The result does not contain any of the relevant information that was supposed to be generated based on the task parameters and hyperparameters.\", \"hyperparameter_suggestion\": \"To improve the results, we could adjust the hyperparameters related to the instruction comprehension and generation length of the model's response. Specifically, increasing the 'max_tokens' or 'length' parameter could encourage the model to generate longer content, which is necessary for an essay. Additionally, ensuring that the 'temperature' parameter is set to a level that promotes creativity without sacrificing coherence could help in generating a more nuanced discussion. It might also be beneficial to include a specific prompt or instruction to the model to use external sources and incorporate them into the essay, ensuring a more scholarly approach.\", \"hyperparameter_missing\": \"There seems to be a lack of hyperparameters controlling the depth of research and citation inclusion. A hyperparameter that could enforce the model to perform external research or simulate the inclusion of citations and references would significantly improve the results. Another missing aspect is a hyperparameter that could specify the academic level of the essay required, which would automatically adjust the complexity, depth, and style of the writing to match undergraduate-level expectations.\"}}], \"best_hyperparameters\": {\"main__\": {\"write_essay\": {\"docstring\": \"Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\\nUse markdown to format the essay.\", \"json_schema\": {\"input_schema\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\"}}}}}}, \"llm_strategy_llm_function\": {\"LLMStructuredPrompt_query\": {\"json_dumps_kwargs\": {\"indent\": null}, \"additional_definitions_prompt_template\": \"Here is the schema for additional data types:\\n```\\n{additional_definitions}\\n```\\n\\n\", \"llm_structured_prompt_template\": \"{docstring}\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {{\\\"properties\\\": {{\\\"foo\\\": {{\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {{\\\"type\\\": \\\"string\\\"}}}}}}, \\\"required\\\": [\\\"foo\\\"]}}}} the object {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is a well-formatted instance of the schema. The object {{\\\"properties\\\": {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}}}} is not well-formatted.\\n\\n{optional_additional_definitions_prompt}Here is the input schema:\\n```\\n{input_schema}\\n```\\n\\nHere is the output schema:\\n```\\n{output_schema}\\n```\\nNow output the results for the following inputs:\\n```\\n{inputs}\\n```\", \"num_retries_on_parser_failure\": 3}}}}\n```", + "additional_kwargs": {}, + "type": "human", + "example": false + } + ] + }, + "result": { + "content": "```json\n{\n \"return_value\": {\n \"considerations\": [\n \"The reflections indicate a clear understanding of the shortcomings in the generated essays, such as lack of depth, missing critical analysis, and absence of external sources.\",\n \"Suggestions for hyperparameter adjustments, including increasing word count, depth of content, and inclusion of external sources, are well-defined and targeted towards the identified issues.\",\n \"The reflections also highlight the absence of certain hyperparameters that could potentially improve the results, such as controlling for the depth of research and critical analysis.\",\n \"Given the specific and actionable suggestions for hyperparameter adjustments, and the identification of missing hyperparameters that could be introduced, there is a good foundation for believing that implementing these changes could lead to improvements.\"\n ],\n \"probability\": 0.8\n }\n}\n```", + "additional_kwargs": {}, + "type": "ai", + "example": false + } + }, + "children": [] + } + ] + } + ] + }, + { + "kind": "CHAIN", + "name": "suggest_next_optimization_step", + "event_id": 32, + "start_time_ms": 1709638854817, + "end_time_ms": 1709638896751, + "running": false, + "delta_frame_infos": [ + { + "module": "__main__", + "lineno": 328, + "function": "optimize_hyperparameters", + "code_context": null, + "index": null + } + ], + "properties": { + "arguments": { + "language_model_or_chat_chain": { + "chat_model": { + "_type": "ChatOpenAI" + }, + "messages": [] + }, + "input": { + "older_task_summary": null, + "task_infos": [ + { + "task_parameters": { + "essay_topic": "Examining the Effects of Climate Change on Global Food Security and Agricultural Practices" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}Here is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "reflection": { + "feedback": "The final results field contains a concise summary of the effects of climate change on global food security and agricultural practices, acknowledging the complexity and far-reaching implications. It satisfies the task description by discussing the impact on food production, distribution, and access, and by suggesting areas for solutions such as technology, policy, and international cooperation. However, it could be improved by including specific examples, data, or case studies to support the claims and provide a more in-depth analysis.", + "evaluation": "The output is satisfying as an overview but lacks depth. For an essay expected to be at the level of an Oxford undergraduate student, the content is too general and lacks the analytical depth, critical evaluation, and use of sources that would be expected. Specific examples of how climate change has already affected agricultural practices or food security in different regions would strengthen the essay. Additionally, a discussion on the limitations of proposed solutions or potential trade-offs would provide a more nuanced view.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters related to the length and depth of content. Increasing the word count limit might allow for more detailed analysis and examples. Additionally, introducing a hyperparameter that encourages the use of external sources or data could enrich the essay's content. Adjusting the prompt to specifically ask for examples, data, and a critical evaluation of solutions might also yield better results.", + "hyperparameter_missing": "Currently, there seems to be a lack of hyperparameters controlling for the depth of research and critical analysis in the generated content. Introducing hyperparameters that could guide the AI in performing more in-depth research, citing sources, and providing a critical analysis of the information could significantly improve the quality of essays on complex topics like this one." + } + }, + { + "task_parameters": { + "essay_topic": "The Fusion of Quantum Mechanics and General Relativity: The Road Towards a Unified Theory" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}Here is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "reflection": { + "feedback": "The final result does not satisfy the task description and parameters. It simply repeats the essay topic without providing an actual essay. The content lacks depth, analysis, and the expected word count. It does not contain any information from the all_chains and all_prompts fields that would suggest an attempt to write an essay.", + "evaluation": "The output is unsatisfying as it fails to meet the basic requirements of the task. An essay was expected, but the output is merely the repetition of the essay topic. There's a clear absence of an argument, structure, or any content related to the fusion of quantum mechanics and general relativity.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters to increase the detail and depth of the response. This might involve specifying a minimum word count or a more explicit instruction to generate an essay with an introduction, body paragraphs, and a conclusion. Additionally, ensuring the model understands the requirement for academic-level content could help generate more appropriate responses.", + "hyperparameter_missing": "There seems to be a lack of hyperparameters controlling the creativity and depth of the content generated. Introducing hyperparameters that could adjust the complexity of the content, ensure adherence to the essay format, and enforce a minimum word count might significantly improve the results. Moreover, a hyperparameter to evaluate and ensure the academic quality of the content could be beneficial." + } + }, + { + "task_parameters": { + "essay_topic": "Exploring the Impact of Renewable Energy Adoption on Global Economies" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "reflection": { + "feedback": "The final result provides an introduction to the essay topic but does not fulfill the task requirements fully. It sets the stage for a discussion on the impact of renewable energy adoption on global economies but stops short of delivering the complete essay. It lacks the critical analysis, the use of external sources for support, and the nuanced discussion on the subject as instructed. Moreover, it does not reach the specified word count of approximately 750 words and does not utilize markdown for formatting as requested.", + "evaluation": "The output is unsatisfying as it only provides an introduction to the essay without delving into the critical analysis or providing the examples from reputable sources as required. The essay does not meet the word count or formatting instructions, indicating a failure to adhere to the task parameters and hyperparameters.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters related to the generation length or content depth. Increasing the maximum response length might encourage a more detailed essay. Additionally, incorporating a hyperparameter that emphasizes the importance of using external sources and critical analysis in the response could help in meeting the task requirements. Adjusting the prompt to explicitly request a structured essay with an introduction, body paragraphs (each with a unique point supported by external sources), and a conclusion might also yield better results.", + "hyperparameter_missing": "There seems to be a lack of hyperparameters controlling the structure and depth of content generation. Including hyperparameters that allow for the specification of essay structure (introduction, body, conclusion) and depth (ensuring critical analysis and use of external sources) could significantly improve the results. Furthermore, a hyperparameter to enforce the word count and markdown formatting requirements is missing and would be beneficial." + } + }, + { + "task_parameters": { + "essay_topic": "The Role of Artificial Intelligence in Advancing Medical Research" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "reflection": { + "feedback": "The final results do not satisfy the task description and parameters. The output is merely the repetition of the essay topic without any essay content, critical analysis, external sources, or nuanced discussion on the subject. It lacks the depth and detail expected from an essay at the level of an Oxford undergraduate student.", + "evaluation": "The output is unsatisfactory as it does not meet the requirements of writing an essay. It misses critical analysis, discussion, external sources for support, and the required word count. The result does not contain any of the relevant information that was supposed to be generated based on the task parameters and hyperparameters.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters related to the instruction comprehension and generation length of the model's response. Specifically, increasing the 'max_tokens' or 'length' parameter could encourage the model to generate longer content, which is necessary for an essay. Additionally, ensuring that the 'temperature' parameter is set to a level that promotes creativity without sacrificing coherence could help in generating a more nuanced discussion. It might also be beneficial to include a specific prompt or instruction to the model to use external sources and incorporate them into the essay, ensuring a more scholarly approach.", + "hyperparameter_missing": "There seems to be a lack of hyperparameters controlling the depth of research and citation inclusion. A hyperparameter that could enforce the model to perform external research or simulate the inclusion of citations and references would significantly improve the results. Another missing aspect is a hyperparameter that could specify the academic level of the essay required, which would automatically adjust the complexity, depth, and style of the writing to match undergraduate-level expectations." + } + } + ], + "best_hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}Here is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + } + } + }, + "result": { + "best_hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "suggestion": "Based on the reflections from the previous tasks, the next experiments should focus on increasing the depth and detail of the essays, ensuring adherence to the essay format, and improving the use of external sources for support. Adjusting the word count and explicitly asking for a structured essay with critical analysis and examples might yield better results.", + "task_parameters_suggestions": [ + { + "essay_topic": "The Influence of Technology on Modern Education Systems" + }, + { + "essay_topic": "The Ethical Implications of Artificial Intelligence in Healthcare" + }, + { + "essay_topic": "Sustainability and Environmental Conservation: A Global Perspective" + } + ], + "hyperparameter_suggestions": [ + { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + } + ] + } + }, + "children": [ + { + "kind": "CHAIN", + "name": "LLMStructuredPrompt", + "event_id": 33, + "start_time_ms": 1709638854818, + "end_time_ms": 1709638896744, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "older_task_summary": null, + "task_infos": [ + { + "task_parameters": { + "essay_topic": "Examining the Effects of Climate Change on Global Food Security and Agricultural Practices" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}Here is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "reflection": { + "feedback": "The final results field contains a concise summary of the effects of climate change on global food security and agricultural practices, acknowledging the complexity and far-reaching implications. It satisfies the task description by discussing the impact on food production, distribution, and access, and by suggesting areas for solutions such as technology, policy, and international cooperation. However, it could be improved by including specific examples, data, or case studies to support the claims and provide a more in-depth analysis.", + "evaluation": "The output is satisfying as an overview but lacks depth. For an essay expected to be at the level of an Oxford undergraduate student, the content is too general and lacks the analytical depth, critical evaluation, and use of sources that would be expected. Specific examples of how climate change has already affected agricultural practices or food security in different regions would strengthen the essay. Additionally, a discussion on the limitations of proposed solutions or potential trade-offs would provide a more nuanced view.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters related to the length and depth of content. Increasing the word count limit might allow for more detailed analysis and examples. Additionally, introducing a hyperparameter that encourages the use of external sources or data could enrich the essay's content. Adjusting the prompt to specifically ask for examples, data, and a critical evaluation of solutions might also yield better results.", + "hyperparameter_missing": "Currently, there seems to be a lack of hyperparameters controlling for the depth of research and critical analysis in the generated content. Introducing hyperparameters that could guide the AI in performing more in-depth research, citing sources, and providing a critical analysis of the information could significantly improve the quality of essays on complex topics like this one." + } + }, + { + "task_parameters": { + "essay_topic": "The Fusion of Quantum Mechanics and General Relativity: The Road Towards a Unified Theory" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}Here is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "reflection": { + "feedback": "The final result does not satisfy the task description and parameters. It simply repeats the essay topic without providing an actual essay. The content lacks depth, analysis, and the expected word count. It does not contain any information from the all_chains and all_prompts fields that would suggest an attempt to write an essay.", + "evaluation": "The output is unsatisfying as it fails to meet the basic requirements of the task. An essay was expected, but the output is merely the repetition of the essay topic. There's a clear absence of an argument, structure, or any content related to the fusion of quantum mechanics and general relativity.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters to increase the detail and depth of the response. This might involve specifying a minimum word count or a more explicit instruction to generate an essay with an introduction, body paragraphs, and a conclusion. Additionally, ensuring the model understands the requirement for academic-level content could help generate more appropriate responses.", + "hyperparameter_missing": "There seems to be a lack of hyperparameters controlling the creativity and depth of the content generated. Introducing hyperparameters that could adjust the complexity of the content, ensure adherence to the essay format, and enforce a minimum word count might significantly improve the results. Moreover, a hyperparameter to evaluate and ensure the academic quality of the content could be beneficial." + } + }, + { + "task_parameters": { + "essay_topic": "Exploring the Impact of Renewable Energy Adoption on Global Economies" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "reflection": { + "feedback": "The final result provides an introduction to the essay topic but does not fulfill the task requirements fully. It sets the stage for a discussion on the impact of renewable energy adoption on global economies but stops short of delivering the complete essay. It lacks the critical analysis, the use of external sources for support, and the nuanced discussion on the subject as instructed. Moreover, it does not reach the specified word count of approximately 750 words and does not utilize markdown for formatting as requested.", + "evaluation": "The output is unsatisfying as it only provides an introduction to the essay without delving into the critical analysis or providing the examples from reputable sources as required. The essay does not meet the word count or formatting instructions, indicating a failure to adhere to the task parameters and hyperparameters.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters related to the generation length or content depth. Increasing the maximum response length might encourage a more detailed essay. Additionally, incorporating a hyperparameter that emphasizes the importance of using external sources and critical analysis in the response could help in meeting the task requirements. Adjusting the prompt to explicitly request a structured essay with an introduction, body paragraphs (each with a unique point supported by external sources), and a conclusion might also yield better results.", + "hyperparameter_missing": "There seems to be a lack of hyperparameters controlling the structure and depth of content generation. Including hyperparameters that allow for the specification of essay structure (introduction, body, conclusion) and depth (ensuring critical analysis and use of external sources) could significantly improve the results. Furthermore, a hyperparameter to enforce the word count and markdown formatting requirements is missing and would be beneficial." + } + }, + { + "task_parameters": { + "essay_topic": "The Role of Artificial Intelligence in Advancing Medical Research" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "reflection": { + "feedback": "The final results do not satisfy the task description and parameters. The output is merely the repetition of the essay topic without any essay content, critical analysis, external sources, or nuanced discussion on the subject. It lacks the depth and detail expected from an essay at the level of an Oxford undergraduate student.", + "evaluation": "The output is unsatisfactory as it does not meet the requirements of writing an essay. It misses critical analysis, discussion, external sources for support, and the required word count. The result does not contain any of the relevant information that was supposed to be generated based on the task parameters and hyperparameters.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters related to the instruction comprehension and generation length of the model's response. Specifically, increasing the 'max_tokens' or 'length' parameter could encourage the model to generate longer content, which is necessary for an essay. Additionally, ensuring that the 'temperature' parameter is set to a level that promotes creativity without sacrificing coherence could help in generating a more nuanced discussion. It might also be beneficial to include a specific prompt or instruction to the model to use external sources and incorporate them into the essay, ensuring a more scholarly approach.", + "hyperparameter_missing": "There seems to be a lack of hyperparameters controlling the depth of research and citation inclusion. A hyperparameter that could enforce the model to perform external research or simulate the inclusion of citations and references would significantly improve the results. Another missing aspect is a hyperparameter that could specify the academic level of the essay required, which would automatically adjust the complexity, depth, and style of the writing to match undergraduate-level expectations." + } + } + ], + "best_hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}Here is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + } + }, + "result": { + "best_hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "suggestion": "Based on the reflections from the previous tasks, the next experiments should focus on increasing the depth and detail of the essays, ensuring adherence to the essay format, and improving the use of external sources for support. Adjusting the word count and explicitly asking for a structured essay with critical analysis and examples might yield better results.", + "task_parameters_suggestions": [ + { + "essay_topic": "The Influence of Technology on Modern Education Systems" + }, + { + "essay_topic": "The Ethical Implications of Artificial Intelligence in Healthcare" + }, + { + "essay_topic": "Sustainability and Environmental Conservation: A Global Perspective" + } + ], + "hyperparameter_suggestions": [ + { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + } + ] + } + }, + "children": [ + { + "kind": "LLM", + "name": "TrackedChatModel", + "event_id": 34, + "start_time_ms": 1709638854821, + "end_time_ms": 1709638896718, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "self": { + "_type": "ChatOpenAI" + }, + "messages": [ + { + "content": "Suggest the next optimization step.\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {\"properties\": {\"foo\": {\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {\"type\": \"string\"}}}, \"required\": [\"foo\"]}} the object {\"foo\": [\"bar\", \"baz\"]} is a well-formatted instance of the schema. The object {\"properties\": {\"foo\": [\"bar\", \"baz\"]}} is not well-formatted.\n\nHere is the schema for additional data types:\n```\n{\"WriteEssayHyperparameters\": {\"properties\": {\"docstring\": {\"type\": \"string\"}, \"json_schema\": {\"type\": \"object\"}}}, \"main__Module\": {\"properties\": {\"write_essay\": {\"allOf\": [{\"$ref\": \"WriteEssayHyperparameters\"}]}}}, \"QueryHyperparameters\": {\"properties\": {\"json_dumps_kwargs\": {\"type\": \"object\"}, \"additional_definitions_prompt_template\": {\"type\": \"string\"}, \"llm_structured_prompt_template\": {\"description\": \"The general-purpose prompt for the structured prompt execution. It tells the LLM what to do and how to read function arguments and structure return values. \", \"type\": \"string\"}, \"num_retries_on_parser_failure\": {\"type\": \"integer\"}}}, \"llm_strategy_llm_functionModule\": {\"properties\": {\"LLMStructuredPrompt_query\": {\"allOf\": [{\"$ref\": \"QueryHyperparameters\"}]}}}, \"Hyperparameters\": {\"properties\": {\"main__\": {\"allOf\": [{\"$ref\": \"main__Module\"}]}, \"llm_strategy_llm_function\": {\"allOf\": [{\"$ref\": \"llm_strategy_llm_functionModule\"}]}}}, \"TaskReflection\": {\"description\": \"The reflections on the task.\\n\\nThis contains the lessons we learn from each task run to come up with better\\nhyperparameters to try.\", \"properties\": {\"feedback\": {\"description\": \"Only look at the final results field. Does its content satisfy the task description and task parameters? Does it contain all the relevant information from the all_chains and all_prompts fields? What could be improved in the results?\", \"type\": \"string\"}, \"evaluation\": {\"description\": \"The evaluation of the outputs given the task. Is the output satisfying? What is wrong? What is missing?\", \"type\": \"string\"}, \"hyperparameter_suggestion\": {\"description\": \"How we want to change the hyperparameters to improve the results. What could we try to change?\", \"type\": \"string\"}, \"hyperparameter_missing\": {\"description\": \"What hyperparameters are missing to improve the results? What could be changed that is not exposed via hyperparameters?\", \"type\": \"string\"}}, \"required\": [\"feedback\", \"evaluation\", \"hyperparameter_suggestion\", \"hyperparameter_missing\"]}, \"TaskInfo_T_TaskParameters__T_TaskResults__Hyperparameters_\": {\"description\": \"The task run and the reflection on the experiment.\", \"properties\": {\"task_parameters\": {\"description\": \"The task parameters.\"}, \"hyperparameters\": {\"description\": \"The hyperparameters used for the task. We optimize these.\", \"allOf\": [{\"$ref\": \"Hyperparameters\"}]}, \"reflection\": {\"description\": \"The reflection on the task.\", \"allOf\": [{\"$ref\": \"TaskReflection\"}]}}, \"required\": [\"task_parameters\", \"hyperparameters\", \"reflection\"]}, \"OptimizationStep_T_TaskParameters__T_TaskResults__Hyperparameters_\": {\"description\": \"The next optimization steps. New hyperparameters we want to try experiments and new\\ntask parameters we want to evaluate on given the previous experiments.\", \"properties\": {\"best_hyperparameters\": {\"description\": \"The best hyperparameters we have found so far given task_infos and history.\", \"allOf\": [{\"$ref\": \"Hyperparameters\"}]}, \"suggestion\": {\"description\": \"The suggestions for the next experiments. What could we try to change? We will try several tasks next and several sets of hyperparameters. Let's think step by step.\", \"type\": \"string\"}, \"task_parameters_suggestions\": {\"description\": \"The task parameters we want to try next.\", \"hint_min_items\": 1, \"hint_max_items\": 4, \"type\": \"array\", \"items\": {}}, \"hyperparameter_suggestions\": {\"description\": \"The hyperparameters we want to try next.\", \"hint_min_items\": 1, \"hint_max_items\": 2, \"type\": \"array\", \"items\": {\"$ref\": \"Hyperparameters\"}}}, \"required\": [\"best_hyperparameters\", \"suggestion\", \"task_parameters_suggestions\", \"hyperparameter_suggestions\"]}}\n```\n\nHere is the input schema:\n```\n{\"description\": \"The optimization information. This is the data we use to optimize the\\nhyperparameters.\", \"properties\": {\"older_task_summary\": {\"description\": \"A summary of previous experiments and the proposed changes with the goal of avoiding trying the same changes repeatedly.\", \"type\": \"string\"}, \"task_infos\": {\"description\": \"The most recent tasks we have run and our reflections on them.\", \"type\": \"array\", \"items\": {\"$ref\": \"TaskInfo_T_TaskParameters__T_TaskResults__Hyperparameters_\"}}, \"best_hyperparameters\": {\"description\": \"The best hyperparameters we have found so far.\", \"allOf\": [{\"$ref\": \"Hyperparameters\"}]}}, \"required\": [\"task_infos\", \"best_hyperparameters\"]}\n```\n\nHere is the output schema:\n```\n{\"properties\": {\"return_value\": {\"$ref\": \"OptimizationStep_T_TaskParameters__T_TaskResults__Hyperparameters_\"}}, \"required\": [\"return_value\"]}\n```\nNow output the results for the following inputs:\n```\n{\"older_task_summary\": null, \"task_infos\": [{\"task_parameters\": {\"essay_topic\": \"Examining the Effects of Climate Change on Global Food Security and Agricultural Practices\"}, \"hyperparameters\": {\"main__\": {\"write_essay\": {\"docstring\": \"Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\\nUse markdown to format the essay.\", \"json_schema\": {\"input_schema\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\"}}}}}}, \"llm_strategy_llm_function\": {\"LLMStructuredPrompt_query\": {\"json_dumps_kwargs\": {\"indent\": null}, \"additional_definitions_prompt_template\": \"Here is the schema for additional data types:\\n```\\n{additional_definitions}\\n```\\n\\n\", \"llm_structured_prompt_template\": \"{docstring}\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {{\\\"properties\\\": {{\\\"foo\\\": {{\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {{\\\"type\\\": \\\"string\\\"}}}}}}, \\\"required\\\": [\\\"foo\\\"]}}}} the object {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is a well-formatted instance of the schema. The object {{\\\"properties\\\": {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}}}} is not well-formatted.\\n\\n{optional_additional_definitions_prompt}Here is the input schema:\\n```\\n{input_schema}\\n```\\n\\nHere is the output schema:\\n```\\n{output_schema}\\n```\\nNow output the results for the following inputs:\\n```\\n{inputs}\\n```\", \"num_retries_on_parser_failure\": 3}}}, \"reflection\": {\"feedback\": \"The final results field contains a concise summary of the effects of climate change on global food security and agricultural practices, acknowledging the complexity and far-reaching implications. It satisfies the task description by discussing the impact on food production, distribution, and access, and by suggesting areas for solutions such as technology, policy, and international cooperation. However, it could be improved by including specific examples, data, or case studies to support the claims and provide a more in-depth analysis.\", \"evaluation\": \"The output is satisfying as an overview but lacks depth. For an essay expected to be at the level of an Oxford undergraduate student, the content is too general and lacks the analytical depth, critical evaluation, and use of sources that would be expected. Specific examples of how climate change has already affected agricultural practices or food security in different regions would strengthen the essay. Additionally, a discussion on the limitations of proposed solutions or potential trade-offs would provide a more nuanced view.\", \"hyperparameter_suggestion\": \"To improve the results, we could adjust the hyperparameters related to the length and depth of content. Increasing the word count limit might allow for more detailed analysis and examples. Additionally, introducing a hyperparameter that encourages the use of external sources or data could enrich the essay's content. Adjusting the prompt to specifically ask for examples, data, and a critical evaluation of solutions might also yield better results.\", \"hyperparameter_missing\": \"Currently, there seems to be a lack of hyperparameters controlling for the depth of research and critical analysis in the generated content. Introducing hyperparameters that could guide the AI in performing more in-depth research, citing sources, and providing a critical analysis of the information could significantly improve the quality of essays on complex topics like this one.\"}}, {\"task_parameters\": {\"essay_topic\": \"The Fusion of Quantum Mechanics and General Relativity: The Road Towards a Unified Theory\"}, \"hyperparameters\": {\"main__\": {\"write_essay\": {\"docstring\": \"Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\\nUse markdown to format the essay.\", \"json_schema\": {\"input_schema\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\"}}}}}}, \"llm_strategy_llm_function\": {\"LLMStructuredPrompt_query\": {\"json_dumps_kwargs\": {\"indent\": null}, \"additional_definitions_prompt_template\": \"Here is the schema for additional data types:\\n```\\n{additional_definitions}\\n```\\n\\n\", \"llm_structured_prompt_template\": \"{docstring}\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {{\\\"properties\\\": {{\\\"foo\\\": {{\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {{\\\"type\\\": \\\"string\\\"}}}}}}, \\\"required\\\": [\\\"foo\\\"]}}}} the object {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is a well-formatted instance of the schema. The object {{\\\"properties\\\": {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}}}} is not well-formatted.\\n\\n{optional_additional_definitions_prompt}Here is the input schema:\\n```\\n{input_schema}\\n```\\n\\nHere is the output schema:\\n```\\n{output_schema}\\n```\\nNow output the results for the following inputs:\\n```\\n{inputs}\\n```\", \"num_retries_on_parser_failure\": 3}}}, \"reflection\": {\"feedback\": \"The final result does not satisfy the task description and parameters. It simply repeats the essay topic without providing an actual essay. The content lacks depth, analysis, and the expected word count. It does not contain any information from the all_chains and all_prompts fields that would suggest an attempt to write an essay.\", \"evaluation\": \"The output is unsatisfying as it fails to meet the basic requirements of the task. An essay was expected, but the output is merely the repetition of the essay topic. There's a clear absence of an argument, structure, or any content related to the fusion of quantum mechanics and general relativity.\", \"hyperparameter_suggestion\": \"To improve the results, we could adjust the hyperparameters to increase the detail and depth of the response. This might involve specifying a minimum word count or a more explicit instruction to generate an essay with an introduction, body paragraphs, and a conclusion. Additionally, ensuring the model understands the requirement for academic-level content could help generate more appropriate responses.\", \"hyperparameter_missing\": \"There seems to be a lack of hyperparameters controlling the creativity and depth of the content generated. Introducing hyperparameters that could adjust the complexity of the content, ensure adherence to the essay format, and enforce a minimum word count might significantly improve the results. Moreover, a hyperparameter to evaluate and ensure the academic quality of the content could be beneficial.\"}}, {\"task_parameters\": {\"essay_topic\": \"Exploring the Impact of Renewable Energy Adoption on Global Economies\"}, \"hyperparameters\": {\"main__\": {\"write_essay\": {\"docstring\": \"Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\\nUse markdown to format the essay.\", \"json_schema\": {\"input_schema\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\"}}}}}}, \"llm_strategy_llm_function\": {\"LLMStructuredPrompt_query\": {\"json_dumps_kwargs\": {\"indent\": null}, \"additional_definitions_prompt_template\": \"Here is the schema for additional data types:\\n```\\n{additional_definitions}\\n```\\n\\n\", \"llm_structured_prompt_template\": \"{docstring}\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {{\\\"properties\\\": {{\\\"foo\\\": {{\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {{\\\"type\\\": \\\"string\\\"}}}}}}, \\\"required\\\": [\\\"foo\\\"]}}}} the object {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is a well-formatted instance of the schema. The object {{\\\"properties\\\": {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}}}} is not well-formatted.\\n\\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\\n\\nHere is the input schema:\\n```\\n{input_schema}\\n```\\n\\nHere is the output schema:\\n```\\n{output_schema}\\n```\\nNow output the results for the following inputs:\\n```\\n{inputs}\\n```\", \"num_retries_on_parser_failure\": 3}}}, \"reflection\": {\"feedback\": \"The final result provides an introduction to the essay topic but does not fulfill the task requirements fully. It sets the stage for a discussion on the impact of renewable energy adoption on global economies but stops short of delivering the complete essay. It lacks the critical analysis, the use of external sources for support, and the nuanced discussion on the subject as instructed. Moreover, it does not reach the specified word count of approximately 750 words and does not utilize markdown for formatting as requested.\", \"evaluation\": \"The output is unsatisfying as it only provides an introduction to the essay without delving into the critical analysis or providing the examples from reputable sources as required. The essay does not meet the word count or formatting instructions, indicating a failure to adhere to the task parameters and hyperparameters.\", \"hyperparameter_suggestion\": \"To improve the results, we could adjust the hyperparameters related to the generation length or content depth. Increasing the maximum response length might encourage a more detailed essay. Additionally, incorporating a hyperparameter that emphasizes the importance of using external sources and critical analysis in the response could help in meeting the task requirements. Adjusting the prompt to explicitly request a structured essay with an introduction, body paragraphs (each with a unique point supported by external sources), and a conclusion might also yield better results.\", \"hyperparameter_missing\": \"There seems to be a lack of hyperparameters controlling the structure and depth of content generation. Including hyperparameters that allow for the specification of essay structure (introduction, body, conclusion) and depth (ensuring critical analysis and use of external sources) could significantly improve the results. Furthermore, a hyperparameter to enforce the word count and markdown formatting requirements is missing and would be beneficial.\"}}, {\"task_parameters\": {\"essay_topic\": \"The Role of Artificial Intelligence in Advancing Medical Research\"}, \"hyperparameters\": {\"main__\": {\"write_essay\": {\"docstring\": \"Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\\nUse markdown to format the essay.\", \"json_schema\": {\"input_schema\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\"}}}}}}, \"llm_strategy_llm_function\": {\"LLMStructuredPrompt_query\": {\"json_dumps_kwargs\": {\"indent\": null}, \"additional_definitions_prompt_template\": \"Here is the schema for additional data types:\\n```\\n{additional_definitions}\\n```\\n\\n\", \"llm_structured_prompt_template\": \"{docstring}\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {{\\\"properties\\\": {{\\\"foo\\\": {{\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {{\\\"type\\\": \\\"string\\\"}}}}}}, \\\"required\\\": [\\\"foo\\\"]}}}} the object {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is a well-formatted instance of the schema. The object {{\\\"properties\\\": {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}}}} is not well-formatted.\\n\\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\\n\\nHere is the input schema:\\n```\\n{input_schema}\\n```\\n\\nHere is the output schema:\\n```\\n{output_schema}\\n```\\nNow output the results for the following inputs:\\n```\\n{inputs}\\n```\", \"num_retries_on_parser_failure\": 3}}}, \"reflection\": {\"feedback\": \"The final results do not satisfy the task description and parameters. The output is merely the repetition of the essay topic without any essay content, critical analysis, external sources, or nuanced discussion on the subject. It lacks the depth and detail expected from an essay at the level of an Oxford undergraduate student.\", \"evaluation\": \"The output is unsatisfactory as it does not meet the requirements of writing an essay. It misses critical analysis, discussion, external sources for support, and the required word count. The result does not contain any of the relevant information that was supposed to be generated based on the task parameters and hyperparameters.\", \"hyperparameter_suggestion\": \"To improve the results, we could adjust the hyperparameters related to the instruction comprehension and generation length of the model's response. Specifically, increasing the 'max_tokens' or 'length' parameter could encourage the model to generate longer content, which is necessary for an essay. Additionally, ensuring that the 'temperature' parameter is set to a level that promotes creativity without sacrificing coherence could help in generating a more nuanced discussion. It might also be beneficial to include a specific prompt or instruction to the model to use external sources and incorporate them into the essay, ensuring a more scholarly approach.\", \"hyperparameter_missing\": \"There seems to be a lack of hyperparameters controlling the depth of research and citation inclusion. A hyperparameter that could enforce the model to perform external research or simulate the inclusion of citations and references would significantly improve the results. Another missing aspect is a hyperparameter that could specify the academic level of the essay required, which would automatically adjust the complexity, depth, and style of the writing to match undergraduate-level expectations.\"}}], \"best_hyperparameters\": {\"main__\": {\"write_essay\": {\"docstring\": \"Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\\nUse markdown to format the essay.\", \"json_schema\": {\"input_schema\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\"}}}}}}, \"llm_strategy_llm_function\": {\"LLMStructuredPrompt_query\": {\"json_dumps_kwargs\": {\"indent\": null}, \"additional_definitions_prompt_template\": \"Here is the schema for additional data types:\\n```\\n{additional_definitions}\\n```\\n\\n\", \"llm_structured_prompt_template\": \"{docstring}\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {{\\\"properties\\\": {{\\\"foo\\\": {{\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {{\\\"type\\\": \\\"string\\\"}}}}}}, \\\"required\\\": [\\\"foo\\\"]}}}} the object {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is a well-formatted instance of the schema. The object {{\\\"properties\\\": {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}}}} is not well-formatted.\\n\\n{optional_additional_definitions_prompt}Here is the input schema:\\n```\\n{input_schema}\\n```\\n\\nHere is the output schema:\\n```\\n{output_schema}\\n```\\nNow output the results for the following inputs:\\n```\\n{inputs}\\n```\", \"num_retries_on_parser_failure\": 3}}}}\n```", + "additional_kwargs": {}, + "type": "human", + "example": false + } + ] + }, + "result": { + "content": "```json\n{\n \"return_value\": {\n \"best_hyperparameters\": {\n \"main__\": {\n \"write_essay\": {\n \"docstring\": \"Write an essay at the level of an Oxford undergraduate student. Please write about 750 words.\\nUse markdown to format the essay.\",\n \"json_schema\": {\n \"input_schema\": {\n \"properties\": {\n \"essay_topic\": {\n \"description\": \"The essay topic.\"\n }\n }\n }\n }\n }\n },\n \"llm_strategy_llm_function\": {\n \"LLMStructuredPrompt_query\": {\n \"json_dumps_kwargs\": {\n \"indent\": null\n },\n \"additional_definitions_prompt_template\": \"Here is the schema for additional data types:\\n```\\n{additional_definitions}\\n```\\n\\n\",\n \"llm_structured_prompt_template\": \"{docstring}\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {{\\\"properties\\\": {{\\\"foo\\\": {{\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {{\\\"type\\\": \\\"string\\\"}}}}}}, \\\"required\\\": [\\\"foo\\\"]}}}} the object {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is a well-formatted instance of the schema. The object {{\\\"properties\\\": {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}}}} is not well-formatted.\\n\\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\\n\\nHere is the input schema:\\n```\\n{input_schema}\\n```\\n\\nHere is the output schema:\\n```\\n{output_schema}\\n```\\nNow output the results for the following inputs:\\n```\\n{inputs}\\n```\",\n \"num_retries_on_parser_failure\": 3\n }\n }\n },\n \"suggestion\": \"Based on the reflections from the previous tasks, the next experiments should focus on increasing the depth and detail of the essays, ensuring adherence to the essay format, and improving the use of external sources for support. Adjusting the word count and explicitly asking for a structured essay with critical analysis and examples might yield better results.\",\n \"task_parameters_suggestions\": [\n {\n \"essay_topic\": \"The Influence of Technology on Modern Education Systems\"\n },\n {\n \"essay_topic\": \"The Ethical Implications of Artificial Intelligence in Healthcare\"\n },\n {\n \"essay_topic\": \"Sustainability and Environmental Conservation: A Global Perspective\"\n }\n ],\n \"hyperparameter_suggestions\": [\n {\n \"main__\": {\n \"write_essay\": {\n \"docstring\": \"Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\\nUse markdown to format the essay.\",\n \"json_schema\": {\n \"input_schema\": {\n \"properties\": {\n \"essay_topic\": {\n \"description\": \"The essay topic.\"\n }\n }\n }\n }\n }\n },\n \"llm_strategy_llm_function\": {\n \"LLMStructuredPrompt_query\": {\n \"json_dumps_kwargs\": {\n \"indent\": null\n },\n \"additional_definitions_prompt_template\": \"Here is the schema for additional data types:\\n```\\n{additional_definitions}\\n```\\n\\n\",\n \"llm_structured_prompt_template\": \"{docstring}\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {{\\\"properties\\\": {{\\\"foo\\\": {{\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {{\\\"type\\\": \\\"string\\\"}}}}}}, \\\"required\\\": [\\\"foo\\\"]}}}} the object {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is a well-formatted instance of the schema. The object {{\\\"properties\\\": {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}}}} is not well-formatted.\\n\\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\\n\\nHere is the input schema:\\n```\\n{input_schema}\\n```\\n\\nHere is the output schema:\\n```\\n{output_schema}\\n```\\nNow output the results for the following inputs:\\n```\\n{inputs}\\n```\",\n \"num_retries_on_parser_failure\": 3\n }\n }\n }\n ]\n }\n}\n```", + "additional_kwargs": {}, + "type": "ai", + "example": false + } + }, + "children": [] + } + ] + } + ] + }, + { + "kind": "CHAIN", + "name": "write_essay", + "event_id": 35, + "start_time_ms": 1709638896760, + "end_time_ms": 1709638897633, + "running": false, + "delta_frame_infos": [ + { + "module": "__main__", + "lineno": 258, + "function": "capture_task_run", + "code_context": null, + "index": null + }, + { + "module": "__main__", + "lineno": 334, + "function": "optimize_hyperparameters", + "code_context": null, + "index": null + } + ], + "properties": { + "arguments": { + "self": "", + "language_model_or_chat_chain": { + "chat_model": { + "_type": "ChatOpenAI" + }, + "messages": [] + }, + "kwargs": { + "essay_topic": "The Influence of Technology on Modern Education Systems" + } + }, + "result": "The Influence of Technology on Modern Education Systems" + }, + "children": [ + { + "kind": "CHAIN", + "name": "LLMStructuredPrompt", + "event_id": 36, + "start_time_ms": 1709638896760, + "end_time_ms": 1709638897624, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "essay_topic": "The Influence of Technology on Modern Education Systems" + }, + "result": "The Influence of Technology on Modern Education Systems" + }, + "children": [ + { + "kind": "LLM", + "name": "TrackedChatModel", + "event_id": 37, + "start_time_ms": 1709638896762, + "end_time_ms": 1709638897601, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "self": { + "_type": "ChatOpenAI" + }, + "messages": [ + { + "content": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {\"properties\": {\"foo\": {\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {\"type\": \"string\"}}}, \"required\": [\"foo\"]}} the object {\"foo\": [\"bar\", \"baz\"]} is a well-formatted instance of the schema. The object {\"properties\": {\"foo\": [\"bar\", \"baz\"]}} is not well-formatted.\n\nFor this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\", \"type\": \"string\"}}, \"required\": [\"essay_topic\"]}\n```\n\nHere is the output schema:\n```\n{\"properties\": {\"return_value\": {\"type\": \"string\"}}, \"required\": [\"return_value\"]}\n```\nNow output the results for the following inputs:\n```\n{\"essay_topic\": \"The Influence of Technology on Modern Education Systems\"}\n```", + "additional_kwargs": {}, + "type": "human", + "example": false + } + ], + "kwargs": { + "response_format": { + "type": "json_object" + } + } + }, + "result": { + "content": "{\n \"return_value\": \"The Influence of Technology on Modern Education Systems\"\n}", + "additional_kwargs": {}, + "type": "ai", + "example": false + } + }, + "children": [] + } + ] + } + ] + }, + { + "kind": "CHAIN", + "name": "reflect_on_task_run", + "event_id": 38, + "start_time_ms": 1709638897644, + "end_time_ms": 1709638926731, + "running": false, + "delta_frame_infos": [ + { + "module": "__main__", + "lineno": 343, + "function": "optimize_hyperparameters", + "code_context": null, + "index": null + } + ], + "properties": { + "arguments": { + "language_model_or_chat_chain": { + "chat_model": { + "_type": "ChatOpenAI" + }, + "messages": [] + }, + "input": { + "task_parameters": { + "essay_topic": "The Influence of Technology on Modern Education Systems" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "all_chat_chains": { + "messages": [ + { + "role": "user", + "content": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {\"properties\": {\"foo\": {\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {\"type\": \"string\"}}}, \"required\": [\"foo\"]}} the object {\"foo\": [\"bar\", \"baz\"]} is a well-formatted instance of the schema. The object {\"properties\": {\"foo\": [\"bar\", \"baz\"]}} is not well-formatted.\n\nFor this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\", \"type\": \"string\"}}, \"required\": [\"essay_topic\"]}\n```\n\nHere is the output schema:\n```\n{\"properties\": {\"return_value\": {\"type\": \"string\"}}, \"required\": [\"return_value\"]}\n```\nNow output the results for the following inputs:\n```\n{\"essay_topic\": \"The Influence of Technology on Modern Education Systems\"}\n```" + }, + { + "role": "assistant", + "content": "{\n \"return_value\": \"The Influence of Technology on Modern Education Systems\"\n}" + } + ], + "children": [] + }, + "return_value": "The Influence of Technology on Modern Education Systems", + "exception": null + } + }, + "result": { + "feedback": "The final results do not satisfy the task description and parameters. The output is simply the essay topic repeated, without any essay content or analysis. It does not contain any information from the all_chains or all_prompts fields beyond the initial task setup. The results need significant improvement to match the task requirements.", + "evaluation": "The output is unsatisfactory as it does not fulfill the task of writing an essay. It lacks critical analysis, discussion on the subject, external sources for support, and the required word count. Essentially, the output does not contain an essay but merely echoes the essay topic.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters related to the length of the output to ensure the model generates content of appropriate length (around 750 words). Additionally, ensuring the model understands the requirement for critical analysis and usage of external sources could be addressed by refining the structured prompt or including more explicit instructions in the hyperparameters about the need for argumentative depth and source citation.", + "hyperparameter_missing": "There seems to be a lack of hyperparameters controlling the depth of content analysis and the enforcement of external source inclusion. Introducing hyperparameters that could guide the model in structuring the essay with a clear introduction, body, and conclusion, and prompting for the inclusion of citations might improve the output quality. Furthermore, a hyperparameter to assess the quality of sources and relevance to the essay topic could be beneficial." + } + }, + "children": [ + { + "kind": "CHAIN", + "name": "LLMStructuredPrompt", + "event_id": 39, + "start_time_ms": 1709638897646, + "end_time_ms": 1709638926725, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "task_parameters": { + "essay_topic": "The Influence of Technology on Modern Education Systems" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "all_chat_chains": { + "messages": [ + { + "role": "user", + "content": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {\"properties\": {\"foo\": {\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {\"type\": \"string\"}}}, \"required\": [\"foo\"]}} the object {\"foo\": [\"bar\", \"baz\"]} is a well-formatted instance of the schema. The object {\"properties\": {\"foo\": [\"bar\", \"baz\"]}} is not well-formatted.\n\nFor this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\", \"type\": \"string\"}}, \"required\": [\"essay_topic\"]}\n```\n\nHere is the output schema:\n```\n{\"properties\": {\"return_value\": {\"type\": \"string\"}}, \"required\": [\"return_value\"]}\n```\nNow output the results for the following inputs:\n```\n{\"essay_topic\": \"The Influence of Technology on Modern Education Systems\"}\n```" + }, + { + "role": "assistant", + "content": "{\n \"return_value\": \"The Influence of Technology on Modern Education Systems\"\n}" + } + ], + "children": [] + }, + "return_value": "The Influence of Technology on Modern Education Systems", + "exception": null + }, + "result": { + "feedback": "The final results do not satisfy the task description and parameters. The output is simply the essay topic repeated, without any essay content or analysis. It does not contain any information from the all_chains or all_prompts fields beyond the initial task setup. The results need significant improvement to match the task requirements.", + "evaluation": "The output is unsatisfactory as it does not fulfill the task of writing an essay. It lacks critical analysis, discussion on the subject, external sources for support, and the required word count. Essentially, the output does not contain an essay but merely echoes the essay topic.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters related to the length of the output to ensure the model generates content of appropriate length (around 750 words). Additionally, ensuring the model understands the requirement for critical analysis and usage of external sources could be addressed by refining the structured prompt or including more explicit instructions in the hyperparameters about the need for argumentative depth and source citation.", + "hyperparameter_missing": "There seems to be a lack of hyperparameters controlling the depth of content analysis and the enforcement of external source inclusion. Introducing hyperparameters that could guide the model in structuring the essay with a clear introduction, body, and conclusion, and prompting for the inclusion of citations might improve the output quality. Furthermore, a hyperparameter to assess the quality of sources and relevance to the essay topic could be beneficial." + } + }, + "children": [ + { + "kind": "LLM", + "name": "TrackedChatModel", + "event_id": 40, + "start_time_ms": 1709638897648, + "end_time_ms": 1709638926714, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "self": { + "_type": "ChatOpenAI" + }, + "messages": [ + { + "content": "Reflect on the results given the task parameters and hyperparameters.\n\nThis contains the lessons we learn from each task run to come up with better\nhyperparameters to try.\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {\"properties\": {\"foo\": {\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {\"type\": \"string\"}}}, \"required\": [\"foo\"]}} the object {\"foo\": [\"bar\", \"baz\"]} is a well-formatted instance of the schema. The object {\"properties\": {\"foo\": [\"bar\", \"baz\"]}} is not well-formatted.\n\nHere is the schema for additional data types:\n```\n{\"WriteEssayInputs\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\", \"type\": \"string\"}}, \"required\": [\"essay_topic\"]}, \"WriteEssayHyperparameters\": {\"properties\": {\"docstring\": {\"type\": \"string\"}, \"json_schema\": {\"type\": \"object\"}}}, \"main__Module\": {\"properties\": {\"write_essay\": {\"allOf\": [{\"$ref\": \"WriteEssayHyperparameters\"}]}}}, \"QueryHyperparameters\": {\"properties\": {\"json_dumps_kwargs\": {\"type\": \"object\"}, \"additional_definitions_prompt_template\": {\"type\": \"string\"}, \"llm_structured_prompt_template\": {\"description\": \"The general-purpose prompt for the structured prompt execution. It tells the LLM what to do and how to read function arguments and structure return values. \", \"type\": \"string\"}, \"num_retries_on_parser_failure\": {\"type\": \"integer\"}}}, \"llm_strategy_llm_functionModule\": {\"properties\": {\"LLMStructuredPrompt_query\": {\"allOf\": [{\"$ref\": \"QueryHyperparameters\"}]}}}, \"Hyperparameters\": {\"properties\": {\"main__\": {\"allOf\": [{\"$ref\": \"main__Module\"}]}, \"llm_strategy_llm_function\": {\"allOf\": [{\"$ref\": \"llm_strategy_llm_functionModule\"}]}}}, \"TaskReflection\": {\"description\": \"The reflections on the task.\\n\\nThis contains the lessons we learn from each task run to come up with better\\nhyperparameters to try.\", \"properties\": {\"feedback\": {\"description\": \"Only look at the final results field. Does its content satisfy the task description and task parameters? Does it contain all the relevant information from the all_chains and all_prompts fields? What could be improved in the results?\", \"type\": \"string\"}, \"evaluation\": {\"description\": \"The evaluation of the outputs given the task. Is the output satisfying? What is wrong? What is missing?\", \"type\": \"string\"}, \"hyperparameter_suggestion\": {\"description\": \"How we want to change the hyperparameters to improve the results. What could we try to change?\", \"type\": \"string\"}, \"hyperparameter_missing\": {\"description\": \"What hyperparameters are missing to improve the results? What could be changed that is not exposed via hyperparameters?\", \"type\": \"string\"}}, \"required\": [\"feedback\", \"evaluation\", \"hyperparameter_suggestion\", \"hyperparameter_missing\"]}}\n```\n\nHere is the input schema:\n```\n{\"description\": \"The task run. This is the 'data' we use to optimize the hyperparameters.\", \"properties\": {\"task_parameters\": {\"description\": \"The task parameters.\", \"allOf\": [{\"$ref\": \"WriteEssayInputs\"}]}, \"hyperparameters\": {\"description\": \"The hyperparameters used for the task. We optimize these.\", \"allOf\": [{\"$ref\": \"Hyperparameters\"}]}, \"all_chat_chains\": {\"description\": \"The chat chains from the task execution.\", \"type\": \"object\"}, \"return_value\": {\"description\": \"The results of the task. (None for exceptions/failure.)\"}, \"exception\": {\"description\": \"Exception that occurred during the task execution.\", \"anyOf\": [{\"type\": \"array\", \"items\": {\"type\": \"string\"}}, {\"type\": \"string\"}]}}, \"required\": [\"task_parameters\", \"hyperparameters\", \"all_chat_chains\", \"return_value\", \"exception\"]}\n```\n\nHere is the output schema:\n```\n{\"properties\": {\"return_value\": {\"$ref\": \"TaskReflection\"}}, \"required\": [\"return_value\"]}\n```\nNow output the results for the following inputs:\n```\n{\"task_parameters\": {\"essay_topic\": \"The Influence of Technology on Modern Education Systems\"}, \"hyperparameters\": {\"main__\": {\"write_essay\": {\"docstring\": \"Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\\nUse markdown to format the essay.\", \"json_schema\": {\"input_schema\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\"}}}}}}, \"llm_strategy_llm_function\": {\"LLMStructuredPrompt_query\": {\"json_dumps_kwargs\": {\"indent\": null}, \"additional_definitions_prompt_template\": \"Here is the schema for additional data types:\\n```\\n{additional_definitions}\\n```\\n\\n\", \"llm_structured_prompt_template\": \"{docstring}\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {{\\\"properties\\\": {{\\\"foo\\\": {{\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {{\\\"type\\\": \\\"string\\\"}}}}}}, \\\"required\\\": [\\\"foo\\\"]}}}} the object {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is a well-formatted instance of the schema. The object {{\\\"properties\\\": {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}}}} is not well-formatted.\\n\\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\\n\\nHere is the input schema:\\n```\\n{input_schema}\\n```\\n\\nHere is the output schema:\\n```\\n{output_schema}\\n```\\nNow output the results for the following inputs:\\n```\\n{inputs}\\n```\", \"num_retries_on_parser_failure\": 3}}}, \"all_chat_chains\": {\"messages\": [{\"role\": \"user\", \"content\": \"Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\\nUse markdown to format the essay.\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {\\\"properties\\\": {\\\"foo\\\": {\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {\\\"type\\\": \\\"string\\\"}}}, \\\"required\\\": [\\\"foo\\\"]}} the object {\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]} is a well-formatted instance of the schema. The object {\\\"properties\\\": {\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is not well-formatted.\\n\\nFor this essay, please include at least three examples from reputable sources to support your arguments.\\n\\nHere is the input schema:\\n```\\n{\\\"properties\\\": {\\\"essay_topic\\\": {\\\"description\\\": \\\"The essay topic.\\\", \\\"type\\\": \\\"string\\\"}}, \\\"required\\\": [\\\"essay_topic\\\"]}\\n```\\n\\nHere is the output schema:\\n```\\n{\\\"properties\\\": {\\\"return_value\\\": {\\\"type\\\": \\\"string\\\"}}, \\\"required\\\": [\\\"return_value\\\"]}\\n```\\nNow output the results for the following inputs:\\n```\\n{\\\"essay_topic\\\": \\\"The Influence of Technology on Modern Education Systems\\\"}\\n```\"}, {\"role\": \"assistant\", \"content\": \"{\\n \\\"return_value\\\": \\\"The Influence of Technology on Modern Education Systems\\\"\\n}\"}], \"children\": []}, \"return_value\": \"The Influence of Technology on Modern Education Systems\", \"exception\": null}\n```", + "additional_kwargs": {}, + "type": "human", + "example": false + } + ] + }, + "result": { + "content": "```\n{\n \"return_value\": {\n \"feedback\": \"The final results do not satisfy the task description and parameters. The output is simply the essay topic repeated, without any essay content or analysis. It does not contain any information from the all_chains or all_prompts fields beyond the initial task setup. The results need significant improvement to match the task requirements.\",\n \"evaluation\": \"The output is unsatisfactory as it does not fulfill the task of writing an essay. It lacks critical analysis, discussion on the subject, external sources for support, and the required word count. Essentially, the output does not contain an essay but merely echoes the essay topic.\",\n \"hyperparameter_suggestion\": \"To improve the results, we could adjust the hyperparameters related to the length of the output to ensure the model generates content of appropriate length (around 750 words). Additionally, ensuring the model understands the requirement for critical analysis and usage of external sources could be addressed by refining the structured prompt or including more explicit instructions in the hyperparameters about the need for argumentative depth and source citation.\",\n \"hyperparameter_missing\": \"There seems to be a lack of hyperparameters controlling the depth of content analysis and the enforcement of external source inclusion. Introducing hyperparameters that could guide the model in structuring the essay with a clear introduction, body, and conclusion, and prompting for the inclusion of citations might improve the output quality. Furthermore, a hyperparameter to assess the quality of sources and relevance to the essay topic could be beneficial.\"\n }\n}\n```", + "additional_kwargs": {}, + "type": "ai", + "example": false + } + }, + "children": [] + } + ] + } + ] + }, + { + "kind": "CHAIN", + "name": "write_essay", + "event_id": 41, + "start_time_ms": 1709638926737, + "end_time_ms": 1709638928896, + "running": false, + "delta_frame_infos": [ + { + "module": "__main__", + "lineno": 258, + "function": "capture_task_run", + "code_context": null, + "index": null + }, + { + "module": "__main__", + "lineno": 334, + "function": "optimize_hyperparameters", + "code_context": null, + "index": null + } + ], + "properties": { + "arguments": { + "self": "", + "language_model_or_chat_chain": { + "chat_model": { + "_type": "ChatOpenAI" + }, + "messages": [] + }, + "kwargs": { + "essay_topic": "The Ethical Implications of Artificial Intelligence in Healthcare" + } + }, + "result": "As an Oxford undergraduate student, I am well-versed in critically analyzing complex topics. The ethical implications of artificial intelligence in healthcare is a topic that has garnered significant attention in recent years. Artificial intelligence (AI) has the potential to revolutionize healthcare by improving diagnostics, treatment planning, and patient care. However, the use of AI in healthcare also raises ethical concerns regarding patient privacy, data security, and the potential for bias in decision-making. In this essay, I will critically analyze the ethical implications of AI in healthcare, drawing on reputable sources to support my arguments." + }, + "children": [ + { + "kind": "CHAIN", + "name": "LLMStructuredPrompt", + "event_id": 42, + "start_time_ms": 1709638926738, + "end_time_ms": 1709638928887, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "essay_topic": "The Ethical Implications of Artificial Intelligence in Healthcare" + }, + "result": "As an Oxford undergraduate student, I am well-versed in critically analyzing complex topics. The ethical implications of artificial intelligence in healthcare is a topic that has garnered significant attention in recent years. Artificial intelligence (AI) has the potential to revolutionize healthcare by improving diagnostics, treatment planning, and patient care. However, the use of AI in healthcare also raises ethical concerns regarding patient privacy, data security, and the potential for bias in decision-making. In this essay, I will critically analyze the ethical implications of AI in healthcare, drawing on reputable sources to support my arguments." + }, + "children": [ + { + "kind": "LLM", + "name": "TrackedChatModel", + "event_id": 43, + "start_time_ms": 1709638926739, + "end_time_ms": 1709638928867, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "self": { + "_type": "ChatOpenAI" + }, + "messages": [ + { + "content": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {\"properties\": {\"foo\": {\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {\"type\": \"string\"}}}, \"required\": [\"foo\"]}} the object {\"foo\": [\"bar\", \"baz\"]} is a well-formatted instance of the schema. The object {\"properties\": {\"foo\": [\"bar\", \"baz\"]}} is not well-formatted.\n\nFor this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\", \"type\": \"string\"}}, \"required\": [\"essay_topic\"]}\n```\n\nHere is the output schema:\n```\n{\"properties\": {\"return_value\": {\"type\": \"string\"}}, \"required\": [\"return_value\"]}\n```\nNow output the results for the following inputs:\n```\n{\"essay_topic\": \"The Ethical Implications of Artificial Intelligence in Healthcare\"}\n```", + "additional_kwargs": {}, + "type": "human", + "example": false + } + ], + "kwargs": { + "response_format": { + "type": "json_object" + } + } + }, + "result": { + "content": "{\n \"return_value\": \"As an Oxford undergraduate student, I am well-versed in critically analyzing complex topics. The ethical implications of artificial intelligence in healthcare is a topic that has garnered significant attention in recent years. Artificial intelligence (AI) has the potential to revolutionize healthcare by improving diagnostics, treatment planning, and patient care. However, the use of AI in healthcare also raises ethical concerns regarding patient privacy, data security, and the potential for bias in decision-making. In this essay, I will critically analyze the ethical implications of AI in healthcare, drawing on reputable sources to support my arguments.\"\n}", + "additional_kwargs": {}, + "type": "ai", + "example": false + } + }, + "children": [] + } + ] + } + ] + }, + { + "kind": "CHAIN", + "name": "reflect_on_task_run", + "event_id": 44, + "start_time_ms": 1709638928907, + "end_time_ms": 1709638942589, + "running": false, + "delta_frame_infos": [ + { + "module": "__main__", + "lineno": 343, + "function": "optimize_hyperparameters", + "code_context": null, + "index": null + } + ], + "properties": { + "arguments": { + "language_model_or_chat_chain": { + "chat_model": { + "_type": "ChatOpenAI" + }, + "messages": [] + }, + "input": { + "task_parameters": { + "essay_topic": "The Ethical Implications of Artificial Intelligence in Healthcare" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "all_chat_chains": { + "messages": [ + { + "role": "user", + "content": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {\"properties\": {\"foo\": {\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {\"type\": \"string\"}}}, \"required\": [\"foo\"]}} the object {\"foo\": [\"bar\", \"baz\"]} is a well-formatted instance of the schema. The object {\"properties\": {\"foo\": [\"bar\", \"baz\"]}} is not well-formatted.\n\nFor this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\", \"type\": \"string\"}}, \"required\": [\"essay_topic\"]}\n```\n\nHere is the output schema:\n```\n{\"properties\": {\"return_value\": {\"type\": \"string\"}}, \"required\": [\"return_value\"]}\n```\nNow output the results for the following inputs:\n```\n{\"essay_topic\": \"The Ethical Implications of Artificial Intelligence in Healthcare\"}\n```" + }, + { + "role": "assistant", + "content": "{\n \"return_value\": \"As an Oxford undergraduate student, I am well-versed in critically analyzing complex topics. The ethical implications of artificial intelligence in healthcare is a topic that has garnered significant attention in recent years. Artificial intelligence (AI) has the potential to revolutionize healthcare by improving diagnostics, treatment planning, and patient care. However, the use of AI in healthcare also raises ethical concerns regarding patient privacy, data security, and the potential for bias in decision-making. In this essay, I will critically analyze the ethical implications of AI in healthcare, drawing on reputable sources to support my arguments.\"\n}" + } + ], + "children": [] + }, + "return_value": "As an Oxford undergraduate student, I am well-versed in critically analyzing complex topics. The ethical implications of artificial intelligence in healthcare is a topic that has garnered significant attention in recent years. Artificial intelligence (AI) has the potential to revolutionize healthcare by improving diagnostics, treatment planning, and patient care. However, the use of AI in healthcare also raises ethical concerns regarding patient privacy, data security, and the potential for bias in decision-making. In this essay, I will critically analyze the ethical implications of AI in healthcare, drawing on reputable sources to support my arguments.", + "exception": null + } + }, + "result": { + "feedback": "The final results provide a solid introduction to the essay topic, addressing the ethical implications of artificial intelligence in healthcare. It outlines the potential benefits of AI in healthcare, such as improving diagnostics, treatment planning, and patient care, and also touches upon the ethical concerns including patient privacy, data security, and potential bias. However, the essay lacks depth in critical analysis and does not include the three examples from reputable sources as requested in the task parameters. The content does not satisfy the task description fully as it does not provide a nuanced discussion nor does it meet the word count requirement of approximately 750 words.", + "evaluation": "The output is partially satisfying as it addresses the topic and provides an overview of the potential benefits and ethical concerns of AI in healthcare. However, it falls short in several aspects: 1) It does not include examples from reputable sources to support the arguments. 2) It lacks a detailed critical analysis and nuanced discussion on the subject. 3) The essay is significantly shorter than the requested length of about 750 words.", + "hyperparameter_suggestion": "To improve the results, consider adjusting the hyperparameters to increase the length of the generated content, ensuring it reaches the target word count of approximately 750 words. Additionally, incorporating a requirement or prompt enhancement that specifically asks for the inclusion of examples from reputable sources could help in meeting the task parameters more effectively. Adjusting the prompt to emphasize the need for a critical analysis and nuanced discussion may also yield a more satisfactory output.", + "hyperparameter_missing": "The current hyperparameters do not appear to address the need for sourcing information from reputable sources directly, nor do they specify the desired depth of analysis or the exact word count. Introducing hyperparameters that allow for specifying the number of examples or sources required, the level of critical analysis (possibly through a complexity or depth parameter), and a strict word count range could significantly improve the results." + } + }, + "children": [ + { + "kind": "CHAIN", + "name": "LLMStructuredPrompt", + "event_id": 45, + "start_time_ms": 1709638928908, + "end_time_ms": 1709638942579, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "task_parameters": { + "essay_topic": "The Ethical Implications of Artificial Intelligence in Healthcare" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "all_chat_chains": { + "messages": [ + { + "role": "user", + "content": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {\"properties\": {\"foo\": {\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {\"type\": \"string\"}}}, \"required\": [\"foo\"]}} the object {\"foo\": [\"bar\", \"baz\"]} is a well-formatted instance of the schema. The object {\"properties\": {\"foo\": [\"bar\", \"baz\"]}} is not well-formatted.\n\nFor this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\", \"type\": \"string\"}}, \"required\": [\"essay_topic\"]}\n```\n\nHere is the output schema:\n```\n{\"properties\": {\"return_value\": {\"type\": \"string\"}}, \"required\": [\"return_value\"]}\n```\nNow output the results for the following inputs:\n```\n{\"essay_topic\": \"The Ethical Implications of Artificial Intelligence in Healthcare\"}\n```" + }, + { + "role": "assistant", + "content": "{\n \"return_value\": \"As an Oxford undergraduate student, I am well-versed in critically analyzing complex topics. The ethical implications of artificial intelligence in healthcare is a topic that has garnered significant attention in recent years. Artificial intelligence (AI) has the potential to revolutionize healthcare by improving diagnostics, treatment planning, and patient care. However, the use of AI in healthcare also raises ethical concerns regarding patient privacy, data security, and the potential for bias in decision-making. In this essay, I will critically analyze the ethical implications of AI in healthcare, drawing on reputable sources to support my arguments.\"\n}" + } + ], + "children": [] + }, + "return_value": "As an Oxford undergraduate student, I am well-versed in critically analyzing complex topics. The ethical implications of artificial intelligence in healthcare is a topic that has garnered significant attention in recent years. Artificial intelligence (AI) has the potential to revolutionize healthcare by improving diagnostics, treatment planning, and patient care. However, the use of AI in healthcare also raises ethical concerns regarding patient privacy, data security, and the potential for bias in decision-making. In this essay, I will critically analyze the ethical implications of AI in healthcare, drawing on reputable sources to support my arguments.", + "exception": null + }, + "result": { + "feedback": "The final results provide a solid introduction to the essay topic, addressing the ethical implications of artificial intelligence in healthcare. It outlines the potential benefits of AI in healthcare, such as improving diagnostics, treatment planning, and patient care, and also touches upon the ethical concerns including patient privacy, data security, and potential bias. However, the essay lacks depth in critical analysis and does not include the three examples from reputable sources as requested in the task parameters. The content does not satisfy the task description fully as it does not provide a nuanced discussion nor does it meet the word count requirement of approximately 750 words.", + "evaluation": "The output is partially satisfying as it addresses the topic and provides an overview of the potential benefits and ethical concerns of AI in healthcare. However, it falls short in several aspects: 1) It does not include examples from reputable sources to support the arguments. 2) It lacks a detailed critical analysis and nuanced discussion on the subject. 3) The essay is significantly shorter than the requested length of about 750 words.", + "hyperparameter_suggestion": "To improve the results, consider adjusting the hyperparameters to increase the length of the generated content, ensuring it reaches the target word count of approximately 750 words. Additionally, incorporating a requirement or prompt enhancement that specifically asks for the inclusion of examples from reputable sources could help in meeting the task parameters more effectively. Adjusting the prompt to emphasize the need for a critical analysis and nuanced discussion may also yield a more satisfactory output.", + "hyperparameter_missing": "The current hyperparameters do not appear to address the need for sourcing information from reputable sources directly, nor do they specify the desired depth of analysis or the exact word count. Introducing hyperparameters that allow for specifying the number of examples or sources required, the level of critical analysis (possibly through a complexity or depth parameter), and a strict word count range could significantly improve the results." + } + }, + "children": [ + { + "kind": "LLM", + "name": "TrackedChatModel", + "event_id": 46, + "start_time_ms": 1709638928910, + "end_time_ms": 1709638942561, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "self": { + "_type": "ChatOpenAI" + }, + "messages": [ + { + "content": "Reflect on the results given the task parameters and hyperparameters.\n\nThis contains the lessons we learn from each task run to come up with better\nhyperparameters to try.\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {\"properties\": {\"foo\": {\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {\"type\": \"string\"}}}, \"required\": [\"foo\"]}} the object {\"foo\": [\"bar\", \"baz\"]} is a well-formatted instance of the schema. The object {\"properties\": {\"foo\": [\"bar\", \"baz\"]}} is not well-formatted.\n\nHere is the schema for additional data types:\n```\n{\"WriteEssayInputs\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\", \"type\": \"string\"}}, \"required\": [\"essay_topic\"]}, \"WriteEssayHyperparameters\": {\"properties\": {\"docstring\": {\"type\": \"string\"}, \"json_schema\": {\"type\": \"object\"}}}, \"main__Module\": {\"properties\": {\"write_essay\": {\"allOf\": [{\"$ref\": \"WriteEssayHyperparameters\"}]}}}, \"QueryHyperparameters\": {\"properties\": {\"json_dumps_kwargs\": {\"type\": \"object\"}, \"additional_definitions_prompt_template\": {\"type\": \"string\"}, \"llm_structured_prompt_template\": {\"description\": \"The general-purpose prompt for the structured prompt execution. It tells the LLM what to do and how to read function arguments and structure return values. \", \"type\": \"string\"}, \"num_retries_on_parser_failure\": {\"type\": \"integer\"}}}, \"llm_strategy_llm_functionModule\": {\"properties\": {\"LLMStructuredPrompt_query\": {\"allOf\": [{\"$ref\": \"QueryHyperparameters\"}]}}}, \"Hyperparameters\": {\"properties\": {\"main__\": {\"allOf\": [{\"$ref\": \"main__Module\"}]}, \"llm_strategy_llm_function\": {\"allOf\": [{\"$ref\": \"llm_strategy_llm_functionModule\"}]}}}, \"TaskReflection\": {\"description\": \"The reflections on the task.\\n\\nThis contains the lessons we learn from each task run to come up with better\\nhyperparameters to try.\", \"properties\": {\"feedback\": {\"description\": \"Only look at the final results field. Does its content satisfy the task description and task parameters? Does it contain all the relevant information from the all_chains and all_prompts fields? What could be improved in the results?\", \"type\": \"string\"}, \"evaluation\": {\"description\": \"The evaluation of the outputs given the task. Is the output satisfying? What is wrong? What is missing?\", \"type\": \"string\"}, \"hyperparameter_suggestion\": {\"description\": \"How we want to change the hyperparameters to improve the results. What could we try to change?\", \"type\": \"string\"}, \"hyperparameter_missing\": {\"description\": \"What hyperparameters are missing to improve the results? What could be changed that is not exposed via hyperparameters?\", \"type\": \"string\"}}, \"required\": [\"feedback\", \"evaluation\", \"hyperparameter_suggestion\", \"hyperparameter_missing\"]}}\n```\n\nHere is the input schema:\n```\n{\"description\": \"The task run. This is the 'data' we use to optimize the hyperparameters.\", \"properties\": {\"task_parameters\": {\"description\": \"The task parameters.\", \"allOf\": [{\"$ref\": \"WriteEssayInputs\"}]}, \"hyperparameters\": {\"description\": \"The hyperparameters used for the task. We optimize these.\", \"allOf\": [{\"$ref\": \"Hyperparameters\"}]}, \"all_chat_chains\": {\"description\": \"The chat chains from the task execution.\", \"type\": \"object\"}, \"return_value\": {\"description\": \"The results of the task. (None for exceptions/failure.)\"}, \"exception\": {\"description\": \"Exception that occurred during the task execution.\", \"anyOf\": [{\"type\": \"array\", \"items\": {\"type\": \"string\"}}, {\"type\": \"string\"}]}}, \"required\": [\"task_parameters\", \"hyperparameters\", \"all_chat_chains\", \"return_value\", \"exception\"]}\n```\n\nHere is the output schema:\n```\n{\"properties\": {\"return_value\": {\"$ref\": \"TaskReflection\"}}, \"required\": [\"return_value\"]}\n```\nNow output the results for the following inputs:\n```\n{\"task_parameters\": {\"essay_topic\": \"The Ethical Implications of Artificial Intelligence in Healthcare\"}, \"hyperparameters\": {\"main__\": {\"write_essay\": {\"docstring\": \"Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\\nUse markdown to format the essay.\", \"json_schema\": {\"input_schema\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\"}}}}}}, \"llm_strategy_llm_function\": {\"LLMStructuredPrompt_query\": {\"json_dumps_kwargs\": {\"indent\": null}, \"additional_definitions_prompt_template\": \"Here is the schema for additional data types:\\n```\\n{additional_definitions}\\n```\\n\\n\", \"llm_structured_prompt_template\": \"{docstring}\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {{\\\"properties\\\": {{\\\"foo\\\": {{\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {{\\\"type\\\": \\\"string\\\"}}}}}}, \\\"required\\\": [\\\"foo\\\"]}}}} the object {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is a well-formatted instance of the schema. The object {{\\\"properties\\\": {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}}}} is not well-formatted.\\n\\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\\n\\nHere is the input schema:\\n```\\n{input_schema}\\n```\\n\\nHere is the output schema:\\n```\\n{output_schema}\\n```\\nNow output the results for the following inputs:\\n```\\n{inputs}\\n```\", \"num_retries_on_parser_failure\": 3}}}, \"all_chat_chains\": {\"messages\": [{\"role\": \"user\", \"content\": \"Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\\nUse markdown to format the essay.\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {\\\"properties\\\": {\\\"foo\\\": {\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {\\\"type\\\": \\\"string\\\"}}}, \\\"required\\\": [\\\"foo\\\"]}} the object {\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]} is a well-formatted instance of the schema. The object {\\\"properties\\\": {\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is not well-formatted.\\n\\nFor this essay, please include at least three examples from reputable sources to support your arguments.\\n\\nHere is the input schema:\\n```\\n{\\\"properties\\\": {\\\"essay_topic\\\": {\\\"description\\\": \\\"The essay topic.\\\", \\\"type\\\": \\\"string\\\"}}, \\\"required\\\": [\\\"essay_topic\\\"]}\\n```\\n\\nHere is the output schema:\\n```\\n{\\\"properties\\\": {\\\"return_value\\\": {\\\"type\\\": \\\"string\\\"}}, \\\"required\\\": [\\\"return_value\\\"]}\\n```\\nNow output the results for the following inputs:\\n```\\n{\\\"essay_topic\\\": \\\"The Ethical Implications of Artificial Intelligence in Healthcare\\\"}\\n```\"}, {\"role\": \"assistant\", \"content\": \"{\\n \\\"return_value\\\": \\\"As an Oxford undergraduate student, I am well-versed in critically analyzing complex topics. The ethical implications of artificial intelligence in healthcare is a topic that has garnered significant attention in recent years. Artificial intelligence (AI) has the potential to revolutionize healthcare by improving diagnostics, treatment planning, and patient care. However, the use of AI in healthcare also raises ethical concerns regarding patient privacy, data security, and the potential for bias in decision-making. In this essay, I will critically analyze the ethical implications of AI in healthcare, drawing on reputable sources to support my arguments.\\\"\\n}\"}], \"children\": []}, \"return_value\": \"As an Oxford undergraduate student, I am well-versed in critically analyzing complex topics. The ethical implications of artificial intelligence in healthcare is a topic that has garnered significant attention in recent years. Artificial intelligence (AI) has the potential to revolutionize healthcare by improving diagnostics, treatment planning, and patient care. However, the use of AI in healthcare also raises ethical concerns regarding patient privacy, data security, and the potential for bias in decision-making. In this essay, I will critically analyze the ethical implications of AI in healthcare, drawing on reputable sources to support my arguments.\", \"exception\": null}\n```", + "additional_kwargs": {}, + "type": "human", + "example": false + } + ] + }, + "result": { + "content": "```\n{\n \"return_value\": {\n \"feedback\": \"The final results provide a solid introduction to the essay topic, addressing the ethical implications of artificial intelligence in healthcare. It outlines the potential benefits of AI in healthcare, such as improving diagnostics, treatment planning, and patient care, and also touches upon the ethical concerns including patient privacy, data security, and potential bias. However, the essay lacks depth in critical analysis and does not include the three examples from reputable sources as requested in the task parameters. The content does not satisfy the task description fully as it does not provide a nuanced discussion nor does it meet the word count requirement of approximately 750 words.\",\n \"evaluation\": \"The output is partially satisfying as it addresses the topic and provides an overview of the potential benefits and ethical concerns of AI in healthcare. However, it falls short in several aspects: 1) It does not include examples from reputable sources to support the arguments. 2) It lacks a detailed critical analysis and nuanced discussion on the subject. 3) The essay is significantly shorter than the requested length of about 750 words.\",\n \"hyperparameter_suggestion\": \"To improve the results, consider adjusting the hyperparameters to increase the length of the generated content, ensuring it reaches the target word count of approximately 750 words. Additionally, incorporating a requirement or prompt enhancement that specifically asks for the inclusion of examples from reputable sources could help in meeting the task parameters more effectively. Adjusting the prompt to emphasize the need for a critical analysis and nuanced discussion may also yield a more satisfactory output.\",\n \"hyperparameter_missing\": \"The current hyperparameters do not appear to address the need for sourcing information from reputable sources directly, nor do they specify the desired depth of analysis or the exact word count. Introducing hyperparameters that allow for specifying the number of examples or sources required, the level of critical analysis (possibly through a complexity or depth parameter), and a strict word count range could significantly improve the results.\"\n }\n}\n```", + "additional_kwargs": {}, + "type": "ai", + "example": false + } + }, + "children": [] + } + ] + } + ] + }, + { + "kind": "CHAIN", + "name": "write_essay", + "event_id": 47, + "start_time_ms": 1709638942598, + "end_time_ms": 1709638943295, + "running": false, + "delta_frame_infos": [ + { + "module": "__main__", + "lineno": 258, + "function": "capture_task_run", + "code_context": null, + "index": null + }, + { + "module": "__main__", + "lineno": 334, + "function": "optimize_hyperparameters", + "code_context": null, + "index": null + } + ], + "properties": { + "arguments": { + "self": "", + "language_model_or_chat_chain": { + "chat_model": { + "_type": "ChatOpenAI" + }, + "messages": [] + }, + "kwargs": { + "essay_topic": "Sustainability and Environmental Conservation: A Global Perspective" + } + }, + "result": "Sustainability and Environmental Conservation: A Global Perspective" + }, + "children": [ + { + "kind": "CHAIN", + "name": "LLMStructuredPrompt", + "event_id": 48, + "start_time_ms": 1709638942598, + "end_time_ms": 1709638943288, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "essay_topic": "Sustainability and Environmental Conservation: A Global Perspective" + }, + "result": "Sustainability and Environmental Conservation: A Global Perspective" + }, + "children": [ + { + "kind": "LLM", + "name": "TrackedChatModel", + "event_id": 49, + "start_time_ms": 1709638942599, + "end_time_ms": 1709638943276, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "self": { + "_type": "ChatOpenAI" + }, + "messages": [ + { + "content": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {\"properties\": {\"foo\": {\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {\"type\": \"string\"}}}, \"required\": [\"foo\"]}} the object {\"foo\": [\"bar\", \"baz\"]} is a well-formatted instance of the schema. The object {\"properties\": {\"foo\": [\"bar\", \"baz\"]}} is not well-formatted.\n\nFor this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\", \"type\": \"string\"}}, \"required\": [\"essay_topic\"]}\n```\n\nHere is the output schema:\n```\n{\"properties\": {\"return_value\": {\"type\": \"string\"}}, \"required\": [\"return_value\"]}\n```\nNow output the results for the following inputs:\n```\n{\"essay_topic\": \"Sustainability and Environmental Conservation: A Global Perspective\"}\n```", + "additional_kwargs": {}, + "type": "human", + "example": false + } + ], + "kwargs": { + "response_format": { + "type": "json_object" + } + } + }, + "result": { + "content": "{\n \"return_value\": \"Sustainability and Environmental Conservation: A Global Perspective\"\n}", + "additional_kwargs": {}, + "type": "ai", + "example": false + } + }, + "children": [] + } + ] + } + ] + }, + { + "kind": "CHAIN", + "name": "reflect_on_task_run", + "event_id": 50, + "start_time_ms": 1709638943303, + "end_time_ms": 1709638955114, + "running": false, + "delta_frame_infos": [ + { + "module": "__main__", + "lineno": 343, + "function": "optimize_hyperparameters", + "code_context": null, + "index": null + } + ], + "properties": { + "arguments": { + "language_model_or_chat_chain": { + "chat_model": { + "_type": "ChatOpenAI" + }, + "messages": [] + }, + "input": { + "task_parameters": { + "essay_topic": "Sustainability and Environmental Conservation: A Global Perspective" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "all_chat_chains": { + "messages": [ + { + "role": "user", + "content": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {\"properties\": {\"foo\": {\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {\"type\": \"string\"}}}, \"required\": [\"foo\"]}} the object {\"foo\": [\"bar\", \"baz\"]} is a well-formatted instance of the schema. The object {\"properties\": {\"foo\": [\"bar\", \"baz\"]}} is not well-formatted.\n\nFor this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\", \"type\": \"string\"}}, \"required\": [\"essay_topic\"]}\n```\n\nHere is the output schema:\n```\n{\"properties\": {\"return_value\": {\"type\": \"string\"}}, \"required\": [\"return_value\"]}\n```\nNow output the results for the following inputs:\n```\n{\"essay_topic\": \"Sustainability and Environmental Conservation: A Global Perspective\"}\n```" + }, + { + "role": "assistant", + "content": "{\n \"return_value\": \"Sustainability and Environmental Conservation: A Global Perspective\"\n}" + } + ], + "children": [] + }, + "return_value": "Sustainability and Environmental Conservation: A Global Perspective", + "exception": null + } + }, + "result": { + "feedback": "The final results field simply repeats the essay topic without providing any essay content, analysis, or external sources as requested. It does not satisfy the task description and parameters, which required a critical analysis of the topic with support from external sources and a nuanced discussion, formatted as an essay of about 750 words. The content from the all_chains field shows that the assistant did not generate the expected output.", + "evaluation": "The output is unsatisfactory because it does not meet any of the specified requirements for the task. It lacks content, analysis, sources, discussion, and proper formatting as an essay. The output does not reflect an understanding or execution of the task.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters related to the generation length, ensuring the output is closer to the requested 750 words. Additionally, incorporating hyperparameters that emphasize critical analysis and the inclusion of reputable sources might help. For instance, increasing the temperature might encourage more varied and nuanced responses. Encouraging the model to adhere more strictly to the input prompt structure through adjustments in the prompt engineering could also be beneficial.", + "hyperparameter_missing": "Currently, there might be a lack of hyperparameters that directly control the depth of analysis and the incorporation of external sources into the generated text. Introducing hyperparameters that could guide the model to perform external research or simulate such behavior, and to structure the output as an essay with a clear introduction, body, and conclusion, might significantly improve the results. Additionally, a hyperparameter to enforce the word count more strictly could be beneficial." + } + }, + "children": [ + { + "kind": "CHAIN", + "name": "LLMStructuredPrompt", + "event_id": 51, + "start_time_ms": 1709638943304, + "end_time_ms": 1709638955105, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "task_parameters": { + "essay_topic": "Sustainability and Environmental Conservation: A Global Perspective" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "all_chat_chains": { + "messages": [ + { + "role": "user", + "content": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {\"properties\": {\"foo\": {\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {\"type\": \"string\"}}}, \"required\": [\"foo\"]}} the object {\"foo\": [\"bar\", \"baz\"]} is a well-formatted instance of the schema. The object {\"properties\": {\"foo\": [\"bar\", \"baz\"]}} is not well-formatted.\n\nFor this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\", \"type\": \"string\"}}, \"required\": [\"essay_topic\"]}\n```\n\nHere is the output schema:\n```\n{\"properties\": {\"return_value\": {\"type\": \"string\"}}, \"required\": [\"return_value\"]}\n```\nNow output the results for the following inputs:\n```\n{\"essay_topic\": \"Sustainability and Environmental Conservation: A Global Perspective\"}\n```" + }, + { + "role": "assistant", + "content": "{\n \"return_value\": \"Sustainability and Environmental Conservation: A Global Perspective\"\n}" + } + ], + "children": [] + }, + "return_value": "Sustainability and Environmental Conservation: A Global Perspective", + "exception": null + }, + "result": { + "feedback": "The final results field simply repeats the essay topic without providing any essay content, analysis, or external sources as requested. It does not satisfy the task description and parameters, which required a critical analysis of the topic with support from external sources and a nuanced discussion, formatted as an essay of about 750 words. The content from the all_chains field shows that the assistant did not generate the expected output.", + "evaluation": "The output is unsatisfactory because it does not meet any of the specified requirements for the task. It lacks content, analysis, sources, discussion, and proper formatting as an essay. The output does not reflect an understanding or execution of the task.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters related to the generation length, ensuring the output is closer to the requested 750 words. Additionally, incorporating hyperparameters that emphasize critical analysis and the inclusion of reputable sources might help. For instance, increasing the temperature might encourage more varied and nuanced responses. Encouraging the model to adhere more strictly to the input prompt structure through adjustments in the prompt engineering could also be beneficial.", + "hyperparameter_missing": "Currently, there might be a lack of hyperparameters that directly control the depth of analysis and the incorporation of external sources into the generated text. Introducing hyperparameters that could guide the model to perform external research or simulate such behavior, and to structure the output as an essay with a clear introduction, body, and conclusion, might significantly improve the results. Additionally, a hyperparameter to enforce the word count more strictly could be beneficial." + } + }, + "children": [ + { + "kind": "LLM", + "name": "TrackedChatModel", + "event_id": 52, + "start_time_ms": 1709638943306, + "end_time_ms": 1709638955087, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "self": { + "_type": "ChatOpenAI" + }, + "messages": [ + { + "content": "Reflect on the results given the task parameters and hyperparameters.\n\nThis contains the lessons we learn from each task run to come up with better\nhyperparameters to try.\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {\"properties\": {\"foo\": {\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {\"type\": \"string\"}}}, \"required\": [\"foo\"]}} the object {\"foo\": [\"bar\", \"baz\"]} is a well-formatted instance of the schema. The object {\"properties\": {\"foo\": [\"bar\", \"baz\"]}} is not well-formatted.\n\nHere is the schema for additional data types:\n```\n{\"WriteEssayInputs\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\", \"type\": \"string\"}}, \"required\": [\"essay_topic\"]}, \"WriteEssayHyperparameters\": {\"properties\": {\"docstring\": {\"type\": \"string\"}, \"json_schema\": {\"type\": \"object\"}}}, \"main__Module\": {\"properties\": {\"write_essay\": {\"allOf\": [{\"$ref\": \"WriteEssayHyperparameters\"}]}}}, \"QueryHyperparameters\": {\"properties\": {\"json_dumps_kwargs\": {\"type\": \"object\"}, \"additional_definitions_prompt_template\": {\"type\": \"string\"}, \"llm_structured_prompt_template\": {\"description\": \"The general-purpose prompt for the structured prompt execution. It tells the LLM what to do and how to read function arguments and structure return values. \", \"type\": \"string\"}, \"num_retries_on_parser_failure\": {\"type\": \"integer\"}}}, \"llm_strategy_llm_functionModule\": {\"properties\": {\"LLMStructuredPrompt_query\": {\"allOf\": [{\"$ref\": \"QueryHyperparameters\"}]}}}, \"Hyperparameters\": {\"properties\": {\"main__\": {\"allOf\": [{\"$ref\": \"main__Module\"}]}, \"llm_strategy_llm_function\": {\"allOf\": [{\"$ref\": \"llm_strategy_llm_functionModule\"}]}}}, \"TaskReflection\": {\"description\": \"The reflections on the task.\\n\\nThis contains the lessons we learn from each task run to come up with better\\nhyperparameters to try.\", \"properties\": {\"feedback\": {\"description\": \"Only look at the final results field. Does its content satisfy the task description and task parameters? Does it contain all the relevant information from the all_chains and all_prompts fields? What could be improved in the results?\", \"type\": \"string\"}, \"evaluation\": {\"description\": \"The evaluation of the outputs given the task. Is the output satisfying? What is wrong? What is missing?\", \"type\": \"string\"}, \"hyperparameter_suggestion\": {\"description\": \"How we want to change the hyperparameters to improve the results. What could we try to change?\", \"type\": \"string\"}, \"hyperparameter_missing\": {\"description\": \"What hyperparameters are missing to improve the results? What could be changed that is not exposed via hyperparameters?\", \"type\": \"string\"}}, \"required\": [\"feedback\", \"evaluation\", \"hyperparameter_suggestion\", \"hyperparameter_missing\"]}}\n```\n\nHere is the input schema:\n```\n{\"description\": \"The task run. This is the 'data' we use to optimize the hyperparameters.\", \"properties\": {\"task_parameters\": {\"description\": \"The task parameters.\", \"allOf\": [{\"$ref\": \"WriteEssayInputs\"}]}, \"hyperparameters\": {\"description\": \"The hyperparameters used for the task. We optimize these.\", \"allOf\": [{\"$ref\": \"Hyperparameters\"}]}, \"all_chat_chains\": {\"description\": \"The chat chains from the task execution.\", \"type\": \"object\"}, \"return_value\": {\"description\": \"The results of the task. (None for exceptions/failure.)\"}, \"exception\": {\"description\": \"Exception that occurred during the task execution.\", \"anyOf\": [{\"type\": \"array\", \"items\": {\"type\": \"string\"}}, {\"type\": \"string\"}]}}, \"required\": [\"task_parameters\", \"hyperparameters\", \"all_chat_chains\", \"return_value\", \"exception\"]}\n```\n\nHere is the output schema:\n```\n{\"properties\": {\"return_value\": {\"$ref\": \"TaskReflection\"}}, \"required\": [\"return_value\"]}\n```\nNow output the results for the following inputs:\n```\n{\"task_parameters\": {\"essay_topic\": \"Sustainability and Environmental Conservation: A Global Perspective\"}, \"hyperparameters\": {\"main__\": {\"write_essay\": {\"docstring\": \"Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\\nUse markdown to format the essay.\", \"json_schema\": {\"input_schema\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\"}}}}}}, \"llm_strategy_llm_function\": {\"LLMStructuredPrompt_query\": {\"json_dumps_kwargs\": {\"indent\": null}, \"additional_definitions_prompt_template\": \"Here is the schema for additional data types:\\n```\\n{additional_definitions}\\n```\\n\\n\", \"llm_structured_prompt_template\": \"{docstring}\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {{\\\"properties\\\": {{\\\"foo\\\": {{\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {{\\\"type\\\": \\\"string\\\"}}}}}}, \\\"required\\\": [\\\"foo\\\"]}}}} the object {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is a well-formatted instance of the schema. The object {{\\\"properties\\\": {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}}}} is not well-formatted.\\n\\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\\n\\nHere is the input schema:\\n```\\n{input_schema}\\n```\\n\\nHere is the output schema:\\n```\\n{output_schema}\\n```\\nNow output the results for the following inputs:\\n```\\n{inputs}\\n```\", \"num_retries_on_parser_failure\": 3}}}, \"all_chat_chains\": {\"messages\": [{\"role\": \"user\", \"content\": \"Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\\nUse markdown to format the essay.\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {\\\"properties\\\": {\\\"foo\\\": {\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {\\\"type\\\": \\\"string\\\"}}}, \\\"required\\\": [\\\"foo\\\"]}} the object {\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]} is a well-formatted instance of the schema. The object {\\\"properties\\\": {\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is not well-formatted.\\n\\nFor this essay, please include at least three examples from reputable sources to support your arguments.\\n\\nHere is the input schema:\\n```\\n{\\\"properties\\\": {\\\"essay_topic\\\": {\\\"description\\\": \\\"The essay topic.\\\", \\\"type\\\": \\\"string\\\"}}, \\\"required\\\": [\\\"essay_topic\\\"]}\\n```\\n\\nHere is the output schema:\\n```\\n{\\\"properties\\\": {\\\"return_value\\\": {\\\"type\\\": \\\"string\\\"}}, \\\"required\\\": [\\\"return_value\\\"]}\\n```\\nNow output the results for the following inputs:\\n```\\n{\\\"essay_topic\\\": \\\"Sustainability and Environmental Conservation: A Global Perspective\\\"}\\n```\"}, {\"role\": \"assistant\", \"content\": \"{\\n \\\"return_value\\\": \\\"Sustainability and Environmental Conservation: A Global Perspective\\\"\\n}\"}], \"children\": []}, \"return_value\": \"Sustainability and Environmental Conservation: A Global Perspective\", \"exception\": null}\n```", + "additional_kwargs": {}, + "type": "human", + "example": false + } + ] + }, + "result": { + "content": "```\n{\n \"return_value\": {\n \"feedback\": \"The final results field simply repeats the essay topic without providing any essay content, analysis, or external sources as requested. It does not satisfy the task description and parameters, which required a critical analysis of the topic with support from external sources and a nuanced discussion, formatted as an essay of about 750 words. The content from the all_chains field shows that the assistant did not generate the expected output.\",\n \"evaluation\": \"The output is unsatisfactory because it does not meet any of the specified requirements for the task. It lacks content, analysis, sources, discussion, and proper formatting as an essay. The output does not reflect an understanding or execution of the task.\",\n \"hyperparameter_suggestion\": \"To improve the results, we could adjust the hyperparameters related to the generation length, ensuring the output is closer to the requested 750 words. Additionally, incorporating hyperparameters that emphasize critical analysis and the inclusion of reputable sources might help. For instance, increasing the temperature might encourage more varied and nuanced responses. Encouraging the model to adhere more strictly to the input prompt structure through adjustments in the prompt engineering could also be beneficial.\",\n \"hyperparameter_missing\": \"Currently, there might be a lack of hyperparameters that directly control the depth of analysis and the incorporation of external sources into the generated text. Introducing hyperparameters that could guide the model to perform external research or simulate such behavior, and to structure the output as an essay with a clear introduction, body, and conclusion, might significantly improve the results. Additionally, a hyperparameter to enforce the word count more strictly could be beneficial.\"\n }\n}\n```", + "additional_kwargs": {}, + "type": "ai", + "example": false + } + }, + "children": [] + } + ] + } + ] + }, + { + "kind": "CHAIN", + "name": "probability_for_improvement", + "event_id": 53, + "start_time_ms": 1709638955123, + "end_time_ms": 1709638959866, + "running": false, + "delta_frame_infos": [ + { + "module": "__main__", + "lineno": 362, + "function": "optimize_hyperparameters", + "code_context": null, + "index": null + } + ], + "properties": { + "arguments": { + "language_model_or_chat_chain": { + "chat_model": { + "_type": "ChatOpenAI" + }, + "messages": [] + }, + "input": { + "older_task_summary": null, + "task_infos": [ + { + "task_parameters": { + "essay_topic": "Examining the Effects of Climate Change on Global Food Security and Agricultural Practices" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}Here is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "reflection": { + "feedback": "The final results field contains a concise summary of the effects of climate change on global food security and agricultural practices, acknowledging the complexity and far-reaching implications. It satisfies the task description by discussing the impact on food production, distribution, and access, and by suggesting areas for solutions such as technology, policy, and international cooperation. However, it could be improved by including specific examples, data, or case studies to support the claims and provide a more in-depth analysis.", + "evaluation": "The output is satisfying as an overview but lacks depth. For an essay expected to be at the level of an Oxford undergraduate student, the content is too general and lacks the analytical depth, critical evaluation, and use of sources that would be expected. Specific examples of how climate change has already affected agricultural practices or food security in different regions would strengthen the essay. Additionally, a discussion on the limitations of proposed solutions or potential trade-offs would provide a more nuanced view.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters related to the length and depth of content. Increasing the word count limit might allow for more detailed analysis and examples. Additionally, introducing a hyperparameter that encourages the use of external sources or data could enrich the essay's content. Adjusting the prompt to specifically ask for examples, data, and a critical evaluation of solutions might also yield better results.", + "hyperparameter_missing": "Currently, there seems to be a lack of hyperparameters controlling for the depth of research and critical analysis in the generated content. Introducing hyperparameters that could guide the AI in performing more in-depth research, citing sources, and providing a critical analysis of the information could significantly improve the quality of essays on complex topics like this one." + } + }, + { + "task_parameters": { + "essay_topic": "The Fusion of Quantum Mechanics and General Relativity: The Road Towards a Unified Theory" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}Here is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "reflection": { + "feedback": "The final result does not satisfy the task description and parameters. It simply repeats the essay topic without providing an actual essay. The content lacks depth, analysis, and the expected word count. It does not contain any information from the all_chains and all_prompts fields that would suggest an attempt to write an essay.", + "evaluation": "The output is unsatisfying as it fails to meet the basic requirements of the task. An essay was expected, but the output is merely the repetition of the essay topic. There's a clear absence of an argument, structure, or any content related to the fusion of quantum mechanics and general relativity.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters to increase the detail and depth of the response. This might involve specifying a minimum word count or a more explicit instruction to generate an essay with an introduction, body paragraphs, and a conclusion. Additionally, ensuring the model understands the requirement for academic-level content could help generate more appropriate responses.", + "hyperparameter_missing": "There seems to be a lack of hyperparameters controlling the creativity and depth of the content generated. Introducing hyperparameters that could adjust the complexity of the content, ensure adherence to the essay format, and enforce a minimum word count might significantly improve the results. Moreover, a hyperparameter to evaluate and ensure the academic quality of the content could be beneficial." + } + }, + { + "task_parameters": { + "essay_topic": "Exploring the Impact of Renewable Energy Adoption on Global Economies" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "reflection": { + "feedback": "The final result provides an introduction to the essay topic but does not fulfill the task requirements fully. It sets the stage for a discussion on the impact of renewable energy adoption on global economies but stops short of delivering the complete essay. It lacks the critical analysis, the use of external sources for support, and the nuanced discussion on the subject as instructed. Moreover, it does not reach the specified word count of approximately 750 words and does not utilize markdown for formatting as requested.", + "evaluation": "The output is unsatisfying as it only provides an introduction to the essay without delving into the critical analysis or providing the examples from reputable sources as required. The essay does not meet the word count or formatting instructions, indicating a failure to adhere to the task parameters and hyperparameters.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters related to the generation length or content depth. Increasing the maximum response length might encourage a more detailed essay. Additionally, incorporating a hyperparameter that emphasizes the importance of using external sources and critical analysis in the response could help in meeting the task requirements. Adjusting the prompt to explicitly request a structured essay with an introduction, body paragraphs (each with a unique point supported by external sources), and a conclusion might also yield better results.", + "hyperparameter_missing": "There seems to be a lack of hyperparameters controlling the structure and depth of content generation. Including hyperparameters that allow for the specification of essay structure (introduction, body, conclusion) and depth (ensuring critical analysis and use of external sources) could significantly improve the results. Furthermore, a hyperparameter to enforce the word count and markdown formatting requirements is missing and would be beneficial." + } + }, + { + "task_parameters": { + "essay_topic": "The Role of Artificial Intelligence in Advancing Medical Research" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "reflection": { + "feedback": "The final results do not satisfy the task description and parameters. The output is merely the repetition of the essay topic without any essay content, critical analysis, external sources, or nuanced discussion on the subject. It lacks the depth and detail expected from an essay at the level of an Oxford undergraduate student.", + "evaluation": "The output is unsatisfactory as it does not meet the requirements of writing an essay. It misses critical analysis, discussion, external sources for support, and the required word count. The result does not contain any of the relevant information that was supposed to be generated based on the task parameters and hyperparameters.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters related to the instruction comprehension and generation length of the model's response. Specifically, increasing the 'max_tokens' or 'length' parameter could encourage the model to generate longer content, which is necessary for an essay. Additionally, ensuring that the 'temperature' parameter is set to a level that promotes creativity without sacrificing coherence could help in generating a more nuanced discussion. It might also be beneficial to include a specific prompt or instruction to the model to use external sources and incorporate them into the essay, ensuring a more scholarly approach.", + "hyperparameter_missing": "There seems to be a lack of hyperparameters controlling the depth of research and citation inclusion. A hyperparameter that could enforce the model to perform external research or simulate the inclusion of citations and references would significantly improve the results. Another missing aspect is a hyperparameter that could specify the academic level of the essay required, which would automatically adjust the complexity, depth, and style of the writing to match undergraduate-level expectations." + } + }, + { + "task_parameters": { + "essay_topic": "The Influence of Technology on Modern Education Systems" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "reflection": { + "feedback": "The final results do not satisfy the task description and parameters. The output is simply the essay topic repeated, without any essay content or analysis. It does not contain any information from the all_chains or all_prompts fields beyond the initial task setup. The results need significant improvement to match the task requirements.", + "evaluation": "The output is unsatisfactory as it does not fulfill the task of writing an essay. It lacks critical analysis, discussion on the subject, external sources for support, and the required word count. Essentially, the output does not contain an essay but merely echoes the essay topic.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters related to the length of the output to ensure the model generates content of appropriate length (around 750 words). Additionally, ensuring the model understands the requirement for critical analysis and usage of external sources could be addressed by refining the structured prompt or including more explicit instructions in the hyperparameters about the need for argumentative depth and source citation.", + "hyperparameter_missing": "There seems to be a lack of hyperparameters controlling the depth of content analysis and the enforcement of external source inclusion. Introducing hyperparameters that could guide the model in structuring the essay with a clear introduction, body, and conclusion, and prompting for the inclusion of citations might improve the output quality. Furthermore, a hyperparameter to assess the quality of sources and relevance to the essay topic could be beneficial." + } + }, + { + "task_parameters": { + "essay_topic": "The Ethical Implications of Artificial Intelligence in Healthcare" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "reflection": { + "feedback": "The final results provide a solid introduction to the essay topic, addressing the ethical implications of artificial intelligence in healthcare. It outlines the potential benefits of AI in healthcare, such as improving diagnostics, treatment planning, and patient care, and also touches upon the ethical concerns including patient privacy, data security, and potential bias. However, the essay lacks depth in critical analysis and does not include the three examples from reputable sources as requested in the task parameters. The content does not satisfy the task description fully as it does not provide a nuanced discussion nor does it meet the word count requirement of approximately 750 words.", + "evaluation": "The output is partially satisfying as it addresses the topic and provides an overview of the potential benefits and ethical concerns of AI in healthcare. However, it falls short in several aspects: 1) It does not include examples from reputable sources to support the arguments. 2) It lacks a detailed critical analysis and nuanced discussion on the subject. 3) The essay is significantly shorter than the requested length of about 750 words.", + "hyperparameter_suggestion": "To improve the results, consider adjusting the hyperparameters to increase the length of the generated content, ensuring it reaches the target word count of approximately 750 words. Additionally, incorporating a requirement or prompt enhancement that specifically asks for the inclusion of examples from reputable sources could help in meeting the task parameters more effectively. Adjusting the prompt to emphasize the need for a critical analysis and nuanced discussion may also yield a more satisfactory output.", + "hyperparameter_missing": "The current hyperparameters do not appear to address the need for sourcing information from reputable sources directly, nor do they specify the desired depth of analysis or the exact word count. Introducing hyperparameters that allow for specifying the number of examples or sources required, the level of critical analysis (possibly through a complexity or depth parameter), and a strict word count range could significantly improve the results." + } + }, + { + "task_parameters": { + "essay_topic": "Sustainability and Environmental Conservation: A Global Perspective" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "reflection": { + "feedback": "The final results field simply repeats the essay topic without providing any essay content, analysis, or external sources as requested. It does not satisfy the task description and parameters, which required a critical analysis of the topic with support from external sources and a nuanced discussion, formatted as an essay of about 750 words. The content from the all_chains field shows that the assistant did not generate the expected output.", + "evaluation": "The output is unsatisfactory because it does not meet any of the specified requirements for the task. It lacks content, analysis, sources, discussion, and proper formatting as an essay. The output does not reflect an understanding or execution of the task.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters related to the generation length, ensuring the output is closer to the requested 750 words. Additionally, incorporating hyperparameters that emphasize critical analysis and the inclusion of reputable sources might help. For instance, increasing the temperature might encourage more varied and nuanced responses. Encouraging the model to adhere more strictly to the input prompt structure through adjustments in the prompt engineering could also be beneficial.", + "hyperparameter_missing": "Currently, there might be a lack of hyperparameters that directly control the depth of analysis and the incorporation of external sources into the generated text. Introducing hyperparameters that could guide the model to perform external research or simulate such behavior, and to structure the output as an essay with a clear introduction, body, and conclusion, might significantly improve the results. Additionally, a hyperparameter to enforce the word count more strictly could be beneficial." + } + } + ], + "best_hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + } + } + }, + "result": { + "considerations": [ + "The reflections indicate a consistent lack of depth, critical analysis, and use of sources across multiple tasks.", + "There is a repeated failure to meet the word count and formatting requirements.", + "Suggestions for improvement are focused on increasing content length, depth, and the inclusion of external sources.", + "There is a need for hyperparameters that control for research depth, critical analysis, and adherence to academic standards.", + "Adjustments to prompt structure and specificity might yield better results." + ], + "probability": 0.75 + } + }, + "children": [ + { + "kind": "CHAIN", + "name": "LLMStructuredPrompt", + "event_id": 54, + "start_time_ms": 1709638955124, + "end_time_ms": 1709638959858, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "older_task_summary": null, + "task_infos": [ + { + "task_parameters": { + "essay_topic": "Examining the Effects of Climate Change on Global Food Security and Agricultural Practices" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}Here is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "reflection": { + "feedback": "The final results field contains a concise summary of the effects of climate change on global food security and agricultural practices, acknowledging the complexity and far-reaching implications. It satisfies the task description by discussing the impact on food production, distribution, and access, and by suggesting areas for solutions such as technology, policy, and international cooperation. However, it could be improved by including specific examples, data, or case studies to support the claims and provide a more in-depth analysis.", + "evaluation": "The output is satisfying as an overview but lacks depth. For an essay expected to be at the level of an Oxford undergraduate student, the content is too general and lacks the analytical depth, critical evaluation, and use of sources that would be expected. Specific examples of how climate change has already affected agricultural practices or food security in different regions would strengthen the essay. Additionally, a discussion on the limitations of proposed solutions or potential trade-offs would provide a more nuanced view.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters related to the length and depth of content. Increasing the word count limit might allow for more detailed analysis and examples. Additionally, introducing a hyperparameter that encourages the use of external sources or data could enrich the essay's content. Adjusting the prompt to specifically ask for examples, data, and a critical evaluation of solutions might also yield better results.", + "hyperparameter_missing": "Currently, there seems to be a lack of hyperparameters controlling for the depth of research and critical analysis in the generated content. Introducing hyperparameters that could guide the AI in performing more in-depth research, citing sources, and providing a critical analysis of the information could significantly improve the quality of essays on complex topics like this one." + } + }, + { + "task_parameters": { + "essay_topic": "The Fusion of Quantum Mechanics and General Relativity: The Road Towards a Unified Theory" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}Here is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "reflection": { + "feedback": "The final result does not satisfy the task description and parameters. It simply repeats the essay topic without providing an actual essay. The content lacks depth, analysis, and the expected word count. It does not contain any information from the all_chains and all_prompts fields that would suggest an attempt to write an essay.", + "evaluation": "The output is unsatisfying as it fails to meet the basic requirements of the task. An essay was expected, but the output is merely the repetition of the essay topic. There's a clear absence of an argument, structure, or any content related to the fusion of quantum mechanics and general relativity.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters to increase the detail and depth of the response. This might involve specifying a minimum word count or a more explicit instruction to generate an essay with an introduction, body paragraphs, and a conclusion. Additionally, ensuring the model understands the requirement for academic-level content could help generate more appropriate responses.", + "hyperparameter_missing": "There seems to be a lack of hyperparameters controlling the creativity and depth of the content generated. Introducing hyperparameters that could adjust the complexity of the content, ensure adherence to the essay format, and enforce a minimum word count might significantly improve the results. Moreover, a hyperparameter to evaluate and ensure the academic quality of the content could be beneficial." + } + }, + { + "task_parameters": { + "essay_topic": "Exploring the Impact of Renewable Energy Adoption on Global Economies" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "reflection": { + "feedback": "The final result provides an introduction to the essay topic but does not fulfill the task requirements fully. It sets the stage for a discussion on the impact of renewable energy adoption on global economies but stops short of delivering the complete essay. It lacks the critical analysis, the use of external sources for support, and the nuanced discussion on the subject as instructed. Moreover, it does not reach the specified word count of approximately 750 words and does not utilize markdown for formatting as requested.", + "evaluation": "The output is unsatisfying as it only provides an introduction to the essay without delving into the critical analysis or providing the examples from reputable sources as required. The essay does not meet the word count or formatting instructions, indicating a failure to adhere to the task parameters and hyperparameters.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters related to the generation length or content depth. Increasing the maximum response length might encourage a more detailed essay. Additionally, incorporating a hyperparameter that emphasizes the importance of using external sources and critical analysis in the response could help in meeting the task requirements. Adjusting the prompt to explicitly request a structured essay with an introduction, body paragraphs (each with a unique point supported by external sources), and a conclusion might also yield better results.", + "hyperparameter_missing": "There seems to be a lack of hyperparameters controlling the structure and depth of content generation. Including hyperparameters that allow for the specification of essay structure (introduction, body, conclusion) and depth (ensuring critical analysis and use of external sources) could significantly improve the results. Furthermore, a hyperparameter to enforce the word count and markdown formatting requirements is missing and would be beneficial." + } + }, + { + "task_parameters": { + "essay_topic": "The Role of Artificial Intelligence in Advancing Medical Research" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "reflection": { + "feedback": "The final results do not satisfy the task description and parameters. The output is merely the repetition of the essay topic without any essay content, critical analysis, external sources, or nuanced discussion on the subject. It lacks the depth and detail expected from an essay at the level of an Oxford undergraduate student.", + "evaluation": "The output is unsatisfactory as it does not meet the requirements of writing an essay. It misses critical analysis, discussion, external sources for support, and the required word count. The result does not contain any of the relevant information that was supposed to be generated based on the task parameters and hyperparameters.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters related to the instruction comprehension and generation length of the model's response. Specifically, increasing the 'max_tokens' or 'length' parameter could encourage the model to generate longer content, which is necessary for an essay. Additionally, ensuring that the 'temperature' parameter is set to a level that promotes creativity without sacrificing coherence could help in generating a more nuanced discussion. It might also be beneficial to include a specific prompt or instruction to the model to use external sources and incorporate them into the essay, ensuring a more scholarly approach.", + "hyperparameter_missing": "There seems to be a lack of hyperparameters controlling the depth of research and citation inclusion. A hyperparameter that could enforce the model to perform external research or simulate the inclusion of citations and references would significantly improve the results. Another missing aspect is a hyperparameter that could specify the academic level of the essay required, which would automatically adjust the complexity, depth, and style of the writing to match undergraduate-level expectations." + } + }, + { + "task_parameters": { + "essay_topic": "The Influence of Technology on Modern Education Systems" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "reflection": { + "feedback": "The final results do not satisfy the task description and parameters. The output is simply the essay topic repeated, without any essay content or analysis. It does not contain any information from the all_chains or all_prompts fields beyond the initial task setup. The results need significant improvement to match the task requirements.", + "evaluation": "The output is unsatisfactory as it does not fulfill the task of writing an essay. It lacks critical analysis, discussion on the subject, external sources for support, and the required word count. Essentially, the output does not contain an essay but merely echoes the essay topic.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters related to the length of the output to ensure the model generates content of appropriate length (around 750 words). Additionally, ensuring the model understands the requirement for critical analysis and usage of external sources could be addressed by refining the structured prompt or including more explicit instructions in the hyperparameters about the need for argumentative depth and source citation.", + "hyperparameter_missing": "There seems to be a lack of hyperparameters controlling the depth of content analysis and the enforcement of external source inclusion. Introducing hyperparameters that could guide the model in structuring the essay with a clear introduction, body, and conclusion, and prompting for the inclusion of citations might improve the output quality. Furthermore, a hyperparameter to assess the quality of sources and relevance to the essay topic could be beneficial." + } + }, + { + "task_parameters": { + "essay_topic": "The Ethical Implications of Artificial Intelligence in Healthcare" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "reflection": { + "feedback": "The final results provide a solid introduction to the essay topic, addressing the ethical implications of artificial intelligence in healthcare. It outlines the potential benefits of AI in healthcare, such as improving diagnostics, treatment planning, and patient care, and also touches upon the ethical concerns including patient privacy, data security, and potential bias. However, the essay lacks depth in critical analysis and does not include the three examples from reputable sources as requested in the task parameters. The content does not satisfy the task description fully as it does not provide a nuanced discussion nor does it meet the word count requirement of approximately 750 words.", + "evaluation": "The output is partially satisfying as it addresses the topic and provides an overview of the potential benefits and ethical concerns of AI in healthcare. However, it falls short in several aspects: 1) It does not include examples from reputable sources to support the arguments. 2) It lacks a detailed critical analysis and nuanced discussion on the subject. 3) The essay is significantly shorter than the requested length of about 750 words.", + "hyperparameter_suggestion": "To improve the results, consider adjusting the hyperparameters to increase the length of the generated content, ensuring it reaches the target word count of approximately 750 words. Additionally, incorporating a requirement or prompt enhancement that specifically asks for the inclusion of examples from reputable sources could help in meeting the task parameters more effectively. Adjusting the prompt to emphasize the need for a critical analysis and nuanced discussion may also yield a more satisfactory output.", + "hyperparameter_missing": "The current hyperparameters do not appear to address the need for sourcing information from reputable sources directly, nor do they specify the desired depth of analysis or the exact word count. Introducing hyperparameters that allow for specifying the number of examples or sources required, the level of critical analysis (possibly through a complexity or depth parameter), and a strict word count range could significantly improve the results." + } + }, + { + "task_parameters": { + "essay_topic": "Sustainability and Environmental Conservation: A Global Perspective" + }, + "hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + }, + "reflection": { + "feedback": "The final results field simply repeats the essay topic without providing any essay content, analysis, or external sources as requested. It does not satisfy the task description and parameters, which required a critical analysis of the topic with support from external sources and a nuanced discussion, formatted as an essay of about 750 words. The content from the all_chains field shows that the assistant did not generate the expected output.", + "evaluation": "The output is unsatisfactory because it does not meet any of the specified requirements for the task. It lacks content, analysis, sources, discussion, and proper formatting as an essay. The output does not reflect an understanding or execution of the task.", + "hyperparameter_suggestion": "To improve the results, we could adjust the hyperparameters related to the generation length, ensuring the output is closer to the requested 750 words. Additionally, incorporating hyperparameters that emphasize critical analysis and the inclusion of reputable sources might help. For instance, increasing the temperature might encourage more varied and nuanced responses. Encouraging the model to adhere more strictly to the input prompt structure through adjustments in the prompt engineering could also be beneficial.", + "hyperparameter_missing": "Currently, there might be a lack of hyperparameters that directly control the depth of analysis and the incorporation of external sources into the generated text. Introducing hyperparameters that could guide the model to perform external research or simulate such behavior, and to structure the output as an essay with a clear introduction, body, and conclusion, might significantly improve the results. Additionally, a hyperparameter to enforce the word count more strictly could be beneficial." + } + } + ], + "best_hyperparameters": { + "main__": { + "write_essay": { + "docstring": "Write an essay at the level of an Oxford undergraduate student. Please write about 750 words.\nUse markdown to format the essay.", + "json_schema": { + "input_schema": { + "properties": { + "essay_topic": { + "description": "The essay topic." + } + } + } + } + } + }, + "llm_strategy_llm_function": { + "LLMStructuredPrompt_query": { + "json_dumps_kwargs": { + "indent": null + }, + "additional_definitions_prompt_template": "Here is the schema for additional data types:\n```\n{additional_definitions}\n```\n\n", + "llm_structured_prompt_template": "{docstring}\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {{\"properties\": {{\"foo\": {{\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {{\"type\": \"string\"}}}}}}, \"required\": [\"foo\"]}}}} the object {{\"foo\": [\"bar\", \"baz\"]}} is a well-formatted instance of the schema. The object {{\"properties\": {{\"foo\": [\"bar\", \"baz\"]}}}} is not well-formatted.\n\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\n\nHere is the input schema:\n```\n{input_schema}\n```\n\nHere is the output schema:\n```\n{output_schema}\n```\nNow output the results for the following inputs:\n```\n{inputs}\n```", + "num_retries_on_parser_failure": 3 + } + } + } + }, + "result": { + "considerations": [ + "The reflections indicate a consistent lack of depth, critical analysis, and use of sources across multiple tasks.", + "There is a repeated failure to meet the word count and formatting requirements.", + "Suggestions for improvement are focused on increasing content length, depth, and the inclusion of external sources.", + "There is a need for hyperparameters that control for research depth, critical analysis, and adherence to academic standards.", + "Adjustments to prompt structure and specificity might yield better results." + ], + "probability": 0.75 + } + }, + "children": [ + { + "kind": "LLM", + "name": "TrackedChatModel", + "event_id": 55, + "start_time_ms": 1709638955127, + "end_time_ms": 1709638959846, + "running": false, + "delta_frame_infos": [], + "properties": { + "arguments": { + "self": { + "_type": "ChatOpenAI" + }, + "messages": [ + { + "content": "Return the probability for improvement (between 0 and 1).\n\nThis is your confidence that your next optimization steps will improve the\nhyperparameters given the information provided. If you think that the\ninformation available is unlikely to lead to better hyperparameters, return 0.\nIf you think that the information available is very likely to lead to better\nhyperparameters, return 1. Be concise.\n\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\n\nAs an example, for the schema {\"properties\": {\"foo\": {\"description\": \"a list of strings\", \"type\": \"array\", \"items\": {\"type\": \"string\"}}}, \"required\": [\"foo\"]}} the object {\"foo\": [\"bar\", \"baz\"]} is a well-formatted instance of the schema. The object {\"properties\": {\"foo\": [\"bar\", \"baz\"]}} is not well-formatted.\n\nHere is the schema for additional data types:\n```\n{\"WriteEssayHyperparameters\": {\"properties\": {\"docstring\": {\"type\": \"string\"}, \"json_schema\": {\"type\": \"object\"}}}, \"main__Module\": {\"properties\": {\"write_essay\": {\"allOf\": [{\"$ref\": \"WriteEssayHyperparameters\"}]}}}, \"QueryHyperparameters\": {\"properties\": {\"json_dumps_kwargs\": {\"type\": \"object\"}, \"additional_definitions_prompt_template\": {\"type\": \"string\"}, \"llm_structured_prompt_template\": {\"description\": \"The general-purpose prompt for the structured prompt execution. It tells the LLM what to do and how to read function arguments and structure return values. \", \"type\": \"string\"}, \"num_retries_on_parser_failure\": {\"type\": \"integer\"}}}, \"llm_strategy_llm_functionModule\": {\"properties\": {\"LLMStructuredPrompt_query\": {\"allOf\": [{\"$ref\": \"QueryHyperparameters\"}]}}}, \"Hyperparameters\": {\"properties\": {\"main__\": {\"allOf\": [{\"$ref\": \"main__Module\"}]}, \"llm_strategy_llm_function\": {\"allOf\": [{\"$ref\": \"llm_strategy_llm_functionModule\"}]}}}, \"TaskReflection\": {\"description\": \"The reflections on the task.\\n\\nThis contains the lessons we learn from each task run to come up with better\\nhyperparameters to try.\", \"properties\": {\"feedback\": {\"description\": \"Only look at the final results field. Does its content satisfy the task description and task parameters? Does it contain all the relevant information from the all_chains and all_prompts fields? What could be improved in the results?\", \"type\": \"string\"}, \"evaluation\": {\"description\": \"The evaluation of the outputs given the task. Is the output satisfying? What is wrong? What is missing?\", \"type\": \"string\"}, \"hyperparameter_suggestion\": {\"description\": \"How we want to change the hyperparameters to improve the results. What could we try to change?\", \"type\": \"string\"}, \"hyperparameter_missing\": {\"description\": \"What hyperparameters are missing to improve the results? What could be changed that is not exposed via hyperparameters?\", \"type\": \"string\"}}, \"required\": [\"feedback\", \"evaluation\", \"hyperparameter_suggestion\", \"hyperparameter_missing\"]}, \"TaskInfo_T_TaskParameters__T_TaskResults__Hyperparameters_\": {\"description\": \"The task run and the reflection on the experiment.\", \"properties\": {\"task_parameters\": {\"description\": \"The task parameters.\"}, \"hyperparameters\": {\"description\": \"The hyperparameters used for the task. We optimize these.\", \"allOf\": [{\"$ref\": \"Hyperparameters\"}]}, \"reflection\": {\"description\": \"The reflection on the task.\", \"allOf\": [{\"$ref\": \"TaskReflection\"}]}}, \"required\": [\"task_parameters\", \"hyperparameters\", \"reflection\"]}, \"ImprovementProbability\": {\"properties\": {\"considerations\": {\"description\": \"The considerations for potential improvements.\", \"type\": \"array\", \"items\": {\"type\": \"string\"}}, \"probability\": {\"description\": \"The probability of improvement.\", \"type\": \"number\"}}, \"required\": [\"considerations\", \"probability\"]}}\n```\n\nHere is the input schema:\n```\n{\"description\": \"The optimization information. This is the data we use to optimize the\\nhyperparameters.\", \"properties\": {\"older_task_summary\": {\"description\": \"A summary of previous experiments and the proposed changes with the goal of avoiding trying the same changes repeatedly.\", \"type\": \"string\"}, \"task_infos\": {\"description\": \"The most recent tasks we have run and our reflections on them.\", \"type\": \"array\", \"items\": {\"$ref\": \"TaskInfo_T_TaskParameters__T_TaskResults__Hyperparameters_\"}}, \"best_hyperparameters\": {\"description\": \"The best hyperparameters we have found so far.\", \"allOf\": [{\"$ref\": \"Hyperparameters\"}]}}, \"required\": [\"task_infos\", \"best_hyperparameters\"]}\n```\n\nHere is the output schema:\n```\n{\"properties\": {\"return_value\": {\"$ref\": \"ImprovementProbability\"}}, \"required\": [\"return_value\"]}\n```\nNow output the results for the following inputs:\n```\n{\"older_task_summary\": null, \"task_infos\": [{\"task_parameters\": {\"essay_topic\": \"Examining the Effects of Climate Change on Global Food Security and Agricultural Practices\"}, \"hyperparameters\": {\"main__\": {\"write_essay\": {\"docstring\": \"Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\\nUse markdown to format the essay.\", \"json_schema\": {\"input_schema\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\"}}}}}}, \"llm_strategy_llm_function\": {\"LLMStructuredPrompt_query\": {\"json_dumps_kwargs\": {\"indent\": null}, \"additional_definitions_prompt_template\": \"Here is the schema for additional data types:\\n```\\n{additional_definitions}\\n```\\n\\n\", \"llm_structured_prompt_template\": \"{docstring}\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {{\\\"properties\\\": {{\\\"foo\\\": {{\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {{\\\"type\\\": \\\"string\\\"}}}}}}, \\\"required\\\": [\\\"foo\\\"]}}}} the object {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is a well-formatted instance of the schema. The object {{\\\"properties\\\": {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}}}} is not well-formatted.\\n\\n{optional_additional_definitions_prompt}Here is the input schema:\\n```\\n{input_schema}\\n```\\n\\nHere is the output schema:\\n```\\n{output_schema}\\n```\\nNow output the results for the following inputs:\\n```\\n{inputs}\\n```\", \"num_retries_on_parser_failure\": 3}}}, \"reflection\": {\"feedback\": \"The final results field contains a concise summary of the effects of climate change on global food security and agricultural practices, acknowledging the complexity and far-reaching implications. It satisfies the task description by discussing the impact on food production, distribution, and access, and by suggesting areas for solutions such as technology, policy, and international cooperation. However, it could be improved by including specific examples, data, or case studies to support the claims and provide a more in-depth analysis.\", \"evaluation\": \"The output is satisfying as an overview but lacks depth. For an essay expected to be at the level of an Oxford undergraduate student, the content is too general and lacks the analytical depth, critical evaluation, and use of sources that would be expected. Specific examples of how climate change has already affected agricultural practices or food security in different regions would strengthen the essay. Additionally, a discussion on the limitations of proposed solutions or potential trade-offs would provide a more nuanced view.\", \"hyperparameter_suggestion\": \"To improve the results, we could adjust the hyperparameters related to the length and depth of content. Increasing the word count limit might allow for more detailed analysis and examples. Additionally, introducing a hyperparameter that encourages the use of external sources or data could enrich the essay's content. Adjusting the prompt to specifically ask for examples, data, and a critical evaluation of solutions might also yield better results.\", \"hyperparameter_missing\": \"Currently, there seems to be a lack of hyperparameters controlling for the depth of research and critical analysis in the generated content. Introducing hyperparameters that could guide the AI in performing more in-depth research, citing sources, and providing a critical analysis of the information could significantly improve the quality of essays on complex topics like this one.\"}}, {\"task_parameters\": {\"essay_topic\": \"The Fusion of Quantum Mechanics and General Relativity: The Road Towards a Unified Theory\"}, \"hyperparameters\": {\"main__\": {\"write_essay\": {\"docstring\": \"Write an essay at the level of an Oxford undergraduate student. Please write about 500 words.\\nUse markdown to format the essay.\", \"json_schema\": {\"input_schema\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\"}}}}}}, \"llm_strategy_llm_function\": {\"LLMStructuredPrompt_query\": {\"json_dumps_kwargs\": {\"indent\": null}, \"additional_definitions_prompt_template\": \"Here is the schema for additional data types:\\n```\\n{additional_definitions}\\n```\\n\\n\", \"llm_structured_prompt_template\": \"{docstring}\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {{\\\"properties\\\": {{\\\"foo\\\": {{\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {{\\\"type\\\": \\\"string\\\"}}}}}}, \\\"required\\\": [\\\"foo\\\"]}}}} the object {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is a well-formatted instance of the schema. The object {{\\\"properties\\\": {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}}}} is not well-formatted.\\n\\n{optional_additional_definitions_prompt}Here is the input schema:\\n```\\n{input_schema}\\n```\\n\\nHere is the output schema:\\n```\\n{output_schema}\\n```\\nNow output the results for the following inputs:\\n```\\n{inputs}\\n```\", \"num_retries_on_parser_failure\": 3}}}, \"reflection\": {\"feedback\": \"The final result does not satisfy the task description and parameters. It simply repeats the essay topic without providing an actual essay. The content lacks depth, analysis, and the expected word count. It does not contain any information from the all_chains and all_prompts fields that would suggest an attempt to write an essay.\", \"evaluation\": \"The output is unsatisfying as it fails to meet the basic requirements of the task. An essay was expected, but the output is merely the repetition of the essay topic. There's a clear absence of an argument, structure, or any content related to the fusion of quantum mechanics and general relativity.\", \"hyperparameter_suggestion\": \"To improve the results, we could adjust the hyperparameters to increase the detail and depth of the response. This might involve specifying a minimum word count or a more explicit instruction to generate an essay with an introduction, body paragraphs, and a conclusion. Additionally, ensuring the model understands the requirement for academic-level content could help generate more appropriate responses.\", \"hyperparameter_missing\": \"There seems to be a lack of hyperparameters controlling the creativity and depth of the content generated. Introducing hyperparameters that could adjust the complexity of the content, ensure adherence to the essay format, and enforce a minimum word count might significantly improve the results. Moreover, a hyperparameter to evaluate and ensure the academic quality of the content could be beneficial.\"}}, {\"task_parameters\": {\"essay_topic\": \"Exploring the Impact of Renewable Energy Adoption on Global Economies\"}, \"hyperparameters\": {\"main__\": {\"write_essay\": {\"docstring\": \"Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\\nUse markdown to format the essay.\", \"json_schema\": {\"input_schema\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\"}}}}}}, \"llm_strategy_llm_function\": {\"LLMStructuredPrompt_query\": {\"json_dumps_kwargs\": {\"indent\": null}, \"additional_definitions_prompt_template\": \"Here is the schema for additional data types:\\n```\\n{additional_definitions}\\n```\\n\\n\", \"llm_structured_prompt_template\": \"{docstring}\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {{\\\"properties\\\": {{\\\"foo\\\": {{\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {{\\\"type\\\": \\\"string\\\"}}}}}}, \\\"required\\\": [\\\"foo\\\"]}}}} the object {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is a well-formatted instance of the schema. The object {{\\\"properties\\\": {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}}}} is not well-formatted.\\n\\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\\n\\nHere is the input schema:\\n```\\n{input_schema}\\n```\\n\\nHere is the output schema:\\n```\\n{output_schema}\\n```\\nNow output the results for the following inputs:\\n```\\n{inputs}\\n```\", \"num_retries_on_parser_failure\": 3}}}, \"reflection\": {\"feedback\": \"The final result provides an introduction to the essay topic but does not fulfill the task requirements fully. It sets the stage for a discussion on the impact of renewable energy adoption on global economies but stops short of delivering the complete essay. It lacks the critical analysis, the use of external sources for support, and the nuanced discussion on the subject as instructed. Moreover, it does not reach the specified word count of approximately 750 words and does not utilize markdown for formatting as requested.\", \"evaluation\": \"The output is unsatisfying as it only provides an introduction to the essay without delving into the critical analysis or providing the examples from reputable sources as required. The essay does not meet the word count or formatting instructions, indicating a failure to adhere to the task parameters and hyperparameters.\", \"hyperparameter_suggestion\": \"To improve the results, we could adjust the hyperparameters related to the generation length or content depth. Increasing the maximum response length might encourage a more detailed essay. Additionally, incorporating a hyperparameter that emphasizes the importance of using external sources and critical analysis in the response could help in meeting the task requirements. Adjusting the prompt to explicitly request a structured essay with an introduction, body paragraphs (each with a unique point supported by external sources), and a conclusion might also yield better results.\", \"hyperparameter_missing\": \"There seems to be a lack of hyperparameters controlling the structure and depth of content generation. Including hyperparameters that allow for the specification of essay structure (introduction, body, conclusion) and depth (ensuring critical analysis and use of external sources) could significantly improve the results. Furthermore, a hyperparameter to enforce the word count and markdown formatting requirements is missing and would be beneficial.\"}}, {\"task_parameters\": {\"essay_topic\": \"The Role of Artificial Intelligence in Advancing Medical Research\"}, \"hyperparameters\": {\"main__\": {\"write_essay\": {\"docstring\": \"Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\\nUse markdown to format the essay.\", \"json_schema\": {\"input_schema\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\"}}}}}}, \"llm_strategy_llm_function\": {\"LLMStructuredPrompt_query\": {\"json_dumps_kwargs\": {\"indent\": null}, \"additional_definitions_prompt_template\": \"Here is the schema for additional data types:\\n```\\n{additional_definitions}\\n```\\n\\n\", \"llm_structured_prompt_template\": \"{docstring}\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {{\\\"properties\\\": {{\\\"foo\\\": {{\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {{\\\"type\\\": \\\"string\\\"}}}}}}, \\\"required\\\": [\\\"foo\\\"]}}}} the object {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is a well-formatted instance of the schema. The object {{\\\"properties\\\": {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}}}} is not well-formatted.\\n\\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\\n\\nHere is the input schema:\\n```\\n{input_schema}\\n```\\n\\nHere is the output schema:\\n```\\n{output_schema}\\n```\\nNow output the results for the following inputs:\\n```\\n{inputs}\\n```\", \"num_retries_on_parser_failure\": 3}}}, \"reflection\": {\"feedback\": \"The final results do not satisfy the task description and parameters. The output is merely the repetition of the essay topic without any essay content, critical analysis, external sources, or nuanced discussion on the subject. It lacks the depth and detail expected from an essay at the level of an Oxford undergraduate student.\", \"evaluation\": \"The output is unsatisfactory as it does not meet the requirements of writing an essay. It misses critical analysis, discussion, external sources for support, and the required word count. The result does not contain any of the relevant information that was supposed to be generated based on the task parameters and hyperparameters.\", \"hyperparameter_suggestion\": \"To improve the results, we could adjust the hyperparameters related to the instruction comprehension and generation length of the model's response. Specifically, increasing the 'max_tokens' or 'length' parameter could encourage the model to generate longer content, which is necessary for an essay. Additionally, ensuring that the 'temperature' parameter is set to a level that promotes creativity without sacrificing coherence could help in generating a more nuanced discussion. It might also be beneficial to include a specific prompt or instruction to the model to use external sources and incorporate them into the essay, ensuring a more scholarly approach.\", \"hyperparameter_missing\": \"There seems to be a lack of hyperparameters controlling the depth of research and citation inclusion. A hyperparameter that could enforce the model to perform external research or simulate the inclusion of citations and references would significantly improve the results. Another missing aspect is a hyperparameter that could specify the academic level of the essay required, which would automatically adjust the complexity, depth, and style of the writing to match undergraduate-level expectations.\"}}, {\"task_parameters\": {\"essay_topic\": \"The Influence of Technology on Modern Education Systems\"}, \"hyperparameters\": {\"main__\": {\"write_essay\": {\"docstring\": \"Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\\nUse markdown to format the essay.\", \"json_schema\": {\"input_schema\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\"}}}}}}, \"llm_strategy_llm_function\": {\"LLMStructuredPrompt_query\": {\"json_dumps_kwargs\": {\"indent\": null}, \"additional_definitions_prompt_template\": \"Here is the schema for additional data types:\\n```\\n{additional_definitions}\\n```\\n\\n\", \"llm_structured_prompt_template\": \"{docstring}\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {{\\\"properties\\\": {{\\\"foo\\\": {{\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {{\\\"type\\\": \\\"string\\\"}}}}}}, \\\"required\\\": [\\\"foo\\\"]}}}} the object {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is a well-formatted instance of the schema. The object {{\\\"properties\\\": {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}}}} is not well-formatted.\\n\\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\\n\\nHere is the input schema:\\n```\\n{input_schema}\\n```\\n\\nHere is the output schema:\\n```\\n{output_schema}\\n```\\nNow output the results for the following inputs:\\n```\\n{inputs}\\n```\", \"num_retries_on_parser_failure\": 3}}}, \"reflection\": {\"feedback\": \"The final results do not satisfy the task description and parameters. The output is simply the essay topic repeated, without any essay content or analysis. It does not contain any information from the all_chains or all_prompts fields beyond the initial task setup. The results need significant improvement to match the task requirements.\", \"evaluation\": \"The output is unsatisfactory as it does not fulfill the task of writing an essay. It lacks critical analysis, discussion on the subject, external sources for support, and the required word count. Essentially, the output does not contain an essay but merely echoes the essay topic.\", \"hyperparameter_suggestion\": \"To improve the results, we could adjust the hyperparameters related to the length of the output to ensure the model generates content of appropriate length (around 750 words). Additionally, ensuring the model understands the requirement for critical analysis and usage of external sources could be addressed by refining the structured prompt or including more explicit instructions in the hyperparameters about the need for argumentative depth and source citation.\", \"hyperparameter_missing\": \"There seems to be a lack of hyperparameters controlling the depth of content analysis and the enforcement of external source inclusion. Introducing hyperparameters that could guide the model in structuring the essay with a clear introduction, body, and conclusion, and prompting for the inclusion of citations might improve the output quality. Furthermore, a hyperparameter to assess the quality of sources and relevance to the essay topic could be beneficial.\"}}, {\"task_parameters\": {\"essay_topic\": \"The Ethical Implications of Artificial Intelligence in Healthcare\"}, \"hyperparameters\": {\"main__\": {\"write_essay\": {\"docstring\": \"Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\\nUse markdown to format the essay.\", \"json_schema\": {\"input_schema\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\"}}}}}}, \"llm_strategy_llm_function\": {\"LLMStructuredPrompt_query\": {\"json_dumps_kwargs\": {\"indent\": null}, \"additional_definitions_prompt_template\": \"Here is the schema for additional data types:\\n```\\n{additional_definitions}\\n```\\n\\n\", \"llm_structured_prompt_template\": \"{docstring}\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {{\\\"properties\\\": {{\\\"foo\\\": {{\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {{\\\"type\\\": \\\"string\\\"}}}}}}, \\\"required\\\": [\\\"foo\\\"]}}}} the object {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is a well-formatted instance of the schema. The object {{\\\"properties\\\": {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}}}} is not well-formatted.\\n\\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\\n\\nHere is the input schema:\\n```\\n{input_schema}\\n```\\n\\nHere is the output schema:\\n```\\n{output_schema}\\n```\\nNow output the results for the following inputs:\\n```\\n{inputs}\\n```\", \"num_retries_on_parser_failure\": 3}}}, \"reflection\": {\"feedback\": \"The final results provide a solid introduction to the essay topic, addressing the ethical implications of artificial intelligence in healthcare. It outlines the potential benefits of AI in healthcare, such as improving diagnostics, treatment planning, and patient care, and also touches upon the ethical concerns including patient privacy, data security, and potential bias. However, the essay lacks depth in critical analysis and does not include the three examples from reputable sources as requested in the task parameters. The content does not satisfy the task description fully as it does not provide a nuanced discussion nor does it meet the word count requirement of approximately 750 words.\", \"evaluation\": \"The output is partially satisfying as it addresses the topic and provides an overview of the potential benefits and ethical concerns of AI in healthcare. However, it falls short in several aspects: 1) It does not include examples from reputable sources to support the arguments. 2) It lacks a detailed critical analysis and nuanced discussion on the subject. 3) The essay is significantly shorter than the requested length of about 750 words.\", \"hyperparameter_suggestion\": \"To improve the results, consider adjusting the hyperparameters to increase the length of the generated content, ensuring it reaches the target word count of approximately 750 words. Additionally, incorporating a requirement or prompt enhancement that specifically asks for the inclusion of examples from reputable sources could help in meeting the task parameters more effectively. Adjusting the prompt to emphasize the need for a critical analysis and nuanced discussion may also yield a more satisfactory output.\", \"hyperparameter_missing\": \"The current hyperparameters do not appear to address the need for sourcing information from reputable sources directly, nor do they specify the desired depth of analysis or the exact word count. Introducing hyperparameters that allow for specifying the number of examples or sources required, the level of critical analysis (possibly through a complexity or depth parameter), and a strict word count range could significantly improve the results.\"}}, {\"task_parameters\": {\"essay_topic\": \"Sustainability and Environmental Conservation: A Global Perspective\"}, \"hyperparameters\": {\"main__\": {\"write_essay\": {\"docstring\": \"Write an essay at the level of an Oxford undergraduate student. The essay should critically analyze the topic, use external sources for support, and provide a nuanced discussion on the subject. Please write about 750 words.\\nUse markdown to format the essay.\", \"json_schema\": {\"input_schema\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\"}}}}}}, \"llm_strategy_llm_function\": {\"LLMStructuredPrompt_query\": {\"json_dumps_kwargs\": {\"indent\": null}, \"additional_definitions_prompt_template\": \"Here is the schema for additional data types:\\n```\\n{additional_definitions}\\n```\\n\\n\", \"llm_structured_prompt_template\": \"{docstring}\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {{\\\"properties\\\": {{\\\"foo\\\": {{\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {{\\\"type\\\": \\\"string\\\"}}}}}}, \\\"required\\\": [\\\"foo\\\"]}}}} the object {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is a well-formatted instance of the schema. The object {{\\\"properties\\\": {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}}}} is not well-formatted.\\n\\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\\n\\nHere is the input schema:\\n```\\n{input_schema}\\n```\\n\\nHere is the output schema:\\n```\\n{output_schema}\\n```\\nNow output the results for the following inputs:\\n```\\n{inputs}\\n```\", \"num_retries_on_parser_failure\": 3}}}, \"reflection\": {\"feedback\": \"The final results field simply repeats the essay topic without providing any essay content, analysis, or external sources as requested. It does not satisfy the task description and parameters, which required a critical analysis of the topic with support from external sources and a nuanced discussion, formatted as an essay of about 750 words. The content from the all_chains field shows that the assistant did not generate the expected output.\", \"evaluation\": \"The output is unsatisfactory because it does not meet any of the specified requirements for the task. It lacks content, analysis, sources, discussion, and proper formatting as an essay. The output does not reflect an understanding or execution of the task.\", \"hyperparameter_suggestion\": \"To improve the results, we could adjust the hyperparameters related to the generation length, ensuring the output is closer to the requested 750 words. Additionally, incorporating hyperparameters that emphasize critical analysis and the inclusion of reputable sources might help. For instance, increasing the temperature might encourage more varied and nuanced responses. Encouraging the model to adhere more strictly to the input prompt structure through adjustments in the prompt engineering could also be beneficial.\", \"hyperparameter_missing\": \"Currently, there might be a lack of hyperparameters that directly control the depth of analysis and the incorporation of external sources into the generated text. Introducing hyperparameters that could guide the model to perform external research or simulate such behavior, and to structure the output as an essay with a clear introduction, body, and conclusion, might significantly improve the results. Additionally, a hyperparameter to enforce the word count more strictly could be beneficial.\"}}], \"best_hyperparameters\": {\"main__\": {\"write_essay\": {\"docstring\": \"Write an essay at the level of an Oxford undergraduate student. Please write about 750 words.\\nUse markdown to format the essay.\", \"json_schema\": {\"input_schema\": {\"properties\": {\"essay_topic\": {\"description\": \"The essay topic.\"}}}}}}, \"llm_strategy_llm_function\": {\"LLMStructuredPrompt_query\": {\"json_dumps_kwargs\": {\"indent\": null}, \"additional_definitions_prompt_template\": \"Here is the schema for additional data types:\\n```\\n{additional_definitions}\\n```\\n\\n\", \"llm_structured_prompt_template\": \"{docstring}\\n\\nThe input and output are formatted as a JSON interface that conforms to the JSON schemas below.\\n\\nAs an example, for the schema {{\\\"properties\\\": {{\\\"foo\\\": {{\\\"description\\\": \\\"a list of strings\\\", \\\"type\\\": \\\"array\\\", \\\"items\\\": {{\\\"type\\\": \\\"string\\\"}}}}}}, \\\"required\\\": [\\\"foo\\\"]}}}} the object {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}} is a well-formatted instance of the schema. The object {{\\\"properties\\\": {{\\\"foo\\\": [\\\"bar\\\", \\\"baz\\\"]}}}} is not well-formatted.\\n\\n{optional_additional_definitions_prompt}For this essay, please include at least three examples from reputable sources to support your arguments.\\n\\nHere is the input schema:\\n```\\n{input_schema}\\n```\\n\\nHere is the output schema:\\n```\\n{output_schema}\\n```\\nNow output the results for the following inputs:\\n```\\n{inputs}\\n```\", \"num_retries_on_parser_failure\": 3}}}}\n```", + "additional_kwargs": {}, + "type": "human", + "example": false + } + ] + }, + "result": { + "content": "```json\n{\n \"return_value\": {\n \"considerations\": [\n \"The reflections indicate a consistent lack of depth, critical analysis, and use of sources across multiple tasks.\",\n \"There is a repeated failure to meet the word count and formatting requirements.\",\n \"Suggestions for improvement are focused on increasing content length, depth, and the inclusion of external sources.\",\n \"There is a need for hyperparameters that control for research depth, critical analysis, and adherence to academic standards.\",\n \"Adjustments to prompt structure and specificity might yield better results.\"\n ],\n \"probability\": 0.75\n }\n}\n```", + "additional_kwargs": {}, + "type": "ai", + "example": false + } + }, + "children": [] + } + ] + } + ] + } + ] + } + ], + "properties": {}, + "unique_objects": {} +} \ No newline at end of file