refactor(agent, forge): Move library code from `autogpt` to `forge` (#7106)HEADmaster

Moved from `autogpt` to `forge`:
- `autogpt.config`          -> `forge.config`
- `autogpt.processing`      -> `forge.content_processing`
- `autogpt.file_storage`    -> `forge.file_storage`
- `autogpt.logs`            -> `forge.logging`
- `autogpt.speech`          -> `forge.speech`
- `autogpt.agents.(base|components|protocols)`  -> `forge.agent.*`
- `autogpt.command_decorator`                   -> `forge.command.decorator`
- `autogpt.models.(command|command_parameter)`  -> `forge.command.(command|parameter)`
- `autogpt.(commands|components|features)`      -> `forge.components`
- `autogpt.core.utils.json_utils`           -> `forge.json.parsing`
- `autogpt.prompts.utils`                   -> `forge.llm.prompting.utils`
- `autogpt.core.prompting.(base|schema|utils)`    -> `forge.llm.prompting.*`
- `autogpt.core.resource.model_providers`   -> `forge.llm.providers`
- `autogpt.llm.providers.openai` + `autogpt.core.resource.model_providers.utils`
                                            -> `forge.llm.providers.utils`
- `autogpt.models.action_history:Action*`   -> `forge.models.action`
- `autogpt.core.configuration.schema`       -> `forge.models.config`
- `autogpt.core.utils.json_schema`          -> `forge.models.json_schema`
- `autogpt.core.resource.schema`            -> `forge.models.providers`
- `autogpt.models.utils`                    -> `forge.models.utils`
- `forge.sdk.(errors|utils)` + `autogpt.utils.(exceptions|file_operations_utils|validators)`
                        -> `forge.utils.(exceptions|file_operations|url_validator)`
- `autogpt.utils.utils` -> `forge.utils.const` + `forge.utils.yaml_validator`

Moved within `forge`:
- forge/prompts/* -> forge/llm/prompting/*

The rest are mostly import updates, and some sporadic removals and necessary updates (for example to fix circular deps):
- Changed `CommandOutput = Any` to remove coupling with `ContextItem` (no longer needed)
- Removed unused `Singleton` class
- Reluctantly moved `speech` to forge due to coupling (tts needs to be changed into component)
- Moved `function_specs_from_commands` and `core/resource/model_providers` to `llm/providers` (resources were a `core` thing and are no longer relevant)
- Keep tests in `autogpt` to reduce changes in this PR
- Removed unused memory-related code from tests
- Removed duplicated classes: `FancyConsoleFormatter`, `BelowLevelFilter`
- `prompt_settings.yaml` is in both `autogpt` and `forge` because for some reason doesn't work when placed in just one dir (need to be taken care of)
- Removed `config` param from `clean_input`, it wasn't used and caused circular dependency
- Renamed `BaseAgentActionProposal` to `ActionProposal`
- Updated `pyproject.toml` in `forge` and `autogpt`
- Moved `Action*` models from `forge/components/action_history/model.py` to `forge/models/action.py` as those are relevant to the entire agent and not just `EventHistoryComponent` + to reduce coupling
- Renamed `DEFAULT_ASK_COMMAND` to `ASK_COMMAND` and `DEFAULT_FINISH_COMMAND` to `FINISH_COMMAND`
- Renamed `AutoGptFormatter` to `ForgeFormatter` and moved to `forge`

Includes changes from PR https://github.com/Significant-Gravitas/AutoGPT/pull/7148
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Co-authored-by: Reinier van der Leer <pwuts@agpt.co>

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