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import pandas as pd
from itertools import permutations, combinations
from fastapi import FastAPI, File, UploadFile, Form, HTTPException, Request, Response
from fastapi.middleware.cors import CORSMiddleware
from pydantic import BaseModel
from typing import List, Dict, Any
import uuid
import requests
import json

app = FastAPI()
stored_combinations = {}
processed_data_store: Dict[str, Dict[str, Any]] = {}  # Store processed data with session_id

app.add_middleware(
    CORSMiddleware,
    allow_origins=["*"],  # Adjust as needed for security
    allow_credentials=True,
    allow_methods=["*"],
    allow_headers=["*"],
)

@app.options("/{rest_of_path:path}")
async def preflight_handler(request: Request, rest_of_path: str) -> Response:
    return Response(headers={
        "Access-Control-Allow-Origin": "*",  # Adjust as needed for security
        "Access-Control-Allow-Methods": "POST, GET, OPTIONS, PUT, DELETE",
        "Access-Control-Allow-Headers": "*",
    })


# Box and Truck classes
class Box:
    def __init__(self, length, width, height, quantity, box_type):
        self.length = length
        self.width = width
        self.height = height
        self.quantity = quantity if quantity > 0 else 1
        self.type = box_type

    def rotated_dimensions(self):
        possible_rotations = [
            (self.length, self.width, self.height),
            (self.length, self.height, self.width),
            (self.width, self.length, self.height),
            (self.width, self.height, self.length),
            (self.height, self.length, self.width),
            (self.height, self.width, self.length)
        ]
        return sorted(possible_rotations, key=lambda x: (x[0] * x[1], x[2]), reverse=True)

    def volume(self):
        return self.length * self.width * self.height


class Truck:
    def __init__(self, length, width, height):
        self.length = length
        self.width = width
        self.height = height
        self.volume = length * width * height
        self.placed_boxes = []
        self.available_space = [(0, 0, 0, length, width, height)]

    def is_space_supported(self, position, box):
        x, y, z = position
        bl, bw, bh = box

        if z == 0:
            return True

        for placed_box, placed_position in self.placed_boxes:
            px, py, pz = placed_position
            pl, pw, ph = placed_box

            if (x >= px and x + bl <= px + pl) and (y >= py and y + bw <= py + pw) and (z == pz + ph):
                return True

        return False

    def add_box_ffd(self, box):
        best_fit = None
        best_fit_space_index = -1
        best_fit_volume_waste = float('inf')

        for rotation in box.rotated_dimensions():
            for i, space in enumerate(self.available_space):
                x, y, z, l, w, h = space

                if rotation[0] <= l and rotation[1] <= w and rotation[2] <= h:
                    if not self.is_space_supported((x, y, z), rotation):
                        continue

                    leftover_volume = (l * w * h) - (rotation[0] * rotation[1] * rotation[2])

                    if leftover_volume < best_fit_volume_waste:
                        best_fit = rotation
                        best_fit_space_index = i
                        best_fit_volume_waste = leftover_volume

        if best_fit:
            x, y, z, l, w, h = self.available_space[best_fit_space_index]
            box_position = (x, y, z)

            self.placed_boxes.append((best_fit, box_position))

            self.available_space.pop(best_fit_space_index)
            self.update_space(best_fit, box_position, l, w, h)
            return box_position
        else:
            return None

    def update_space(self, box, position, l, w, h):
        x, y, z = position
        bl, bw, bh = box

        new_spaces = [
            (x + bl, y, z, l - bl, w, h),
            (x, y + bw, z, bl, w - bw, h),
            (x, y, z + bh, bl, bw, h - bh),
        ]

        new_spaces = [space for space in new_spaces if space[3] > 0 and space[4] > 0 and space[5] > 0]

        self.available_space.extend(new_spaces)
        self.available_space.sort(key=lambda space: (space[2], space[1], space[0]))


# Helper functions for box packing
def pack_boxes_ffd(truck, consignments):
    packed_positions = []

    consignments = sorted(consignments, key=lambda c: (not c[1], -sum(box.volume() * box.quantity for box in c[0])))

    for consignment in consignments:
        consignment_packed = []
        for box in consignment[0]:
            for _ in range(box.quantity):
                position = truck.add_box_ffd(box)
                if position is None:
                    break
                consignment_packed.append((box, position))

        if len(consignment_packed) == sum(box.quantity for box in consignment[0]):
            packed_positions.extend(consignment_packed)
        else:
            break

    return packed_positions


def find_max_consignments_combinations(truck, consignments, combination_limit=100):
    combinations_that_fit = []
    consignments_sorted = sorted(consignments, key=lambda c: (not c[1], -sum(box.volume() * box.quantity for box in c[0])))

    combo_count = 0
    max_consignments_fitted = 0

    for r in range(1, len(consignments_sorted) + 1):
        for combo in combinations(consignments_sorted, r):
            combo_count += 1
            print(f"Checking combination {combo_count}: {[f'Consignment {boxes[0].type}' for boxes, _ in combo]}")

            if combo_count > combination_limit:
                print(f"Reached combination limit of {combination_limit}. Stopping further checks.")
                break

            temp_truck = Truck(truck.length, truck.width, truck.height)

            total_volume = sum(sum(box.volume() * box.quantity for box in consignment[0]) for consignment in combo)

            if total_volume > temp_truck.volume:
                continue

            try:
                packed_positions = pack_boxes_ffd(temp_truck, combo)
                if packed_positions:
                    print(f"Combination {combo_count} fits with {len(combo)} consignments")
                    combinations_that_fit.append(combo)
                    max_consignments_fitted = max(max_consignments_fitted, len(combo))

                    if len(combinations_that_fit) >= 5:
                        break
            except HTTPException:
                print(f"Combination {combo_count} does not fit")
                continue

        if combo_count > combination_limit:
            break

    return combinations_that_fit[-5:]


def suggest_truck(consignments):
    trucks = {
        "TATA ACE": {"length": 7, "width": 4.8, "height": 4.8},
        "ASHOK LEYLAND DOST": {"length": 7, "width": 4.8, "height": 4.8},
        "MAHINDRA BOLERO PICK UP": {"length": 8, "width": 5, "height": 4.8},
        "ASHOK LEYLAND BADA DOST": {"length": 9.5, "width": 5.5, "height": 5},
        "TATA 407": {"length": 9, "width": 5.5, "height": 5},
        "EICHER 14 FEET": {"length": 14, "width": 6, "height": 6.5},
        "EICHER 17 FEET": {"length": 17, "width": 6, "height": 7},
        "EICHER 19 FEET": {"length": 19, "width": 7, "height": 7},
        "TATA 22 FEET": {"length": 22, "width": 7.5, "height": 7},
        "TATA TRUCK (6 TYRE)": {"length": 17.5, "width": 7, "height": 7},
        "TAURUS 16 T (10 TYRE)": {"length": 21, "width": 7.2, "height": 7},
        "TAURUS 21 T (12 TYRE)": {"length": 24, "width": 7.3, "height": 7},
        "TAURUS 25 T (14 TYRE)": {"length": 28, "width": 7.8, "height": 7},
        "CONTAINER 20 FT": {"length": 20, "width": 8, "height": 8},
        "CONTAINER 32 FT SXL": {"length": 32, "width": 8, "height": 8},
        "CONTAINER 32 FT MXL": {"length": 32, "width": 8, "height": 8},
        "CONTAINER 32 FT SXL / MXL HQ": {"length": 32, "width": 8, "height": 10},
        "20 FEET OPEN ALL SIDE (ODC)": {"length": 20, "width": 8, "height": 8},
        "28-32 FEET OPEN-TRAILOR JCB ODC": {"length": 28, "width": 8, "height": 8},
        "32 FEET OPEN-TRAILOR ODC": {"length": 32, "width": 8, "height": 8},
        "40 FEET OPEN-TRAILOR ODC": {"length": 40, "width": 8, "height": 8},
        "SCV": {"length": 5, "width": 12, "height": 6},
        "LCV": {"length": 11, "width": 5, "height": 5},
        "ICV": {"length": 16, "width": 6.5, "height": 6.5},
        "MCV": {"length": 19, "width": 7, "height": 7}
    }

    sorted_trucks = sorted(trucks.items(), key=lambda t: t[1]['length'] * t[1]['width'] * t[1]['height'])

    for truck_name, dimensions in sorted_trucks:
        truck = Truck(dimensions['length'] * 12, dimensions['width'] * 12, dimensions['height'] * 12)
        packed_positions = pack_boxes_ffd(truck, consignments)

        total_boxes = sum(box.quantity for consignment in consignments for box in consignment[0])

        if len(packed_positions) == total_boxes:
            return {"name": truck_name, "dimensions": dimensions}

    return None


# Models
class BoxData(BaseModel):
    PieceLength: float
    PieceBreadth: float
    PieceHeight: float
    Priority: int


class ConsignmentData(BaseModel):
    ConsignmentNo: str
    Priority: int
    boxes: List[BoxData]


class SubmitDataRequest(BaseModel):
    truck_name: str
    autoSuggest: bool
    consignments_data: List[ConsignmentData]

from fastapi.responses import RedirectResponse

@app.post("/submit_data/")
async def submit_data(request: SubmitDataRequest):
    """
    Endpoint to receive data from the client via API.
    """
    truck_name = request.truck_name
    autoSuggest = request.autoSuggest
    consignments_data = request.consignments_data  # This is already parsed from JSON

    global stored_combinations, processed_data_store

    # Parse consignments and calculate total quantity based on box dimensions
    consignments = []
    for consignment_data in consignments_data:
        consignment_no = consignment_data.ConsignmentNo  # ConsignmentNo is now accessible as a string
        is_priority = consignment_data.Priority

        # Aggregate the boxes with same dimensions
        box_aggregation = {}
        for box_data in consignment_data.boxes:
            dimensions = (box_data.PieceLength, box_data.PieceBreadth, box_data.PieceHeight)

            if dimensions in box_aggregation:
                box_aggregation[dimensions]['Quantity'] += 1  # Increment the count if dimensions are the same
            else:
                box_aggregation[dimensions] = {
                    'PieceLength': box_data.PieceLength,
                    'PieceBreadth': box_data.PieceBreadth,
                    'PieceHeight': box_data.PieceHeight,
                    'Quantity': 1  # Initialize count to 1
                }

        # Convert aggregated boxes back to the expected list format
        consignment_boxes = [
            Box(
                box['PieceLength'] / 2.54,  # Convert cm to inches
                box['PieceBreadth'] / 2.54,
                box['PieceHeight'] / 2.54,
                box['Quantity'],
                f"Consignment {consignment_no} ({'Priority' if is_priority else 'Non-Priority'})"
            )
            for box in box_aggregation.values()
        ]
        consignments.append((consignment_boxes, is_priority))

    # Handle autoSuggest logic and other functionality here
    if autoSuggest:
        suggested_truck = suggest_truck(consignments)
        if suggested_truck:
            truck_name = suggested_truck["name"]
            length = suggested_truck['dimensions']['length']
            width = suggested_truck['dimensions']['width']
            height = suggested_truck['dimensions']['height']
        else:
            raise HTTPException(status_code=400, detail="No suitable truck found")
    else:
        # Assuming truck dimensions are known based on truck_name
        trucks = {
            "TATA ACE": {"length": 7, "width": 4.8, "height": 4.8},
        "ASHOK LEYLAND DOST": {"length": 7, "width": 4.8, "height": 4.8},
        "MAHINDRA BOLERO PICK UP": {"length": 8, "width": 5, "height": 4.8},
        "ASHOK LEYLAND BADA DOST": {"length": 9.5, "width": 5.5, "height": 5},
        "TATA 407": {"length": 9, "width": 5.5, "height": 5},
        "EICHER 14 FEET": {"length": 14, "width": 6, "height": 6.5},
        "EICHER 17 FEET": {"length": 17, "width": 6, "height": 7},
        "EICHER 19 FEET": {"length": 19, "width": 7, "height": 7},
        "TATA 22 FEET": {"length": 22, "width": 7.5, "height": 7},
        "TATA TRUCK (6 TYRE)": {"length": 17.5, "width": 7, "height": 7},
        "TAURUS 16 T (10 TYRE)": {"length": 21, "width": 7.2, "height": 7},
        "TAURUS 21 T (12 TYRE)": {"length": 24, "width": 7.3, "height": 7},
        "TAURUS 25 T (14 TYRE)": {"length": 28, "width": 7.8, "height": 7},
        "CONTAINER 20 FT": {"length": 20, "width": 8, "height": 8},
        "CONTAINER 32 FT SXL": {"length": 32, "width": 8, "height": 8},
        "CONTAINER 32 FT MXL": {"length": 32, "width": 8, "height": 8},
        "CONTAINER 32 FT SXL / MXL HQ": {"length": 32, "width": 8, "height": 10},
        "20 FEET OPEN ALL SIDE (ODC)": {"length": 20, "width": 8, "height": 8},
        "28-32 FEET OPEN-TRAILOR JCB ODC": {"length": 28, "width": 8, "height": 8},
        "32 FEET OPEN-TRAILOR ODC": {"length": 32, "width": 8, "height": 8},
        "40 FEET OPEN-TRAILOR ODC": {"length": 40, "width": 8, "height": 8},
        "SCV": {"length": 5, "width": 12, "height": 6},
        "LCV": {"length": 11, "width": 5, "height": 5},
        "ICV": {"length": 16, "width": 6.5, "height": 6.5},
        "MCV": {"length": 19, "width": 7, "height": 7}
        }

        if truck_name not in trucks:
            raise HTTPException(status_code=400, detail="Invalid truck name provided")

        truck_dimensions = trucks[truck_name]
        length = truck_dimensions['length']
        width = truck_dimensions['width']
        height = truck_dimensions['height']

    # Initialize the Truck object and pack boxes
    truck = Truck(length * 12, width * 12, height * 12)  # Convert feet to inches
    packed_positions = pack_boxes_ffd(truck, consignments)

    total_boxes = sum(box.quantity for consignment in consignments for box in consignment[0])

    if len(packed_positions) < total_boxes:
        stored_combinations = find_max_consignments_combinations(truck, consignments)
        if stored_combinations:
            combinations_info = []
            for index, combo in enumerate(stored_combinations):
                total_quantity = sum(box.quantity for boxes, _ in combo for box in boxes)
                combination_info = {
                    "combination_number": index + 1,
                    "consignments": [
                        {
                            "consignment_number": f"{boxes[0].type.split(' ')[1]}",
                            "priority_status": boxes[0].type.split('(')[1].strip(')')
                        }
                        for boxes, _ in combo
                    ],
                    "total_quantity": total_quantity  # Add total quantity for this combination
                }
                combinations_info.append(combination_info)

            # Generate a unique session_id
            session_id = str(uuid.uuid4())
            processed_data_store[session_id] = {
                "error": "Not all consignments fit.",
                "combinations_that_fit": combinations_info,
                "truck": {
                    "name": truck_name,
                    "dimensions": {
                        "length": length,
                        "width": width,
                        "height": height
                    }
                }
            }

            # Redirect to the visualization page
            return RedirectResponse(url=f"https://66e6a59e6eaa79674a3c7c47--stellar-jelly-eac527.netlify.app?session_id={session_id}", status_code=302)


    # Prepare box data for visualization
    box_data = [
        {
            'length': box.length,
            'width': box.width,
            'height': box.height,
            'type': box.type,
            'quantity': box.quantity,
            'position': {'x': pos[0], 'y': pos[1], 'z': pos[2]}
        }
        for box, pos in packed_positions
    ]

    # Generate a unique session_id
    session_id = str(uuid.uuid4())
    processed_data_store[session_id] = {
        "boxes": box_data,
        "truck": {
            "name": truck_name,
            "dimensions": {
                "length": length,
                "width": width,
                "height": height
            }
        }
    }

    # Redirect to the visualization page
    return RedirectResponse(url=f"https://66e6a59e6eaa79674a3c7c47--stellar-jelly-eac527.netlify.app?session_id={session_id}", status_code=302)



@app.post("/load_combination/")
async def load_combination(
    index: int = Form(...),
    truck_length: float = Form(...),
    truck_width: float = Form(...),
    truck_height: float = Form(...),
    truck_name: str = Form(...)
):
    """
    Endpoint to visualize the selected combination.
    """
    print(f"Received index: {index}")
    print(f"Received truck details: {truck_length}L x {truck_width}W x {truck_height}H, Name: {truck_name}")

    # Ensure the index is within the valid range
    if index >= len(stored_combinations):
        raise HTTPException(status_code=400, detail="Invalid combination index")

    selected_combination = stored_combinations[index]

    # Create a Truck object using the received truck dimensions
    truck = Truck(truck_length * 12, truck_width * 12, truck_height * 12)  # Convert feet to inches

    # Unpack and structure the combination data for the pack_boxes_ffd function
    consignments = [
        (boxes, priority) for boxes, priority in selected_combination  # Unpack the combination as expected
    ]

    # Generate the box data for this combination
    packed_positions = pack_boxes_ffd(truck, consignments)

    # Prepare the box data
    box_data = [
        {
            'length': box.length,
            'width': box.width,
            'height': box.height,
            'type': box.type,
            'quantity': box.quantity,
            'position': {'x': pos[0], 'y': pos[1], 'z': pos[2]}
        }
        for box, pos in packed_positions
    ]

    # Return the box data and truck information to the frontend
    return {
        "boxes": box_data,
        "truck": {
            "name": truck_name,
            "dimensions": {
                "length": truck_length,
                "width": truck_width,
                "height": truck_height
            }
        }
    }


@app.get("/get_visualization/{session_id}/")
async def get_visualization(session_id: str):
    """
    Endpoint for the frontend to fetch processed data using session_id.
    """
    if session_id not in processed_data_store:
        raise HTTPException(status_code=404, detail="Session ID not found")

    return processed_data_store[session_id]