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8 changes: 8 additions & 0 deletions .gitignore
Original file line number Diff line number Diff line change
Expand Up @@ -52,3 +52,11 @@ credentials/
*.swp

.pancake_db_port

farmers_registry.json
# --- Local Testing Data ---
# Keeps the test output out of the repo
pancake_data_lake/
jhon-tap.py
test_sync.py

109 changes: 97 additions & 12 deletions implementation/tap_adapter_base.py
Original file line number Diff line number Diff line change
Expand Up @@ -16,8 +16,12 @@
from typing import Dict, List, Any, Optional
from datetime import datetime
from enum import Enum
from dotenv import load_dotenv
import importlib
import yaml
import os
import json
load_dotenv()


class SIRUPType(Enum):
Expand All @@ -32,16 +36,23 @@ class SIRUPType(Enum):
PEST_DISEASE = "pest_disease"
MARKET_PRICE = "market_price"
CUSTOM = "custom"
WEATHER_DATA = "weather_data"
OEM_DATA = "oem_data"
FINANCIAL_BENCHMARK = "financial_benchmark"
SOIL_DATA = "soil_data"



class AuthMethod(Enum):
"""Supported authentication methods"""
NONE = "none" # No authentication required
NONE = "none"
API_KEY = "api_key"
OAUTH2 = "oauth2"
BASIC = "basic"
BEARER_TOKEN = "bearer_token"
CUSTOM = "custom"
PUBLIC = "public"
CUSTOM_HMAC = "custom_hmac"


class TAPAdapter(ABC):
Expand Down Expand Up @@ -94,11 +105,44 @@ def __init__(self, config: Dict[str, Any]):

# Initialize vendor-specific state
self._initialize()



def get_bite(self, geoid: str, params: Dict[str, Any]) -> Optional[Dict[str, Any]]:
"""The standard Pancake orchestration flow"""
# 1. Fetch raw data from the vendor
raw_data = self.get_vendor_data(geoid, params)
if not raw_data:
return None

# 2. Transform raw data into a SIRUP payload
# Grabs the first sirup type defined in your YAML/Enum
sirup_type = self.sirup_types[0] if hasattr(self, 'sirup_types') and self.sirup_types else None
sirup = self.transform_to_sirup(raw_data, sirup_type)
if not sirup:
return None

# 3. Wrap the SIRUP into a BITE envelope
return self.sirup_to_bite(sirup, geoid, params)

def _initialize(self):
"""Optional: Vendor-specific initialization (auth, validation, etc.)"""
pass

def load_registry(self) -> Dict[str, Any]:
"""Generic helper to load farmer tokens/data"""
path = 'farmers_registry.json'
if not os.path.exists(path): return {}
with open(path, 'r') as f:
try: return json.load(f)
except: return {}

def save_registry(self, registry: Dict[str, Any]):
"""Generic helper to save farmer tokens/data"""
path = 'farmers_registry.json'
with open(path, 'w') as f:
json.dump(registry, f, indent=4)

@abstractmethod
def get_vendor_data(self, geoid: str, params: Dict[str, Any]) -> Optional[Dict[str, Any]]:
"""
Expand Down Expand Up @@ -196,6 +240,24 @@ def get_capabilities(self) -> Dict[str, Any]:
"metadata": self.metadata
}

class OAuth2TAPAdapter(TAPAdapter):
"""Base class for all OAuth2-based OEM adapters (JD, CNH, etc.)"""

def load_registry(self) -> Dict[str, Any]:
registry_path = 'farmers_registry.json'
if os.path.exists(registry_path):
with open(registry_path, 'r') as f:
return json.load(f)
return {}

def save_registry(self, registry: Dict[str, Any]):
with open('farmers_registry.json', 'w') as f:
json.dump(registry, f, indent=4)

@abstractmethod
def refresh_token(self, farmer_id: str) -> bool:
"""Each vendor has a different refresh URL/logic"""
pass

class TAPAdapterFactory:
"""
Expand All @@ -222,6 +284,24 @@ def __init__(self, config_path: str = None):

if config_path:
self.load_from_config(config_path)

def _inject_env_vars(self, config_data):
"""Recursively replaces ${VAR} with environment variables."""
if isinstance(config_data, dict):
for k, v in config_data.items():
if isinstance(v, str) and v.startswith("${") and v.endswith("}"):
env_var = v[2:-1]
# Update with env value, fallback to original if not found
config_data[k] = os.getenv(env_var, v)
else:
self._inject_env_vars(v)
elif isinstance(config_data, list):
for i in range(len(config_data)):
if isinstance(config_data[i], (dict, list)):
self._inject_env_vars(config_data[i])
elif isinstance(config_data[i], str) and config_data[i].startswith("${"):
env_var = config_data[i][2:-1]
config_data[i] = os.getenv(env_var, config_data[i])

def load_from_config(self, config_path: str):
"""
Expand All @@ -244,6 +324,7 @@ def load_from_config(self, config_path: str):
"""
with open(config_path, 'r') as f:
config = yaml.safe_load(f)
self._inject_env_vars(config)

for vendor_config in config.get('vendors', []):
self.register_adapter(vendor_config)
Expand All @@ -262,17 +343,21 @@ def register_adapter(self, config: Dict[str, Any]):
raise ValueError("vendor_name and adapter_class are required")

# Dynamically import the adapter class
module_path, class_name = adapter_class_path.rsplit('.', 1)
module = importlib.import_module(module_path)
adapter_class = getattr(module, class_name)

# Instantiate the adapter
adapter = adapter_class(config)
self.adapters[vendor_name] = adapter

print(f"✓ Registered TAP adapter: {vendor_name}")
print(f" SIRUP types: {[t.value for t in adapter.sirup_types]}")

try:
module_path, class_name = adapter_class_path.rsplit('.', 1)
module = importlib.import_module(module_path)
adapter_class = getattr(module, class_name)

# Instantiate the adapter
adapter = adapter_class(config)
self.adapters[vendor_name] = adapter

print(f"✓ Registered TAP adapter: {vendor_name}")
print(f" SIRUP types: {[t.value for t in adapter.sirup_types]}")

except (ImportError, AttributeError, ModuleNotFoundError) as e:
print(f"⚠️ Skipping vendor '{vendor_name}': {e}")

def get_adapter(self, vendor_name: str) -> Optional[TAPAdapter]:
"""Get adapter by vendor name"""
return self.adapters.get(vendor_name)
Expand Down
68 changes: 68 additions & 0 deletions implementation/tap_adapters/John_Deer_README.md
Original file line number Diff line number Diff line change
@@ -0,0 +1,68 @@
# John Deere TAP Adapter

This directory contains the production-ready implementation of the John Deere adapter for the **Third-party Agentic-Pipeline (TAP)**. This adapter enables the automated discovery of organizations and machinery assets from the John Deere Operations Center, standardizing them into the SIRUP/BITE format used by the PANCAKE ecosystem.

---

## 🚀 Overview

The John Deere adapter is designed to bridge the gap between proprietary OEM data and standardized agricultural intelligence. It handles the complexities of OAuth2 authentication, token rotation, and multi-version API endpoints.

### Key Capabilities
- **Automated Token Management**: Implements proactive and reactive OAuth2 token refresh logic.
- **Multi-Endpoint Discovery**: Support for both modern `/equipment` and legacy `/machines` endpoints ensures compatibility across different organization types.
- **Asset Standardization**: Transforms raw JSON into SIRUP `oem_data`, mapping specific fields like `modelName` and `vin` to a unified asset structure.

---

## 🛠 Detailed Implementation Steps

We followed a modular approach to ensure the adapter is robust and maintainable. Below are the specific steps taken during development:

### 1. Base Class Integration
We inherited from the `TAPAdapter` base class in `tap_adapter_base.py`. This enforced a standard interface for fetching, transforming, and packaging data.

### 2. OAuth2 with Token Rotation
Because John Deere access tokens are short-lived, we implemented a sophisticated authentication handler:
* **Registry Integration**: The adapter loads credentials and tokens from a local `farmers_registry.json` file.
* **401 Unauthorized Handling**: If an API call fails with a `401`, the adapter automatically triggers `refresh_token()`, updates the local registry with new tokens, and retries the original request seamlessly.

### 3. Smart Data Discovery (`get_vendor_data`)
The adapter performs a two-stage discovery process:
* **Organization Fetching**: It first retrieves all organizations the authenticated user has access to.
* **Asset Probing**: For each organization, it attempts to fetch data from the latest `/equipment` endpoint. If that fails or returns no data, it falls back to the `/machines` endpoint to ensure no machinery is missed.

### 4. SIRUP & BITE Transformation
To make the data "AI-ready," we implemented two transformation layers:
* **`transform_to_sirup`**: Normalizes various machine attributes (ID, Brand, Model, Serial Number) into a flat, predictable JSON structure.
* **`sirup_to_bite`**: Wraps the normalized data in a BITE (Basic Intelligence Terminal Entity) packet, complete with unique ULID headers, metadata, and cryptographic hashes for data integrity.

---

## 📂 Project Structure

| File | Purpose |
| :--- | :--- |
| `johndeere_adapter.py` | Main logic for JD API interaction and data transformation. |
| `tap_adapter_base.py` | The universal interface and factory for all TAP adapters. |
| `tap_vendors.yaml` | Configuration file where the JD adapter is registered with its API base URL and credentials. |
| `TESTING.md` | Comprehensive guide for running unit and integration tests. |

---

## 🔧 Configuration

To enable the adapter, ensure your `tap_vendors.yaml` includes the following entry:

```yaml
- vendor_name: johndeere
adapter_class: tap_adapters.johndeere_adapter.JohnDeereAdapter
base_url: [https://sandboxapi.deere.com/platform](https://sandboxapi.deere.com/platform)
auth_method: oauth2
credentials:
client_id: ${DEERE_CLIENT_ID}
client_secret: ${DEERE_CLIENT_SECRET}


🧪 Testing
For detailed instructions on verifying the implementation—including how to use the john-tap.py utility for initial authorization—please refer to the TESTING.md file.
105 changes: 105 additions & 0 deletions implementation/tap_adapters/John_deer_TESTING.md
Original file line number Diff line number Diff line change
@@ -0,0 +1,105 @@
# John Deere Adapter: Testing & Integration Guide

This document provides developers and maintainers with the steps required to verify the John Deere TAP adapter, ranging from mocked unit tests to real-world integration.

---

## 1. Functional Overview
The John Deere adapter integrates with the Operations Center to discover machinery and organization data.
* **Discovery**: Probes both `/equipment` and `/machines` endpoints for cross-version compatibility.
* **Authentication**: Implements OAuth2 with automated token rotation.
* **Standardization**: Maps raw JSON to the SIRUP `oem_data` and BITE standard formats.

---

## 2. Unit Testing (No API Key Required)
Reviewers can verify the transformation logic and the 401-refresh trigger without an API account. These tests use a mock API response to ensure stability.

**Run command:**
```bash
python3 -m unittest implementation.tests.test_johndeere_adapter
```

---

## 3. Integration Testing (Real API Access)
To test the full lifecycle (OAuth2 refresh -> API Fetch -> BITE Storage), you can use the consolidated script below. This single block handles credentials, creates the necessary auth script, and runs the pipeline.

**Copy and run this entire block in your terminal:**

```bash
# --- STEP A: EXPORT CREDENTIALS ---
# Replace these with your actual John Deere developer keys
export DEERE_CLIENT_ID='your_client_id'
export DEERE_CLIENT_SECRET='your_client_secret'

# --- STEP B: CREATE THE AUTH UTILITY (jhon-tap.py) ---
cat << 'EOF' > john-tap.py
import os
import json
from requests_oauthlib import OAuth2Session

# 1. Configuration
client_id = os.getenv('DEERE_CLIENT_ID')
client_secret = os.getenv('DEERE_CLIENT_SECRET')
auth_url = "[https://signin.johndeere.com/oauth2/aus78av9p4u0uW7sj357/v1/authorize](https://signin.johndeere.com/oauth2/aus78av9p4u0uW7sj357/v1/authorize)"
token_url = "[https://signin.johndeere.com/oauth2/aus78av9p4u0uW7sj357/v1/token](https://signin.johndeere.com/oauth2/aus78av9p4u0uW7sj357/v1/token)"
scope = ['ag1', 'eq1', 'offline_access']

# 2. Authorization Request
deere = OAuth2Session(client_id, scope=scope, redirect_uri='http://localhost:8080/callback')
authorization_url, state = deere.authorization_url(auth_url)

print(f'\n1. Please authorize here: {authorization_url}')
redirect_response = input('2. Paste the full redirect URL here: ')

# 3. Token Exchange
token = deere.fetch_token(token_url, client_secret=client_secret, authorization_response=redirect_response)

# 4. Save to Registry
registry = {
"Test_FARMS_001": {
"access_token": token['access_token'],
"refresh_token": token['refresh_token']
}
}

with open('farmers_registry.json', 'w') as f:
json.dump(registry, f, indent=4)

print("✓ Created farmers_registry.json")
EOF


# --- STEP C: CREATE TEST RUNNER (test_sync.py) ---
cat << 'EOF' > test_sync.py
import os, json
from datetime import datetime
from implementation.tap_adapter_base import TAPAdapterFactory, SIRUPType
factory = TAPAdapterFactory('implementation/tap_vendors.yaml')
adapter = factory.get_adapter('johndeere')
with open('farmers_registry.json', 'r') as f:
farmers = json.load(f)
os.makedirs('pancake_data_lake', exist_ok=True)
for f_id in farmers:
bite = adapter.fetch_and_transform("TEST_FIELD_001", SIRUPType.CUSTOM, {"farmer_id": f_id})
if bite:
path = f"pancake_data_lake/{f_id}_test.json"
with open(path, 'w') as f: json.dump(bite, f, indent=4)
print(f"🚀 SUCCESS: Data stored at {path}")
EOF

# --- STEP D: EXECUTE ---
python3 jhon-tap.py
python3 test_sync.py
```

### Expected Output
```text
✓ Registered TAP adapter: johndeere
🔎 Found 1 farmers in registry.

📡 Starting sync for PRUDHVI_FARMS_001...
🚀 SUCCESS: PRUDHVI_FARMS_001 data is now AI-ready in Pancake.
📂 Stored at: ./pancake_data_lake/TEST_FARMS_001_20260203.json
```
3 changes: 3 additions & 0 deletions implementation/tap_adapters/__init__.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,3 @@
from .johndeere_adapter import JohnDeereAdapter
from .cnh_industrial_adapter import CNHIndustrialAdapter
from .usda_nass_adapter import USDANASSAdapter
Loading