Create run_task python hook to interface with benchmarks

[waynehamadi]

Background

Same as this #4772 except we use python method instead of a web server to interface with the benchmarks. And there is no agent or agent insteractions here, just a task.

Changes

• abstract class task
• agnostic task, which is the one the benchmark will plug to
• async challenges so we run the benchmark faster

Documentation

Test Plan

PR Quality Checklist

• My pull request is atomic and focuses on a single change.
• I have thoroughly tested my changes with multiple different prompts.
• I have considered potential risks and mitigations for my changes.
• I have documented my changes clearly and comprehensively.
• I have not snuck in any "extra" small tweaks changes.
• I have run the following commands against my code to ensure it passes our linters:

  black .
  isort .
  mypy
  autoflake --remove-all-unused-imports --recursive --ignore-init-module-imports --ignore-pass-after-docstring autogpt tests --in-place

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🔨 Latest commit	685bd30
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[Auto-GPT-Bot]

You changed AutoGPT's behaviour. The cassettes have been updated and will be merged to the submodule when this Pull Request gets merged.

[codecov]

Codecov Report

Patch coverage: 73.94% and project coverage change: +0.29 🎉

Comparison is base (32038c9) 70.63% compared to head (685bd30) 70.93%.

Additional details and impacted files

@@            Coverage Diff             @@
##           master    #4778      +/-   ##
==========================================
+ Coverage   70.63%   70.93%   +0.29%     
==========================================
  Files          67       68       +1     
  Lines        3239     3317      +78     
  Branches      514      531      +17     
==========================================
+ Hits         2288     2353      +65     
- Misses        783      787       +4     
- Partials      168      177       +9     

Impacted Files	Coverage Δ
autogpt/main.py	23.52% <0.00%> (+1.45%)	⬆️
autogpt/processing/text.py	33.96% <ø> (ø)
autogpt/setup.py	79.71% <ø> (ø)
autogpt/app.py	47.05% <36.36%> (+0.39%)	⬆️
autogpt/json_utils/utilities.py	69.23% <50.00%> (-5.06%)	⬇️
autogpt/llm/utils/__init__.py	49.25% <53.84%> (+0.07%)	⬆️
autogpt/llm/base.py	90.90% <60.00%> (-2.04%)	⬇️
autogpt/prompts/generator.py	86.66% <71.42%> (-3.08%)	⬇️
autogpt/workspace/workspace.py	94.44% <81.25%> (-5.56%)	⬇️
autogpt/llm/providers/openai.py	90.74% <81.48%> (-3.17%)	⬇️
... and 10 more

... and 1 file with indirect coverage changes

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[waynehamadi]

I just created the method so I don't duplicate the method in run task.

[Pwuts]

This effectively moved the workspace folder from autogpt/auto_gpt_workspace to autogpt/workspace/auto_gpt_workspace, which doesn't correspond with our docker setup and documentation.