Add Prometheus client dependency and update README with project details

README.md

@@ -0,0 +1,36 @@
+# MLOps Project
+
+This is an MLOps project for CSGO data analysis and model training.
+
+## Features
+
+- Data pipeline with Apache Airflow
+- Model training with PyTorch and scikit-learn
+- MLflow for experiment tracking
+- DVC for data versioning
+- Monitoring with Prometheus
+- FastAPI for API serving
+
+## Setup
+
+1. Install dependencies:
+   ```bash
+   poetry install
+   ```
+
+2. Run the data pipeline:
+   ```bash
+   airflow dags unpause csgo_data_pipeline
+   ```
+
+## Project Structure
+
+- `dags/`: Airflow DAGs
+- `src/`: Source code
+- `models/`: Trained models
+- `data/`: Data files
+- `notebooks/`: Jupyter notebooks
+- `tests/`: Test files
+- `config/`: Configuration files
+- `docker/`: Docker files
+- `kubernetes/`: Kubernetes manifests

poetry.lock

@@ -5026,6 +5026,21 @@ dev = ["django-stubs", "lxml", "mypy", "mypy-baseline", "packaging", "pre-commit
 langchain = ["langchain (>=0.2.0)"]
 test = ["anthropic", "coverage", "django", "freezegun (==1.5.1)", "google-genai", "langchain-anthropic (>=0.3.15)", "langchain-community (>=0.3.25)", "langchain-core (>=0.3.65)", "langchain-openai (>=0.3.22)", "langgraph (>=0.4.8)", "mock (>=2.0.0)", "openai", "parameterized (>=0.8.1)", "pydantic", "pytest", "pytest-asyncio", "pytest-timeout"]
 
+[[package]]
+name = "prometheus-client"
+version = "0.23.1"
+description = "Python client for the Prometheus monitoring system."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "prometheus_client-0.23.1-py3-none-any.whl", hash = "sha256:dd1913e6e76b59cfe44e7a4b83e01afc9873c1bdfd2ed8739f1e76aeca115f99"},
+    {file = "prometheus_client-0.23.1.tar.gz", hash = "sha256:6ae8f9081eaaaf153a2e959d2e6c4f4fb57b12ef76c8c7980202f1e57b48b2ce"},
+]
+
+[package.extras]
+twisted = ["twisted"]
+
 [[package]]
 name = "prompt-toolkit"
 version = "3.0.52"
@@ -7867,4 +7882,4 @@ type = ["pytest-mypy"]
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.12,<3.14"
-content-hash = "d9c6cbec69c483c02a545b417f51276379e2df0fdaff444a981658207943bdcb"
+content-hash = "9fc1c61da09b93d9bb0488442eed9ac4cfaa45b42c3340c6f530495c42dc5b23"

pyproject.toml

@@ -24,3 +24,6 @@ dependencies = [
 [build-system]
 requires = ["poetry-core>=2.0.0,<3.0.0"]
 build-backend = "poetry.core.masonry.api"
+
+[tool.poetry]
+package-mode = false