Metadata-Version: 2.1
Name: xpuls-mlmonitor
Version: 0.2.0
Summary: Automated telemetry and monitoring for ML & LLM Frameworks
Home-page: https://github.com/xpuls-labs/xpuls-mlmonitor-python
Author: Sai Sharan Tangeda
Author-email: saisarantangeda@gmail.com
License: Apache License 2.0
Description-Content-Type: text/markdown
License-File: LICENSE
Requires-Dist: prometheus-client
Requires-Dist: pydantic
Requires-Dist: requests
Requires-Dist: urllib3
Requires-Dist: prometheus-client
Requires-Dist: pydantic
Requires-Dist: requests
Requires-Dist: urllib3
Requires-Dist: langchain
Provides-Extra: langchain
Requires-Dist: prometheus-client; extra == "langchain"
Requires-Dist: pydantic; extra == "langchain"
Requires-Dist: requests; extra == "langchain"
Requires-Dist: urllib3; extra == "langchain"
Requires-Dist: langchain; extra == "langchain"
Provides-Extra: all
Requires-Dist: prometheus-client; extra == "all"
Requires-Dist: pydantic; extra == "all"
Requires-Dist: requests; extra == "all"
Requires-Dist: urllib3; extra == "all"
Requires-Dist: prometheus-client; extra == "all"
Requires-Dist: pydantic; extra == "all"
Requires-Dist: requests; extra == "all"
Requires-Dist: urllib3; extra == "all"
Requires-Dist: langchain; extra == "all"

# Welcome to xpuls.ai 👋  

## MLMonitor - Automatic Instrumentation for ML Frameworks
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<a href="https://xpuls.ai">Website</a> | <a href="https://xpuls.ai">Docs</a> | <a href="https://xpuls.ai">Blog</a> | <a href="https://x.com/xpulsai">Twitter</a> | <a href="https://social.xpuls.ai/join/discord">Community</a>
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[![PyPI version](https://badge.fury.io/py/xpuls-mlmonitor.svg)](https://badge.fury.io/py/xpuls-mlmonitor)
[![GitHub version](https://badge.fury.io/gh/xpuls-labs%2Fxpuls-mlmonitor-python.svg)](https://badge.fury.io/gh/xpuls-labs%2Fxpuls-mlmonitor-python)

## Roadmap 🚀

| Framework        | Status  |
|------------------|---------|
| Langchain        | ✅       |
| LLamaIndex       | Planned |
| PyTorch          | Planned |
| SKLearn          | Planned |
| Transformers     | Planned |
| Stable Diffusion | Next    |


### 💡 If support of any framework/feature is useful for you, please feel free to reach out to us via [Discord](https://social.xpuls.ai/join/discord) or Github Discussions


## 🔗 Installation 

1. Install from PyPI
```shell
pip install xpuls-mlmonitor
```

## 🧩 Usage Example 
```python
from xpuls.mlmonitor.langchain.instrument import LangchainTelemetry
import os

# Enable this for advance tracking with our xpuls-ml platform
os.environ["XPULSAI_TRACING_ENABLED"] = "true"

# Add default labels that will be added to all captured metrics
default_labels = {"service": "ml-project-service", "k8s_cluster": "app0", "namespace": "dev", "agent_name": "fallback_value"}

# Enable the auto-telemetry
LangchainTelemetry(
  default_labels=default_labels,
  xpuls_host_url="http://app.xpuls.ai" # Optional param, required when XPULSAI_TRACING is enabled
).auto_instrument()

## [Optional] Override labels for scope of decorator [Useful if you have multiple scopes where you need to override the default label values]
@TelemetryOverrideLabels(agent_name="chat_agent_alpha")
def get_response_using_agent_alpha(prompt, query):
    agent = initialize_agent(llm=chat_model,
                             verbose=True,
                             agent=CONVERSATIONAL_REACT_DESCRIPTION,
                             memory=memory)

    res = agent.run(f"{prompt}. \n Query: {query}")
```

## ℹ️ Complete Usage Guides 

- [Langchain Framework](./docs/langchain.md) + [Grafana Template](./dashboards/grafana_langchain.json)

## 🧾 License 

This project is licensed under the Apache License 2.0. See the LICENSE file for more details.


## 📢 Contributing 

We welcome contributions to MLMonitor! If you're interested in contributing.

If you encounter any issues or have feature requests, please file an issue on our GitHub repository.



## 💬 Get in touch 

👉 [Join our Discord community!](https://social.xpuls.ai/join/discord)

🐦 Follow the latest from xpuls.ai team on Twitter [@xpulsai](https://twitter.com/xpulsai)
