diff --git a/Makefile b/Makefile
new file mode 100644
index 0000000..2c7b13b
--- /dev/null
+++ b/Makefile
@@ -0,0 +1,50 @@
+PROJECT_NAME := agntcy_iomapper
+DOCKER_IMAGE=$(PROJECT_NAME)
+DOCKER_TAG=latest
+GIT_COMMIT=$(shell git rev-parse HEAD)
+
+CURL_AGENT=curl --no-progress-meter \
+ -H 'accept: application/json' \
+ -H 'content-type: application/json'
+
+.PHONY: run setup setup_sanity default check
+default: check
+
+# ============================
+
+check: setup_check lint_check format_check type_check
+
+lint_check: setup_sanity
+ poetry run ruff check ./$(PROJECT_NAME)
+
+lint_fix: setup_sanity
+ poetry run ruff check --fix ./$(PROJECT_NAME)
+
+format_check: setup_sanity
+ poetry run ruff format --diff ./$(PROJECT_NAME)
+
+format_fix: setup_sanity
+ poetry run ruff format ./$(PROJECT_NAME)
+
+type_check: setup_sanity
+ poetry run mypy --config-file ../../.rules/mypy.ini ./$(PROJECT_NAME) || echo "Ignoring mypy failure"
+
+setup_sanity:
+ poetry install --only sanity --no-root
+
+set_python_env:
+ poetry env use python3.12
+
+setup_check: set_python_env setup_sanity
+ poetry run mypy --config-file ../../.rules/mypy.ini --install-types --non-interactive ./$(PROJECT_NAME) || echo "Ignoring mypy failure"
+
+setup: set_python_env
+ poetry install --no-root
+
+# ============================
+
+setup_test: set_python_env
+ @poetry install --with=test
+
+test: setup_test
+ poetry run pytest -vvrx
diff --git a/README.md b/README.md
index 0445688..88c0af8 100644
--- a/README.md
+++ b/README.md
@@ -43,11 +43,6 @@ To get a local copy up and running follow these simple steps.
## Usage
-## Roadmap
-
-See the [open issues](https://github.com/agntcy/iomapper-agnt/issues) for a list
-of proposed features (and known issues).
-
## Contributing
Contributions are what make the open source community such an amazing place to
@@ -55,12 +50,20 @@ learn, inspire, and create. Any contributions you make are **greatly
appreciated**. For detailed contributing guidelines, please see
[CONTRIBUTING.md](CONTRIBUTING.md)
-## License
+## Copyright Notice and License
+
+[Copyright Notice and License](./LICENSE)
+
+Copyright (c) 2025 Cisco and/or its affiliates.
-Distributed under the Apache-2.0 License. See [LICENSE](LICENSE) for more
-information.
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
-## Contact
+ http://www.apache.org/licenses/LICENSE-2.0
-Project Link:
-[https://github.com/agntcy/iomapper-agnt](https://github.com/agntcy/iomapper-agnt)
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
diff --git a/agntcy_iomapper/__init__.py b/agntcy_iomapper/__init__.py
new file mode 100644
index 0000000..af363c7
--- /dev/null
+++ b/agntcy_iomapper/__init__.py
@@ -0,0 +1,14 @@
+# SPDX-FileCopyrightText: Copyright (c) 2025 Cisco and/or its affiliates.
+# SPDX-License-Identifier: Apache-2.0
+# ruff: noqa: F401
+from .base import (
+ BaseIOMapper,
+ IOMapperInput,
+ IOMapperOutput,
+ IOModelSettings,
+)
+from .iomapper import (
+ AgentIOMapper,
+ IOMapperConfig,
+ IOModelArgs,
+)
diff --git a/agntcy_iomapper/base.py b/agntcy_iomapper/base.py
new file mode 100644
index 0000000..eb9379c
--- /dev/null
+++ b/agntcy_iomapper/base.py
@@ -0,0 +1,84 @@
+# SPDX-FileCopyrightText: Copyright (c) 2025 Cisco and/or its affiliates.
+# SPDX-License-Identifier: Apache-2.0
+from abc import abstractmethod, ABC
+from pydantic import BaseModel, model_validator, Field
+from typing import Any
+from openapi_pydantic import Schema
+from typing_extensions import Self
+from typing import TypedDict
+
+
+class ArgumentsDescription(BaseModel):
+ json_schema: Schema | None = Field(
+ default=None, description="Data format JSON schema"
+ )
+ description: str | None = Field(
+ default=None, description="Data (semantic) natural language description"
+ )
+
+ @model_validator(mode="after")
+ def _validate_obj(self) -> Self:
+ if self.json_schema is None and self.description is None:
+ raise ValueError(
+ 'Either the "schema" field and/or the "description" field must be specified.'
+ )
+ return self
+
+
+class IOModelSettings(TypedDict, total=False):
+ max_tokens: int
+ temperature: float
+ top_p: float
+ parallel_tool_calls: bool
+ seed: int
+ presence_penalty: float
+ frequency_penalty: float
+ logit_bias: dict[str, int]
+
+
+class IOMapperInput(BaseModel):
+ input: ArgumentsDescription = Field(description="Input data descriptions")
+ output: ArgumentsDescription = Field(description="Output data descriptions")
+ data: Any = Field(description="Data to translate")
+ message_template: str | None = Field(
+ max_length=4096,
+ default=None,
+ description="Message (user) to send to LLM to effect translation.",
+ )
+ model_settings: IOModelSettings | None = Field(
+ default=None,
+ description="Specific arguments for LLM transformation.",
+ )
+ model: str | None = Field(
+ default=None,
+ description="Specific model out of those configured to handle request.",
+ )
+
+
+class IOMapperOutput(BaseModel):
+ data: Any = Field(default=None, description="Data after translation")
+ error: str | None = Field(
+ max_length=4096, default=None, description="Description of error on failure."
+ )
+
+
+class BaseIOMapper(ABC):
+ """Abstract base class for interfacing with io mapper.
+ All io mappers wrappers inherited from BaseIOMapper.
+ """
+
+ @abstractmethod
+ def invoke(self, input: IOMapperInput) -> IOMapperOutput:
+ """Pass input data
+ to be mapped and returned represented in the output schema
+ Args:
+ input: the data to be mapped
+ """
+
+ @abstractmethod
+ async def ainvoke(self, input: IOMapperInput) -> IOMapperOutput:
+ """Pass input data
+ to be mapped and returned represented in the output schema
+ Args:
+ input: the data to be mapped
+ """
diff --git a/agntcy_iomapper/iomapper.py b/agntcy_iomapper/iomapper.py
new file mode 100644
index 0000000..3966c39
--- /dev/null
+++ b/agntcy_iomapper/iomapper.py
@@ -0,0 +1,287 @@
+# SPDX-FileCopyrightText: Copyright (c) 2025 Cisco and/or its affiliates.
+# SPDX-License-Identifier: Apache-2.0
+import argparse
+import asyncio
+import aiofiles
+import logging
+import jsonschema
+import json
+import re
+
+from dotenv import load_dotenv, find_dotenv
+from pydantic import Field, model_validator, BaseModel
+from typing import TypedDict, ClassVar
+from typing_extensions import Self
+from jinja2 import Environment
+from jinja2.sandbox import SandboxedEnvironment
+from pydantic_ai import Agent
+
+from .base import BaseIOMapper, IOModelSettings, IOMapperOutput, IOMapperInput
+from .supported_agents import get_supported_agent
+
+logger = logging.getLogger(__name__)
+
+
+class IOModelArgs(TypedDict, total=False):
+ base_url: str
+ api_version: str
+ azure_endpoint: str
+ azure_ad_token: str
+ project: str
+ organization: str
+
+
+class IOMapperConfig(BaseModel):
+ models: dict[str, IOModelArgs] = Field(
+ default={"azure:gpt-4o-mini": IOModelArgs()},
+ description="LLM configuration to use for translation",
+ )
+ default_model: str | None = Field(
+ default="azure:gpt-4o-mini",
+ description="Default arguments to LLM completion function by configured model.",
+ )
+ default_model_settings: dict[str, IOModelSettings] = Field(
+ default={"azure:gpt-4o-mini": IOModelSettings(seed=42, temperature=0.8)},
+ description="LLM configuration to use for translation",
+ )
+ validate_json_input: bool = Field(
+ default=False, description="Validate input against JSON schema."
+ )
+ validate_json_output: bool = Field(
+ default=False, description="Validate output against JSON schema."
+ )
+ system_prompt_template: str = Field(
+ max_length=4096,
+ default="You are a translation machine. You translate both natural language and object formats for computers.",
+ description="System prompt Jinja2 template used with LLM service for translation.",
+ )
+ message_template: str = Field(
+ max_length=4096,
+ default="The input is described {% if input.json_schema %}by the following JSON schema: {{ input.json_schema.model_dump(exclude_none=True) }}{% else %}as {{ input.description }}{% endif %}, and the output is described {% if output.json_schema %}by the following JSON schema: {{ output.json_schema.model_dump(exclude_none=True) }}{% else %}as {{ output.description }}{% endif %}. The data to translate is: {{ data }}",
+ description="Default user message template. This can be overridden by the message request.",
+ )
+
+ @model_validator(mode="after")
+ def _validate_obj(self) -> Self:
+ if self.models and self.default_model not in self.models:
+ raise ValueError(
+ f"default model {self.default_model} not present in configured models"
+ )
+ # Fill out defaults to eliminate need for checking.
+ for model_name in self.models.keys():
+ if model_name not in self.default_model_settings:
+ self.default_model_settings[model_name] = IOModelSettings()
+
+ return self
+
+
+class AgentIOMapper(BaseIOMapper):
+ _json_search_pattern: ClassVar[re.Pattern] = re.compile(r"```json\n(.*?)\n```", re.DOTALL)
+
+ def __init__(
+ self,
+ config: IOMapperConfig,
+ jinja_env: Environment | None = None,
+ jinja_env_async: Environment | None = None,
+ ):
+ self.config = config
+
+ if jinja_env is not None and jinja_env.is_async:
+ raise ValueError("Async Jinja env passed to jinja_env argument")
+ elif jinja_env_async is not None and not jinja_env_async.is_async:
+ raise ValueError("Sync Jinja env passed to jinja_env_async argument")
+
+ self.jinja_env = jinja_env
+ self.prompt_template = None
+ self.user_template = None
+
+ self.jinja_env_async = jinja_env_async
+ self.prompt_template_async = None
+ self.user_template_async = None
+
+ # Delay init until sync or async functions called.
+ def _check_jinja_env(self, enable_async: bool):
+ if enable_async:
+ # Delay load of env until needed
+ if self.jinja_env_async is None:
+ # Default is sandboxed, no loader
+ self.jinja_env_async = SandboxedEnvironment(
+ loader=None,
+ enable_async=True,
+ autoescape=False,
+ )
+ if self.prompt_template_async is None:
+ self.prompt_template_async = self.jinja_env_async.from_string(
+ self.config.system_prompt_template
+ )
+ if self.user_template_async is None:
+ self.user_template_async = self.jinja_env_async.from_string(
+ self.config.message_template
+ )
+ else:
+ if self.jinja_env is None:
+ self.jinja_env = SandboxedEnvironment(
+ loader=None,
+ enable_async=False,
+ autoescape=False,
+ )
+ if self.prompt_template is None:
+ self.prompt_template = self.jinja_env.from_string(
+ self.config.system_prompt_template
+ )
+ if self.user_template is None:
+ self.user_template = self.jinja_env.from_string(
+ self.config.message_template
+ )
+
+ def _get_render_env(self, input: IOMapperInput) -> dict[str, str]:
+ return {
+ "input": input.input,
+ "output": input.output,
+ "data": input.data,
+ }
+
+ def _get_model_settings(self, input: IOMapperInput):
+ model_name = input.model or self.config.default_model
+ if model_name not in self.config.models:
+ raise ValueError(f"requested model {model_name} not found")
+ elif input.model_settings is None:
+ return self.config.default_model_settings[model_name]
+ else:
+ model_settings = self.config.default_model_settings[model_name].copy()
+ model_settings.update(input.model_settings)
+ return model_settings
+
+ def _get_agent(
+ self, is_async: bool, input: IOMapperInput, system_prompt: str
+ ) -> Agent:
+ model_name = input.model or self.config.default_model
+ if model_name not in self.config.models:
+ raise ValueError(f"requested model {model_name} not found")
+
+ return get_supported_agent(
+ model_name,
+ model_args=self.config.models[model_name],
+ system_prompt=system_prompt,
+ )
+
+ def _get_output(self, input: IOMapperInput, outputs: str) -> IOMapperOutput:
+ if input.output.json_schema is None:
+ # If there is no schema, quote the chars for JSON.
+ return IOMapperOutput.model_validate_json(
+ f'{{"data": {json.dumps(outputs)} }}'
+ )
+
+ # Check if data is returned in JSON markdown text
+ matches = self._json_search_pattern.findall(outputs)
+ if matches:
+ outputs = matches[-1]
+
+ return IOMapperOutput.model_validate_json(f'{{"data": {outputs} }}')
+
+ def _validate_input(self, input: IOMapperInput) -> None:
+ if self.config.validate_json_input and input.input.json_schema is not None:
+ jsonschema.validate(
+ instance=input.data,
+ schema=input.input.json_schema.model_dump(
+ exclude_none=True, mode="json"
+ ),
+ )
+
+ def _validate_output(self, input: IOMapperInput, output: IOMapperOutput) -> None:
+ if self.config.validate_json_output and input.output.json_schema is not None:
+ output_schema = input.output.json_schema.model_dump(
+ exclude_none=True, mode="json"
+ )
+ logging.debug(f"Checking output schema: {output_schema}")
+ jsonschema.validate(
+ instance=output.data,
+ schema=output_schema,
+ )
+
+ def invoke(self, input: IOMapperInput) -> IOMapperOutput:
+ self._validate_input(input)
+ self._check_jinja_env(False)
+ render_env = self._get_render_env(input)
+ system_prompt = self.prompt_template.render(render_env)
+ agent = self._get_agent(False, input, system_prompt)
+
+ if input.message_template is not None:
+ logging.info(f"User template supplied on input: {input.message_template}")
+ user_template = self.jinja_env.from_string(input.message_template)
+ else:
+ user_template = self.user_template
+ response = agent.run_sync(
+ user_prompt=user_template.render(render_env),
+ model_settings=self._get_model_settings(input),
+ )
+ outputs = response.data
+ logging.debug(f"The LLM returned: {outputs}")
+ output = self._get_output(input, outputs)
+ self._validate_output(input, output)
+ return output
+
+ async def ainvoke(self, input: IOMapperInput) -> IOMapperOutput:
+ self._validate_input(input)
+ self._check_jinja_env(True)
+ render_env = self._get_render_env(input)
+ system_prompt = await self.prompt_template_async.render_async(render_env)
+ agent = self._get_agent(True, input, system_prompt)
+
+ if input.message_template is not None:
+ logging.info(f"User template supplied on input: {input.message_template}")
+ user_template_async = self.jinja_env_async.from_string(
+ input.message_template
+ )
+ else:
+ user_template_async = self.user_template_async
+ response = await agent.run(
+ user_prompt=await user_template_async.render_async(render_env),
+ model_settings=self._get_model_settings(input),
+ )
+ outputs = response.data
+ logging.debug(f"The LLM returned: {outputs}")
+ output = self._get_output(input, outputs)
+ self._validate_output(input, output)
+ return output
+
+
+async def main():
+ parser = argparse.ArgumentParser()
+ parser.add_argument("--inputfile", help="Inputfile", required=True)
+ parser.add_argument("--configfile", help="Configuration file", required=True)
+ parser.add_argument("--outputfile", help="Output file", required=True)
+ args = parser.parse_args()
+ logging.basicConfig(format="%(levelname)s:%(message)s", level=logging.INFO)
+
+ jinja_env = SandboxedEnvironment(
+ loader=None,
+ enable_async=True,
+ autoescape=False,
+ )
+
+ async with aiofiles.open(args.configfile, "r") as fp:
+ configs = await fp.read()
+
+ config = IOMapperConfig.model_validate_json(configs)
+ logging.info(f"Loaded config from {args.configfile}: {config.model_dump_json()}")
+
+ async with aiofiles.open(args.inputfile, "r") as fp:
+ inputs = await fp.read()
+
+ input = IOMapperInput.model_validate_json(inputs)
+ logging.info(f"Loaded input from {args.inputfile}: {input.model_dump_json()}")
+
+ p = AgentIOMapper(config, jinja_env)
+ output = await p.ainvoke(input)
+ outputs = output.model_dump_json()
+
+ async with aiofiles.open(args.outputfile, "w") as fp:
+ await fp.write(outputs)
+
+ logging.info(f"Dumped output to {args.outputfile}: {outputs}")
+
+
+if __name__ == "__main__":
+ load_dotenv(dotenv_path=find_dotenv(usecwd=True))
+ asyncio.run(main())
diff --git a/agntcy_iomapper/py.typed b/agntcy_iomapper/py.typed
new file mode 100644
index 0000000..e69de29
diff --git a/agntcy_iomapper/supported_agents.py b/agntcy_iomapper/supported_agents.py
new file mode 100644
index 0000000..5794256
--- /dev/null
+++ b/agntcy_iomapper/supported_agents.py
@@ -0,0 +1,47 @@
+# SPDX-FileCopyrightText: Copyright (c) 2025 Cisco and/or its affiliates.
+# SPDX-License-Identifier: Apache-2.0
+from typing import Literal, Any
+from openai import AsyncAzureOpenAI
+from pydantic_ai import Agent
+from pydantic_ai.models import KnownModelName
+from pydantic_ai.models.openai import OpenAIModel
+
+SupportedModelName = (
+ KnownModelName
+ | Literal[
+ "azure:gpt-4o-mini",
+ "azure:gpt-4o",
+ "azure:gpt-4",
+ ]
+)
+
+
+def get_supported_agent(
+ model_name: SupportedModelName,
+ model_args: dict[str, Any] = {},
+ **kwargs,
+) -> Agent:
+ """
+ Creates and returns an `Agent` instance for the given model.
+
+ Args:
+ model_name (SupportedModelName): The name of the model to be used.
+ If the name starts with "azure:", an `AsyncAzureOpenAI` client is used.
+ model_args (dict[str, Any], optional): Additional arguments for model
+ initialization. Defaults to an empty dictionary.
+ **kwargs: Additional keyword arguments passed to the `Agent` constructor.
+
+ Returns:
+ Agent: An instance of the `Agent` class configured with the specified model.
+
+ Notes:
+ - The `pydantic-ai` package does not currently pass `model_args` to the
+ inferred model in the constructor, but this behavior might change in
+ the future.
+ """
+ if model_name.startswith("azure:"):
+ client = AsyncAzureOpenAI(**model_args)
+ model = OpenAIModel(model_name[6:], openai_client=client)
+ return Agent(model, **kwargs)
+
+ return Agent(model_name, **kwargs)
diff --git a/agntcy_iomapper/version.py b/agntcy_iomapper/version.py
new file mode 100644
index 0000000..d4f0eab
--- /dev/null
+++ b/agntcy_iomapper/version.py
@@ -0,0 +1,3 @@
+# SPDX-FileCopyrightText: Copyright (c) 2025 Cisco and/or its affiliates.
+# SPDX-License-Identifier: Apache-2.0
+GIT_COMMIT = "NOT_SET"
diff --git a/docs/.nojekyll b/docs/.nojekyll
new file mode 100644
index 0000000..e69de29
diff --git a/CODE_OF_CONDUCT.md b/docs/CODE_OF_CONDUCT.md
similarity index 100%
rename from CODE_OF_CONDUCT.md
rename to docs/CODE_OF_CONDUCT.md
diff --git a/CONTRIBUTING.md b/docs/CONTRIBUTING.md
similarity index 92%
rename from CONTRIBUTING.md
rename to docs/CONTRIBUTING.md
index 489a9de..4dea2b7 100644
--- a/CONTRIBUTING.md
+++ b/docs/CONTRIBUTING.md
@@ -10,7 +10,7 @@ endeavor to review incoming issues and pull requests within 10 days, and will
close any lingering issues or pull requests after 60 days of inactivity.
Please note that all of your interactions in the project are subject to our
-[Code of Conduct](/CODE_OF_CONDUCT.md). This includes creation of issues or pull
+[Code of Conduct](CODE_OF_CONDUCT#contributor-covenant-code-of-conduct). This includes creation of issues or pull
requests, commenting on issues or pull requests, and extends to all interactions
in any real-time space e.g., Slack, Discord, etc.
@@ -25,7 +25,7 @@ description**, as much relevant information as possible, and, if possible, a
test case.
**If you discover a security bug, please do not report it through GitHub.
-Instead, please see security procedures in [SECURITY.md](/SECURITY.md).**
+Instead, please see security procedures in [Security](SECURITY#security-policies-and-procedures).**
## Sending Pull Requests
diff --git a/docs/LICENSE.md b/docs/LICENSE.md
new file mode 100644
index 0000000..66f12cf
--- /dev/null
+++ b/docs/LICENSE.md
@@ -0,0 +1,193 @@
+# Apache License
+
+_Version 2.0, January 2004_
+_< >_
+
+### Terms and Conditions for use, reproduction, and distribution
+
+#### 1. Definitions
+
+“License” shall mean the terms and conditions for use, reproduction, and
+distribution as defined by Sections 1 through 9 of this document.
+
+“Licensor” shall mean the copyright owner or entity authorized by the copyright
+owner that is granting the License.
+
+“Legal Entity” shall mean the union of the acting entity and all other entities
+that control, are controlled by, or are under common control with that entity.
+For the purposes of this definition, “control” means **(i)** the power, direct or
+indirect, to cause the direction or management of such entity, whether by
+contract or otherwise, or **(ii)** ownership of fifty percent (50%) or more of the
+outstanding shares, or **(iii)** beneficial ownership of such entity.
+
+“You” (or “Your”) shall mean an individual or Legal Entity exercising
+permissions granted by this License.
+
+“Source” form shall mean the preferred form for making modifications, including
+but not limited to software source code, documentation source, and configuration
+files.
+
+“Object” form shall mean any form resulting from mechanical transformation or
+translation of a Source form, including but not limited to compiled object code,
+generated documentation, and conversions to other media types.
+
+“Work” shall mean the work of authorship, whether in Source or Object form, made
+available under the License, as indicated by a copyright notice that is included
+in or attached to the work (an example is provided in the Appendix below).
+
+“Derivative Works” shall mean any work, whether in Source or Object form, that
+is based on (or derived from) the Work and for which the editorial revisions,
+annotations, elaborations, or other modifications represent, as a whole, an
+original work of authorship. For the purposes of this License, Derivative Works
+shall not include works that remain separable from, or merely link (or bind by
+name) to the interfaces of, the Work and Derivative Works thereof.
+
+“Contribution” shall mean any work of authorship, including the original version
+of the Work and any modifications or additions to that Work or Derivative Works
+thereof, that is intentionally submitted to Licensor for inclusion in the Work
+by the copyright owner or by an individual or Legal Entity authorized to submit
+on behalf of the copyright owner. For the purposes of this definition,
+“submitted” means any form of electronic, verbal, or written communication sent
+to the Licensor or its representatives, including but not limited to
+communication on electronic mailing lists, source code control systems, and
+issue tracking systems that are managed by, or on behalf of, the Licensor for
+the purpose of discussing and improving the Work, but excluding communication
+that is conspicuously marked or otherwise designated in writing by the copyright
+owner as “Not a Contribution.”
+
+“Contributor” shall mean Licensor and any individual or Legal Entity on behalf
+of whom a Contribution has been received by Licensor and subsequently
+incorporated within the Work.
+
+#### 2. Grant of Copyright License
+
+Subject to the terms and conditions of this License, each Contributor hereby
+grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free,
+irrevocable copyright license to reproduce, prepare Derivative Works of,
+publicly display, publicly perform, sublicense, and distribute the Work and such
+Derivative Works in Source or Object form.
+
+#### 3. Grant of Patent License
+
+Subject to the terms and conditions of this License, each Contributor hereby
+grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free,
+irrevocable (except as stated in this section) patent license to make, have
+made, use, offer to sell, sell, import, and otherwise transfer the Work, where
+such license applies only to those patent claims licensable by such Contributor
+that are necessarily infringed by their Contribution(s) alone or by combination
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diff --git a/docs/README.md b/docs/README.md
new file mode 100644
index 0000000..932fb3d
--- /dev/null
+++ b/docs/README.md
@@ -0,0 +1,70 @@
+# IO-Mapper Agent
+
+## About The Project
+
+When connecting agents in an application, the output of one agent needs to be compatible with the input of the following agent. This compatibility needs to be guaranteed at three different levels:
+
+1. transport level: the two agents need to use the same transport protocol.
+2. format level: the two agents need to carry information using the same format (e.g. same JSON data structures)
+3. semantic level: the two agents need to “talk about the same thing”.
+
+Communication between agents is not possible if there are discrepancies between the agents at any of the layers [1-3].
+
+Ensuring that agents are semantically compatible, i.e., the output of the one agent contains the information needed
+by later agents, is an problem of composition or planning in the application. This project, the IO Mapper Agent,
+addresses level 2 and 3 compatibility. It is a component, implemented as an agent, that can make use of an LLM
+to transform the output of one agent to become compatible to the input of another agent. Note that this may mean
+many different things, for example:
+
+* JSON structure transcoding: A JSON dictionary needs to be remapped into another JSON dictionary
+* Text summarisation: A text needs to be summarised or some information needs to be removed
+* Text translation: A text needs to be translated from one language to another
+* Text manipulation: Part of the information of one text needs to be reformulated into another text
+* Any combination of the above
+
+The IO mapper Agent can be fed the schema definitions of inputs and outputs as defined by the [Agent Connect Protocol](https://github.com/agntcy/acp-spec).
+
+## Getting Started
+
+To get a local copy up and running follow these simple steps.
+
+### Prerequisites
+
+### Installation
+
+1. Clone the repository
+
+ ```sh
+ git clone https://github.com/agntcy/iomapper-agnt.git
+ ```
+
+## Usage
+
+## Contributing
+
+Contributions are what make the open source community such an amazing place to
+learn, inspire, and create. Any contributions you make are **greatly
+appreciated**. For detailed contributing guidelines, please see
+[Contributing](CONTRIBUTING#how-to-contribute)
+
+## Security
+
+For security policies and procedures, please see [Security](SECURITY#security-policies-and-procedures)
+
+## Copyright Notice and License
+
+[Copyright Notice and License](LICENSE#apache-license)
+
+Copyright (c) 2025 Cisco and/or its affiliates.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+ http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
diff --git a/SECURITY.md b/docs/SECURITY.md
similarity index 100%
rename from SECURITY.md
rename to docs/SECURITY.md
diff --git a/docs/_coverpage.md b/docs/_coverpage.md
new file mode 100644
index 0000000..1323e87
--- /dev/null
+++ b/docs/_coverpage.md
@@ -0,0 +1,12 @@
+# Agntcy IO-Mapper Agent
+
+
+> Transforms output from one agent into the input of another.
+
+* JSON structure transcoding to remap a JSON dictionary
+* Text summarisation or some information removed
+* Text translation from one language to another
+* Any combination of the above
+
+[GitHub](https://github.com/agntcy/iomapper-agnt/)
+[Get Started](#getting-started)
diff --git a/docs/index.html b/docs/index.html
new file mode 100644
index 0000000..da200ef
--- /dev/null
+++ b/docs/index.html
@@ -0,0 +1,30 @@
+
+
+
+
+ Agntcy IO-Mapper Agent
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..ad62fd6
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,1764 @@
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+
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+[[package]]
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+[package.dependencies]
+huggingface-hub = ">=0.16.4,<1.0"
+
+[package.extras]
+dev = ["tokenizers[testing]"]
+docs = ["setuptools-rust", "sphinx", "sphinx-rtd-theme"]
+testing = ["black (==22.3)", "datasets", "numpy", "pytest", "requests", "ruff"]
+
+[[package]]
+name = "tqdm"
+version = "4.67.1"
+description = "Fast, Extensible Progress Meter"
+optional = false
+python-versions = ">=3.7"
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+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[package.extras]
+dev = ["nbval", "pytest (>=6)", "pytest-asyncio (>=0.24)", "pytest-cov", "pytest-timeout"]
+discord = ["requests"]
+notebook = ["ipywidgets (>=6)"]
+slack = ["slack-sdk"]
+telegram = ["requests"]
+
+[[package]]
+name = "types-python-dateutil"
+version = "2.9.0.20241206"
+description = "Typing stubs for python-dateutil"
+optional = false
+python-versions = ">=3.8"
+files = [
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+version = "2.32.0.20241016"
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+optional = false
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+files = [
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+[package.dependencies]
+urllib3 = ">=2"
+
+[[package]]
+name = "typing-extensions"
+version = "4.12.2"
+description = "Backported and Experimental Type Hints for Python 3.8+"
+optional = false
+python-versions = ">=3.8"
+files = [
+ {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
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+]
+
+[[package]]
+name = "typing-inspect"
+version = "0.9.0"
+description = "Runtime inspection utilities for typing module."
+optional = false
+python-versions = "*"
+files = [
+ {file = "typing_inspect-0.9.0-py3-none-any.whl", hash = "sha256:9ee6fc59062311ef8547596ab6b955e1b8aa46242d854bfc78f4f6b0eff35f9f"},
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+]
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+[package.dependencies]
+mypy-extensions = ">=0.3.0"
+typing-extensions = ">=3.7.4"
+
+[[package]]
+name = "uri-template"
+version = "1.3.0"
+description = "RFC 6570 URI Template Processor"
+optional = false
+python-versions = ">=3.7"
+files = [
+ {file = "uri-template-1.3.0.tar.gz", hash = "sha256:0e00f8eb65e18c7de20d595a14336e9f337ead580c70934141624b6d1ffdacc7"},
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+[package.extras]
+dev = ["flake8", "flake8-annotations", "flake8-bandit", "flake8-bugbear", "flake8-commas", "flake8-comprehensions", "flake8-continuation", "flake8-datetimez", "flake8-docstrings", "flake8-import-order", "flake8-literal", "flake8-modern-annotations", "flake8-noqa", "flake8-pyproject", "flake8-requirements", "flake8-typechecking-import", "flake8-use-fstring", "mypy", "pep8-naming", "types-PyYAML"]
+
+[[package]]
+name = "urllib3"
+version = "2.3.0"
+description = "HTTP library with thread-safe connection pooling, file post, and more."
+optional = false
+python-versions = ">=3.9"
+files = [
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+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
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+zstd = ["zstandard (>=0.18.0)"]
+
+[[package]]
+name = "webcolors"
+version = "24.11.1"
+description = "A library for working with the color formats defined by HTML and CSS."
+optional = false
+python-versions = ">=3.9"
+files = [
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+]
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+[metadata]
+lock-version = "2.0"
+python-versions = "^3.12"
+content-hash = "7df871d1dfc872e5527232536b9b45c9173ca2c76d145402a75fb65dcce7a6e6"
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..d85b8d1
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,38 @@
+[project]
+name = "agntcy-iomapper"
+version = "0.1.0"
+license = "Apache-2.0"
+description = "A tool to transform output from one agent to the input of another."
+readme = "README.md"
+authors = ["Jeff Napper ", "Reginaldo Costa "]
+maintainers = ["Jeff Napper ", "Reginaldo Costa "]
+
+[tool.poetry.dependencies]
+python = "^3.12"
+pydantic = "^2.9.1"
+python-dotenv = "^1.0.1"
+aiofiles = "^24.1.0"
+jsonschema = { extras=["format"], version="^4.23.0" }
+jinja2 = "^3.1.5"
+openapi-pydantic = "^0.5.1"
+pydantic-ai = "^0.0.23"
+
+[tool.poetry.group.test.dependencies]
+pytest = "*"
+pytest-asyncio = "^0.23.5"
+deepdiff = "^8.1.1"
+
+[tool.poetry.group.sanity.dependencies]
+mypy = "^1.10.0"
+ruff = "^0.4.6"
+
+[tool.pytest.ini_options]
+pythonpath = ["."]
+asyncio_mode = "auto"
+markers = [
+ "llm: Requires access to an LLM"
+]
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
diff --git a/tests/conftest.py b/tests/conftest.py
new file mode 100644
index 0000000..fd0b4ec
--- /dev/null
+++ b/tests/conftest.py
@@ -0,0 +1,52 @@
+# SPDX-FileCopyrightText: Copyright (c) 2025 Cisco and/or its affiliates.
+# SPDX-License-Identifier: Apache-2.0
+import pytest
+
+from dotenv import load_dotenv, find_dotenv
+from jinja2.sandbox import SandboxedEnvironment
+from agntcy_iomapper import IOMapperConfig, IOModelSettings, IOModelArgs
+
+load_dotenv(dotenv_path=find_dotenv(usecwd=True))
+
+@pytest.fixture
+def jinja_env() -> SandboxedEnvironment:
+ return SandboxedEnvironment(
+ loader=None,
+ enable_async=False,
+ autoescape=False,
+ )
+
+@pytest.fixture
+def jinja_env_async() -> SandboxedEnvironment:
+ return SandboxedEnvironment(
+ loader=None,
+ enable_async=True,
+ autoescape=False,
+ )
+
+@pytest.fixture
+def no_llm_iomapper_config() -> IOMapperConfig:
+ return IOMapperConfig(
+ models = {},
+ validate_json_input=True,
+ validate_json_output=True,
+ )
+
+@pytest.fixture
+def llm_iomapper_config() -> IOMapperConfig:
+ return IOMapperConfig(
+ models={
+ "azure:gpt-4o-mini": IOModelArgs(
+ api_version="2024-07-01-preview",
+ azure_endpoint="https://smith-project-agents.openai.azure.com",
+ ),
+ },
+ default_model_settings={
+ "azure:gpt-4o-mini": IOModelSettings(
+ seed=42,
+ temperature=0,
+ ),
+ },
+ validate_json_input=True,
+ validate_json_output=True,
+ )
diff --git a/tests/test_simple.py b/tests/test_simple.py
new file mode 100644
index 0000000..6a199fd
--- /dev/null
+++ b/tests/test_simple.py
@@ -0,0 +1,140 @@
+# SPDX-FileCopyrightText: Copyright (c) 2025 Cisco and/or its affiliates.
+# SPDX-License-Identifier: Apache-2.0
+from deepdiff import diff
+import pytest
+from openapi_pydantic import DataType, Schema
+
+from agntcy_iomapper import AgentIOMapper, IOMapperInput, IOMapperOutput
+from agntcy_iomapper.base import ArgumentsDescription
+from utils import compare_outputs, compare_outputs_async
+
+SIMPLE_TEST_PARAMETERS = [
+ (
+ IOMapperInput(
+ input = ArgumentsDescription(description="Text in English."),
+ output = ArgumentsDescription(description="Text in French."),
+ data = "Would you please tell me where I can buy some snails?",
+ ),
+ IOMapperOutput(
+ data = "Pourriez-vous s'il vous plaît me dire où je peux acheter des escargots?",
+ ),
+ ),
+ (
+ IOMapperInput(
+ input = ArgumentsDescription(description=""),
+ output = ArgumentsDescription(description=""),
+ data = "Would you please tell me where I can buy some snails?",
+ message_template="Translate from English to French the following data: {{ data }}",
+ ),
+ IOMapperOutput(
+ data = "Pourriez-vous s'il vous plaît me dire où je peux acheter des escargots?",
+ ),
+ ),
+ (
+ IOMapperInput(
+ input = ArgumentsDescription(json_schema=Schema(
+ properties={
+ "description": Schema(
+ type=DataType.STRING,
+ description="A description of the object.",
+ example="It is a right triangle with a hypotenuse of 5 cm.",
+ ),
+ },
+ )),
+ output = ArgumentsDescription(json_schema=Schema(
+ properties={
+ "length": Schema(
+ type=DataType.STRING,
+ description="The length as a measure with units.",
+ example="5 cm",
+ ),
+ "width": Schema(
+ type=DataType.STRING,
+ description="The width as a measure with units.",
+ example="5 cm",
+ ),
+ "height": Schema(
+ type=DataType.STRING,
+ description="The height as a measure with units.",
+ example="5 cm",
+ ),
+ },
+ )),
+ data = {"description": "The object is a purple cube with sides of 1 m."},
+ ),
+ IOMapperOutput(
+ data = {"length": "1 m", "width": "1 m", "height": "1 m"},
+ ),
+ ),
+ (
+ IOMapperInput(
+ input = ArgumentsDescription(json_schema=Schema(
+ properties={
+ "description": Schema(
+ type=DataType.STRING,
+ description="A description of the object.",
+ example="It is a blue, right triangle with a hypotenuse of 5 cm.",
+ ),
+ },
+ )),
+ output = ArgumentsDescription(json_schema=Schema(
+ properties={
+ "length": Schema(
+ type=DataType.NUMBER,
+ description="The length as a number without units.",
+ example="5",
+ ),
+ "width": Schema(
+ type=DataType.NUMBER,
+ description="The width as a number without units.",
+ example="5",
+ ),
+ "height": Schema(
+ type=DataType.NUMBER,
+ description="The height as a number without units.",
+ example="5",
+ ),
+ },
+ )),
+ data = {"description": "The object is a purple cube with sides of 1.5 m."},
+ ),
+ IOMapperOutput(
+ data = {"length": 1.5, "width": 1.5, "height": 1.5},
+ ),
+ ),
+]
+
+@pytest.mark.parametrize (
+ "input, expected_output", SIMPLE_TEST_PARAMETERS,
+)
+@pytest.mark.llm
+async def test_simple_mapping_async(llm_iomapper_config, jinja_env_async, input, expected_output):
+ llmIOMapper = AgentIOMapper(llm_iomapper_config, jinja_env_async=jinja_env_async)
+ output = await llmIOMapper.ainvoke(input)
+ if isinstance(output.data, str):
+ equalp = await compare_outputs_async(llmIOMapper, output.data, expected_output.data)
+ assert equalp
+ return
+
+ outputs = output.model_dump(exclude_unset=True, exclude_none=True)
+ expects = expected_output.model_dump(exclude_unset=True, exclude_none=True)
+ mapdiff = diff.DeepDiff(outputs, expects)
+ assert len(mapdiff.affected_paths) == 0
+
+@pytest.mark.parametrize (
+ "input, expected_output", SIMPLE_TEST_PARAMETERS,
+)
+@pytest.mark.llm
+def test_simple_mapping(llm_iomapper_config, jinja_env, input, expected_output):
+ llmIOMapper = AgentIOMapper(llm_iomapper_config, jinja_env=jinja_env)
+ output = llmIOMapper.invoke(input)
+ if isinstance(output.data, str):
+ equalp = compare_outputs(llmIOMapper, output.data, expected_output.data)
+ assert equalp
+ return
+
+ outputs = output.model_dump(exclude_unset=True, exclude_none=True)
+ expects = expected_output.model_dump(exclude_unset=True, exclude_none=True)
+ mapdiff = diff.DeepDiff(outputs, expects)
+ assert len(mapdiff.affected_paths) == 0
+
diff --git a/tests/utils.py b/tests/utils.py
new file mode 100644
index 0000000..75e35d3
--- /dev/null
+++ b/tests/utils.py
@@ -0,0 +1,51 @@
+# SPDX-FileCopyrightText: Copyright (c) 2025 Cisco and/or its affiliates.
+# SPDX-License-Identifier: Apache-2.0
+from agntcy_iomapper import AgentIOMapper
+from agntcy_iomapper.supported_agents import get_supported_agent
+import re
+
+__COMPARE_SYSTEM_PROMPT="""You are comparing two texts for similarity.
+First, write out in a step by step manner your reasoning to be sure that your conclusion is correct. Avoid simply stating the correct answer at the outset. Then print only a single choice from [true, false] (without quotes or punctuation) on its own line corresponding to the correct answer. At the end, repeat just the answer by itself on a new line.
+"""
+__COMPARE_USER_PROMPT="""Here is the data:
+[BEGIN DATA]
+************
+[First text]: {text1}
+************
+[Second text]: {text2}
+************
+[END DATA]
+
+Compare the factual content of the texts. Ignore any differences in style, grammar, or punctuation.
+Answer the question by selecting one of the following options:
+(true) The first text is largely the same as the second and fully consistent with it.
+(false) There is a disagreement between the first text and the second.
+
+Reasoning
+"""
+
+async def compare_outputs_async(iomapper: AgentIOMapper, text1: str, text2: str) -> bool:
+ model_name = iomapper.config.default_model
+ agent = get_supported_agent(
+ model_name,
+ system_prompt=__COMPARE_SYSTEM_PROMPT,
+ model_args=iomapper.config.models[model_name],
+ )
+ user_prompt = __COMPARE_USER_PROMPT.format(**locals())
+ response = await agent.run(user_prompt=user_prompt, model_settings=iomapper.config.default_model_settings[model_name])
+ matches = re.search("(true|false)\\s*$", response.data, re.IGNORECASE)
+ match = matches.group(1)
+ return match is not None and match.startswith("t")
+
+def compare_outputs(iomapper: AgentIOMapper, text1: str, text2: str) -> bool:
+ model_name = iomapper.config.default_model
+ agent = get_supported_agent(
+ model_name,
+ system_prompt=__COMPARE_SYSTEM_PROMPT,
+ model_args=iomapper.config.models[model_name],
+ )
+ user_prompt = __COMPARE_USER_PROMPT.format(**locals())
+ response = agent.run_sync(user_prompt=user_prompt, model_settings=iomapper.config.default_model_settings[model_name])
+ matches = re.search("(true|false)\\s*$", response.data, re.IGNORECASE)
+ match = matches.group(1)
+ return match is not None and match.startswith("t")