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Add support for GenericMessageContent to AmazonBedrockPromptDriver an…
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…d AnthropicPromptDriver
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collindutter committed Dec 23, 2024
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1 change: 1 addition & 0 deletions CHANGELOG.md
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Expand Up @@ -16,6 +16,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
- Support for `BranchTask` in `StructureVisualizer`.
- `EvalEngine` for evaluating the performance of an LLM's output against a given input.
- `BaseFileLoader.save()` method for saving an Artifact to a destination.
- Support for `GenericMessageContent` in `AnthropicPromptDriver` and `AmazonBedrockPromptDriver`.

### Changed

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51 changes: 51 additions & 0 deletions docs/examples/src/talk_to_a_document.py
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import base64
import logging

import requests

from griptape.artifacts import GenericArtifact, TextArtifact
from griptape.configs import Defaults
from griptape.configs.logging import TruncateLoggingFilter
from griptape.drivers import AnthropicPromptDriver
from griptape.structures import Agent
from griptape.tasks.base_task import BaseTask
from griptape.tasks.prompt_task import PromptTask

# Truncate logs to 100 characters to avoid printing the entire document
truncate_log_filter = TruncateLoggingFilter(max_log_length=100)


def on_before_run(_: BaseTask) -> None:
logging.getLogger(Defaults.logging_config.logger_name).addFilter(truncate_log_filter)


def on_after_run(_: BaseTask) -> None:
logging.getLogger(Defaults.logging_config.logger_name).removeFilter(truncate_log_filter)


doc_bytes = requests.get("https://arxiv.org/pdf/1706.03762.pdf").content

agent = Agent(
tasks=[
PromptTask(
prompt_driver=AnthropicPromptDriver(model="claude-3-5-sonnet-20240620", max_attempts=0),
on_before_run=on_before_run,
on_after_run=on_after_run,
input=[
GenericArtifact(
{
"type": "document",
"source": {
"type": "base64",
"media_type": "application/pdf",
"data": base64.b64encode(doc_bytes).decode("utf-8"),
},
}
),
TextArtifact("{{ args[0] }}"),
],
)
],
)

agent.run("What is the title and who are the authors of this paper?")
24 changes: 24 additions & 0 deletions docs/examples/talk-to-a-document.md
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Some LLM providers, such as [Anthropic](https://docs.anthropic.com/en/api/messages#body-messages-content) and [Amazon Bedrock](https://docs.aws.amazon.com/bedrock/latest/APIReference/API_runtime_DocumentBlock.html), offer the ability to pass documents directly to the LLM.

In this example, we pass a PDF document to the Agent using Anthropic's document message content format. The Agent then uses the document to answer questions about the paper.

We use [Task hooks](../griptape-framework/structures/tasks.md#hooks) to add and remove a log filter to truncate the logs before printing the large document content.

```python
--8<-- "docs/examples/src/talk_to_a_document.py"
```

```
[12/23/24 09:37:47] INFO PromptTask cc77e4c193c84a5986a4e02e56614d6b
Input: Document: application/pdf
What is the title and who are the authors of this paper?
[12/23/24 09:37:57] INFO PromptTask cc77e4c193c84a5986a4e02e56614d6b
Output: The title of this paper is "Attention Is All You Need" and the authors are:
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N. Gomez, Łukasz Kaiser, and Illia
Polosukhin.
The paper is from Google Brain, Google Research, and the University of Toronto. It introduces the Transformer model
architecture for sequence transduction tasks like machine translation.
```
2 changes: 1 addition & 1 deletion griptape/drivers/prompt/amazon_bedrock_prompt_driver.py
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Expand Up @@ -188,7 +188,7 @@ def __to_bedrock_message_content(self, content: BaseMessageContent) -> dict:
},
}
else:
raise ValueError(f"Unsupported content type: {type(content)}")
return content.artifact.value

def __to_bedrock_tool_use_content(self, artifact: BaseArtifact) -> dict:
if isinstance(artifact, ImageArtifact):
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2 changes: 1 addition & 1 deletion griptape/drivers/prompt/anthropic_prompt_driver.py
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Expand Up @@ -192,7 +192,7 @@ def __to_anthropic_message_content(self, content: BaseMessageContent) -> dict:
"is_error": isinstance(artifact, ErrorArtifact),
}
else:
raise ValueError(f"Unsupported prompt content type: {type(content)}")
return content.artifact.value

def __to_anthropic_tool_result_content(self, artifact: BaseArtifact) -> dict:
if isinstance(artifact, ImageArtifact):
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1 change: 1 addition & 0 deletions mkdocs.yml
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Expand Up @@ -176,6 +176,7 @@ nav:
- Talk to a PDF: "examples/talk-to-a-pdf.md"
- Talk to a Video: "examples/talk-to-a-video.md"
- Talk to an Image: "examples/talk-to-an-image.md"
- Talk to a Document: "examples/talk-to-a-document.md"
- Multi Agent Workflows: "examples/multi-agent-workflow.md"
- Shared Memory Between Agents: "examples/multiple-agent-shared-memory.md"
- Chat Sessions with Amazon DynamoDB: "examples/amazon-dynamodb-sessions.md"
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@@ -1,6 +1,6 @@
import pytest

from griptape.artifacts import ActionArtifact, ErrorArtifact, ImageArtifact, ListArtifact, TextArtifact
from griptape.artifacts import ActionArtifact, ErrorArtifact, GenericArtifact, ImageArtifact, ListArtifact, TextArtifact
from griptape.common import ActionCallDeltaMessageContent, PromptStack, TextDeltaMessageContent, ToolAction
from griptape.drivers import AmazonBedrockPromptDriver
from tests.mocks.mock_tool.tool import MockTool
Expand Down Expand Up @@ -299,6 +299,7 @@ def prompt_stack(self, request):
]
)
)
prompt_stack.add_user_message(GenericArtifact("video-file"))

return prompt_stack

Expand Down Expand Up @@ -354,6 +355,7 @@ def messages(self):
],
"role": "user",
},
{"content": ["video-file"], "role": "user"},
]

@pytest.mark.parametrize("use_native_tools", [True, False])
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9 changes: 8 additions & 1 deletion tests/unit/drivers/prompt/test_anthropic_prompt_driver.py
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Expand Up @@ -2,7 +2,7 @@

import pytest

from griptape.artifacts import ActionArtifact, ImageArtifact, ListArtifact, TextArtifact
from griptape.artifacts import ActionArtifact, GenericArtifact, ImageArtifact, ListArtifact, TextArtifact
from griptape.artifacts.error_artifact import ErrorArtifact
from griptape.common import ActionCallDeltaMessageContent, PromptStack, TextDeltaMessageContent, ToolAction
from griptape.drivers import AnthropicPromptDriver
Expand Down Expand Up @@ -270,6 +270,7 @@ def prompt_stack(self, request):
]
)
)
prompt_stack.add_user_message(GenericArtifact({"type": "document"}))

return prompt_stack

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],
"role": "user",
},
{
"content": [
{"type": "document"},
],
"role": "user",
},
]

def test_init(self):
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