Adds final answer tool for all agents (#31703)
* Adds final answer tool for all agents * Typo * Add clarification in doc * Put final_answer tool adition in agent for clarity
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@@ -50,7 +50,7 @@ We implement two versions of ReactJsonAgent:
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For example, here is how a ReAct agent would work its way through the following question.
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For example, here is how a ReAct Code agent would work its way through the following question.
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```py3
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>>> agent.run(
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@@ -188,7 +188,7 @@ You can still authorize additional imports by passing the authorized modules as
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>>> from transformers import ReactCodeAgent
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>>> agent = ReactCodeAgent(tools=[], additional_authorized_imports=['requests', 'bs4'])
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>>>agent.run("Could you get me the title of the page at url 'https://huggingface.co/blog'?")
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>>> agent.run("Could you get me the title of the page at url 'https://huggingface.co/blog'?")
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(...)
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'Hugging Face – Blog'
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@@ -256,6 +256,13 @@ agent = ReactJsonAgent(tools=[PythonInterpreterTool()], system_prompt="{your_cus
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> Please make sure to define the `<<tool_descriptions>>` string somewhere in the `template` so the agent is aware
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of the available tools.
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### Inspecting an agent run
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Here are a few useful attributes to inspect what happened after a run:
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- `agent.logs` stores the fine-grained logs of the agent. At every step of the agent's run, everything gets stored in a dictionary that then is appended to `agent.logs`.
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- Running `agent.write_inner_memory_from_logs()` creates an inner memory of the agent's logs for the LLM to view, as a list of chat messages. This method goes over each step of the log and only stores what it's interested in as a message: for instance, it will save the system prompt and task in separate messages, then for each step it will store the LLM output as a message, and the tool call output as another message. Use this if you want a higher-level view of what has happened - but not every log will be transcripted by this method.
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## Tools
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A tool is an atomic function to be used by an agent.
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@@ -379,7 +386,7 @@ And the output:
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`"The most downloaded model for the 'text-to-video' task is ByteDance/AnimateDiff-Lightning."`
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### Manage agent toolbox
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### Manage your agent's toolbox
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If you have already initialized an agent, it is inconvenient to reinitialize it from scratch with a tool you want to use. With Transformers, you can manage an agent's toolbox by adding or replacing a tool.
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