Wip/batch margin js py

financial-agent-py/.env.example

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+# OpenAI Configuration
+OPENAI_API_KEY=your_openai_api_key_here
+
+# Nevermined Configuration (for protected agent)
+BUILDER_NVM_API_KEY=your_builder_api_key_here
+SUBSCRIBER_NVM_API_KEY=your_subscriber_api_key_here
+NVM_ENVIRONMENT=staging_sandbox
+NVM_AGENT_ID=your_agent_did_here
+NVM_PLAN_ID=your_plan_did_here
+NVM_AGENT_HOST=http://localhost:8000
+
+# Server Configuration
+PORT=8000
+AGENT_URL=http://localhost:8000

financial-agent-py/.gitignore

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+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+pip-wheel-metadata/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+.python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# IDE
+.vscode/
+.idea/
+*.swp
+*.swo
+*~
+
+# macOS
+.DS_Store
+.DS_Store?
+._*
+.Spotlight-V100
+.Trashes
+ehthumbs.db
+Thumbs.db
+
+# Logs
+logs
+*.log
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+
+# Runtime data
+pids
+*.pid
+*.seed
+*.pid.lock
+
+# Dependency directories
+node_modules/

financial-agent-py/README.md

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+# Financial Agent (Python)
+
+A Python implementation of the FinGuide financial education agent using FastAPI, OpenAI, and Nevermined Payments.
+
+## Features
+
+- **Two Agent Versions**:
+  - `index_unprotected.py` - Free access financial education agent
+  - `index_nevermined.py` - Protected agent with Nevermined payment integration
+
+- **Dynamic Credit System** (Protected version only):
+  - Credits charged based on actual token usage
+  - Formula: `10 * (actual_tokens / max_tokens)`, minimum 1 credit
+  - Rewards concise responses with lower costs
+
+- **Session Management**: Maintains conversation context across multiple questions
+- **Loading Animation**: Visual feedback during API calls
+- **Educational Focus**: Provides financial education rather than investment advice
+
+## Setup
+
+1. **Install dependencies**:
+   ```bash
+   pip install -r requirements.txt
+   ```
+
+2. **Environment Configuration**:
+   ```bash
+   cp .env.example .env
+   # Edit .env with your API keys and configuration
+   ```
+
+3. **Required Environment Variables**:
+   ```
+   OPENAI_API_KEY=your_openai_api_key_here
+
+   # For protected agent only:
+   BUILDER_NVM_API_KEY=your_builder_api_key_here
+   SUBSCRIBER_NVM_API_KEY=your_subscriber_api_key_here
+   NVM_ENVIRONMENT=staging_sandbox
+   NVM_AGENT_ID=your_agent_did_here
+   NVM_PLAN_ID=your_plan_did_here
+   ```
+
+## Running the Agent
+
+### Unprotected Agent (Free Access)
+```bash
+cd agent
+python index_unprotected.py
+# Server starts on http://localhost:8001
+```
+
+### Protected Agent (Nevermined Integration)
+```bash
+cd agent
+python index_nevermined.py
+# Server starts on http://localhost:8000
+```
+
+## Running the Client
+
+### Test Unprotected Agent
+```bash
+cd client
+python index_unprotected.py
+```
+
+### Test Protected Agent
+```bash
+cd client
+python index_nevermined.py
+```
+
+## API Endpoints
+
+### POST /ask
+Send a financial question to FinGuide.
+
+**Request Body**:
+```json
+{
+  "input_query": "What is diversification?",
+  "sessionId": "optional-session-id"
+}
+```
+
+**Response** (Unprotected):
+```json
+{
+  "output": "Diversification is like not putting all your eggs in one basket...",
+  "sessionId": "generated-or-provided-session-id"
+}
+```
+
+**Response** (Protected):
+```json
+{
+  "output": "Diversification is like not putting all your eggs in one basket...",
+  "sessionId": "generated-or-provided-session-id",
+  "redemptionResult": {
+    "creditsRedeemed": 3,
+    "error": null
+  }
+}
+```
+
+### GET /health
+Health check endpoint.
+
+**Response**:
+```json
+{
+  "status": "ok"
+}
+```
+
+## Architecture
+
+- **FastAPI**: Modern Python web framework with automatic OpenAPI docs
+- **OpenAI**: GPT-4o-mini for natural language responses
+- **Nevermined Payments**: Payment and observability integration (protected version)
+- **Session Management**: In-memory conversation history
+- **Async/Await**: Non-blocking request handling
+
+## Key Differences from TypeScript Version
+
+1. **FastAPI** instead of Express.js
+2. **Pydantic models** for request/response validation
+3. **Async/await** pattern throughout
+4. **Python-style** naming conventions (snake_case)
+5. **Local payments-py** library integration
+
+## Development
+
+The Python implementation maintains feature parity with the TypeScript version while following Python best practices and idioms.