> ## Documentation Index
> Fetch the complete documentation index at: https://agno-v2.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# AWS PDF Agent Bytes

> Pass a PDF as bytes to Amazon Nova Pro on Bedrock and extract a recipe from it.

```python pdf_agent_bytes.py theme={null}
"""
Aws Pdf Agent Bytes
===================

Cookbook example for `aws/bedrock/pdf_agent_bytes.py`.
"""

from pathlib import Path

from agno.agent import Agent
from agno.media import File
from agno.models.aws import AwsBedrock
from agno.utils.media import download_file

# ---------------------------------------------------------------------------
# Create Agent
# ---------------------------------------------------------------------------

pdf_path = Path(__file__).parent.joinpath("ThaiRecipes.pdf")

download_file(
    "https://agno-public.s3.amazonaws.com/recipes/ThaiRecipes.pdf", str(pdf_path)
)

agent = Agent(
    model=AwsBedrock(id="amazon.nova-pro-v1:0"),
    markdown=True,
)

pdf_bytes = pdf_path.read_bytes()

agent.print_response(
    "Give the recipe of Gaeng Kiew Wan Goong",
    files=[File(content=pdf_bytes, format="pdf", name="Thai Recipes")],
)

# ---------------------------------------------------------------------------
# Run Agent
# ---------------------------------------------------------------------------

if __name__ == "__main__":
    pass
```

## Run the Example

<Snippet file="create-venv-step.mdx" />

**1. Install dependencies**

```bash theme={null}
uv pip install -U agno aioboto3 boto3
```

**2. Export environment variables**

```bash Mac/Linux theme={null}
export AWS_ACCESS_KEY_ID="your_aws_access_key_id_here"
export AWS_REGION="your_aws_region_here"
export AWS_SECRET_ACCESS_KEY="your_aws_secret_access_key_here"
```

```bash Windows theme={null}
$Env:AWS_ACCESS_KEY_ID="your_aws_access_key_id_here"
$Env:AWS_REGION="your_aws_region_here"
$Env:AWS_SECRET_ACCESS_KEY="your_aws_secret_access_key_here"
```

**3. Run the example**

Save the code above as `pdf_agent_bytes.py`, then run:

```bash theme={null}
python pdf_agent_bytes.py
```

Full source: [cookbook/90\_models/aws/bedrock/pdf\_agent\_bytes.py](https://github.com/agno-agi/agno/blob/v3.0.4/cookbook/90_models/aws/bedrock/pdf_agent_bytes.py)


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