fixed errors in new version of contract map due mlflow changes that w…

.github/workflows/ci.yml

@@ -42,7 +42,8 @@ jobs:
       - name: Install Python dependencies
         run: |
           python -m pip install --upgrade pip
-          pip install -r requirements.txt
+          python -m pip install -r requirements.txt
+          python -m pip install -e .
 
       - name: Run tests
         run: pytest -q

.gitignore

@@ -1,9 +1,14 @@
 .env
 venv/*
 *.csv
+*.xlsx
 **/__pycache__
 **egg-info
 *.DS_Store
 *ipynb_checkpoints
 *.vscode
-.github/instructions/
+.github/instructions/
+.idea/
+Davis_atamis_test.xlsx
+nhs_data_evaluation.py
+tenders_experiment.ipynb

README.md

@@ -1,4 +1,4 @@
-# ccs-contract-map
+# ccs-contract-map 
 
 
 This repository provides a tool to automatically label contract descriptions using the CCS categories. It leverages a Large Language Model (LLM) to classify contract descriptions into predefined categories accurately and consistently.
@@ -59,6 +59,24 @@ The experiment was ran using `evaluation/run_demo_v2.py`
 2. Processing: LLM uses the system prompt to understand how to categorise the given contract description
 3. Output: A single CCS category label that best fits the contract description is outputted by LLM
 
+## How To Install Locally
+
+1. Create a venv:
+```
+python -m venv venv
+```
+2. Load the venv:
+```
+source venv/bin/activate
+```
+3. Update pip:
+```
+python -m pip install --upgrade pip
+```
+4. Install the dependencies:
+```
+python -m pip install -r requirements.txt
+```
 
 ## Developer Tooling (Pre-commit, Ruff, pytest)
 
@@ -68,20 +86,6 @@ This project uses:
 - [Ruff](https://docs.astral.sh/ruff/) for fast linting.
 - [pytest](https://docs.pytest.org/) for unit testing.
 
-### Install tooling
-
-If you already installed dependencies from `requirements.txt`, install the remaining developer tools:
-
-```bash
-python -m pip install pre-commit ruff
-```
-
-Or install all at once:
-
-```bash
-python -m pip install -r requirements.txt pre-commit ruff
-```
-
 ### Set up pre-commit hooks
 
 Install hooks locally:

requirements.in

@@ -0,0 +1,27 @@
+# Base Tools (Add these!)
+pip
+pip-tools
+
+# Core Framework
+langchain
+langchain-core
+langchain-community
+langchain-openai
+
+# Environment & Data
+python-dotenv
+pandas
+
+# API & Server
+fastapi
+uvicorn
+
+# Azure Integration
+azureml-mlflow
+azure-ai-ml
+azure-identity
+
+# Development & Testing
+pytest
+ruff
+pre-commit