PIbd-42_SSPR/network/routes/experiment_parameters_router.py

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import yaml
from fastapi import APIRouter, HTTPException
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from pydantic import BaseModel
from typing import List, Tuple
import matplotlib.pyplot as plt
from matplotlib import cm
from mpl_toolkits.mplot3d import Axes3D
import io
import base64
from db.crud import *
from db.models import LoadParameters
from db.repositories import get_exp_parameters_by_category, get_exp_parameters_by_exp_hash
from macros_generator import load_calculation, recycling_calculation
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from network.routes.ch_experimentdb_experiment_data_router import get_ch_experimentdb_experiment_data_by_file_id
from network.schemas import ExperimentParametersBody, ExperimentParametersPlot
router = APIRouter()
@router.post('/create')
async def create_experiment_parameters(body: ExperimentParametersBody):
try:
await create(ExperimentParameters,
outer_blades_count=body.outer_blades_count,
outer_blades_length=body.outer_blades_length,
outer_blades_angle=body.outer_blades_angle,
middle_blades_count=body.middle_blades_count,
load_id=body.load_id,
recycling_id=body.recycling_id,
experiment_hash=body.experiment_hash
)
return {"message": "Новая запись <ExperimentParameters> успешно добавлена"}
except Exception as e:
raise HTTPException(status_code=500, detail=f"An error occurred: {str(e)}")
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@router.post('/plot')
async def create_plot(body: ExperimentParametersPlot):
try:
exp_data = await get_ch_experimentdb_experiment_data_by_file_id(body.file_id)
if not exp_data:
raise HTTPException(status_code=404, detail="Данные не найдены для указанного file_id")
filtered_data = [
record for record in exp_data
if body.range[0] <= getattr(record, body.additional_dimension, None) <= body.range[1]
]
if not filtered_data:
return {"message": "Нет данных для отображения в заданном диапазоне"}
x = [record.x for record in filtered_data]
y = [record.y for record in filtered_data]
z = [record.z for record in filtered_data]
color_values = [getattr(record, body.additional_dimension, None) for record in filtered_data]
fig = plt.figure(figsize=(10, 8))
ax = fig.add_subplot(111, projection='3d')
scatter = ax.scatter(x, y, z, c=color_values, cmap=cm.viridis, marker='o')
cbar = fig.colorbar(scatter, ax=ax)
cbar.set_label(body.additional_dimension)
ax.set_xlabel('X')
ax.set_ylabel('Y')
ax.set_zlabel('Z')
plt.title(f"3D график с измерением: {body.additional_dimension}")
buf = io.BytesIO()
plt.savefig(buf, format='png')
buf.seek(0)
image_base64 = base64.b64encode(buf.getvalue()).decode('utf-8')
buf.close()
plt.close(fig)
return {"message": "График построен успешно", "plot": image_base64}
except Exception as e:
raise HTTPException(status_code=500, detail=f"An error occurred: {str(e)}")
@router.get('/all')
async def get_all_experiment_parameters():
try:
result = await get_all(ExperimentParameters)
if result is not None:
return result
else:
return {"message": "Нет записей в <ExperimentParameters>"}
except Exception as e:
raise HTTPException(status_code=500, detail=f"An error occurred: {str(e)}")
@router.get('/{id}')
async def get_by_id_experiment_parameters(id: int):
try:
result = await get_by_id(ExperimentParameters, id)
if result is not None:
return result
else:
return {"message": "Запись <ExperimentParameters> не найдена"}
except Exception as e:
raise HTTPException(status_code=500, detail=f"An error occurred: {str(e)}")
@router.get('/by_category/{id}')
async def get_experiment_parameters_by_exp_category(id: int):
try:
result = await get_exp_parameters_by_category(id)
if result is not None:
return result
else:
return {"message": f'<ExperimentParameters> с идентификатором категории - {id} - не найдены'}
except Exception as e:
raise HTTPException(status_code=500, detail=f"An error occurred: {str(e)}")
@router.get('/by_exp_hash/{hash}')
async def get_experiment_parameters_by_exp_category(hash: str):
try:
result = await get_exp_parameters_by_exp_hash(hash)
if result is not None:
return result
else:
return {"message": f'<ExperimentParameters> с experiment_hash = {id} - не найдены'}
except Exception as e:
raise HTTPException(status_code=500, detail=f"An error occurred: {str(e)}")
@router.delete('/{id}/delete')
async def delete_experiment_parameters(id: int):
try:
is_deleted = await delete(ExperimentParameters, id)
if is_deleted:
return {"message": "Запись <ExperimentParameters> успешно удалена"}
else:
return {"message": "Запись <ExperimentParameters> не найдена"}
except Exception as e:
raise HTTPException(status_code=500, detail=f"An error occurred: {str(e)}")
# @router.post('/process_and_save/{id}') было нужно для проверки
async def process_and_save_experiment_data(id: int, load: float, recycling_level: float) -> dict:
try:
experiment = await get_by_id(ExperimentParameters, id)
if experiment is None:
raise HTTPException(status_code=404, detail=f"ExperimentParameters с id {id} не найден.")
yaml_file_path = "config.yaml"
with open(yaml_file_path, "r", encoding="utf-8") as file:
data = yaml.safe_load(file)
diameters = data["parameters"]["diameters"]
dict_load = load_calculation(load, diameters, None)
primary_air_consumption = dict_load["primary_air_consumption"]
secondary_air_consumption = dict_load["secondary_air_consumption"]
gas_inlet_consumption = dict_load["gas_inlet_consumption"]
alpha = dict_load["alpha"]
gas_consumption = dict_load["gas_consumption"]
air_consumption = dict_load["air_consumption"]
dict_recycling = recycling_calculation(alpha, gas_consumption, air_consumption, recycling_level)
co2 = dict_recycling["CO2"]
n2 = dict_recycling["N2"]
h2o = dict_recycling["H2O"]
o2 = dict_recycling["O2"]
load_params = await create(
LoadParameters,
load=int(load),
primary_air_consumption=primary_air_consumption,
secondary_air_consumption=secondary_air_consumption,
gas_inlet_consumption=gas_inlet_consumption
)
recycling_params = await create(
RecyclingParameters,
load_id=load_params.id,
recycling_level=int(recycling_level),
co2=co2,
n2=n2,
h2o=h2o,
o2=o2
)
await update_exp(
ExperimentParameters,
id=experiment.id,
updated_data={
"load_id": load_params.id,
"recycling_id": recycling_params.id
}
)
return {
"message": "Данные успешно обработаны и сохранены.",
"load_parameters": load_params,
"recycling_parameters": recycling_params
}
except Exception as e:
raise HTTPException(status_code=500, detail=f"An error occurred: {str(e)}")