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Author SHA1 Message Date
HSIN-CHUAN HUANG be5e385ae0 Update README.md 2021-11-11 08:56:36 +00:00
21 changed files with 37 additions and 57259 deletions
+20 -8
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@@ -1,6 +1,11 @@
# BioProAPIServer
### Setup pi3 postgresql
### Setup postgresql
##### Installation
```
sudo apt-get install postgresql libpq-dev postgresql-client postgresql-client-common
```
##### Switch to the Postgres user to configure the database
```
@@ -14,11 +19,18 @@ createuser biopro -P --interactive
##### Postgres command (type psql first to connect postgres)
```
#Enter postgresql
psql
#Find databases
\l
#Find tables
\dt
# Create new database and table if you need
create database test
test=> create table people (name text, company text)
```
### Run apiServer on device
@@ -39,11 +51,11 @@ change the code following as:
change apiserver port to postgres port, 54321 --> 5432 (default)
*/
export const pgDB = {
host: '127.0.0.1', // 服务器地址
port: 54321, // 数据库端口号 -----------------> 5432
username: 'biopro', // 数据库用户名
password: 'BioProControlBox', // 数据库密码
database: 'postgres' // 数据库名称
host: '127.0.0.1',
port: 54321, // -----------------> 5432
username: 'biopro',
password: 'BioProControlBox',
database: 'postgres'
}
```
@@ -67,7 +79,7 @@ nohup node /home/pi/bioproapiserver/dist/app.js > /home/pi/.api_server.out &
##### Localhost test port binding (your device:54321 -> raspberrypi:5432)
```
ssh -NL 54321:localhost:5432 pi@your-pi3-ip
ssh -NL 54321:localhost:5432 pi@your-pi-ip
```
##### Run apiServer on your localhost (remember binding port first)
@@ -79,4 +91,4 @@ npm run start
```
##### References
>https://opensource.com/article/17/10/set-postgres-database-your-raspberry-pi
>https://opensource.com/article/17/10/set-postgres-database-your-raspberry-pi
+1 -1
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@@ -25,7 +25,7 @@ export const DB = {
export const pgDB = {
host: '127.0.0.1', // 服务器地址
port: 5432, // 数据库端口号
port: 54321, // 数据库端口号
username: 'biopro', // 数据库用户名
password: 'BioProControlBox', // 数据库密码
database: 'postgres' // 数据库名称
File diff suppressed because it is too large Load Diff
File diff suppressed because it is too large Load Diff
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-142
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@@ -1,142 +0,0 @@
import psycopg2
import pandas as pd
import numpy as np
from os.path import exists
import sys
import os
import time
def log(df, channel):
# TODO: not sure need use 32 or 64? => 64, since large integral will cause overflow
df[f'{channel}_log'] = np.log10(np.absolute(df[channel]))
# df[f'{channel}_log'] = np.log10(np.absolute(df[channel].astype(np.int64)))
return df
def integral(df, x_channel, y_channel, pre_last_x, pre_last_y, integral_result):
offset = df[x_channel]
offset = offset.shift(periods=1)
offset[0] = pre_last_x
x_diff = df[x_channel] - offset
# x_diff = df[x_channel].astype(np.int64) - offset.astype(np.int64)
# print('x_diff\n', x_diff)
offset = df[y_channel]
offset = offset.shift(periods=1)
offset[0] = pre_last_y
y_avg = (offset + df[y_channel]) / 2
# y_avg = (offset.astype(np.int64) + df[y_channel].astype(np.int64)) / 2
# print('y_avg:', y_avg)
# print('y_avg: ', y_avg)
local_integral = x_diff * y_avg
# TODO: if user don't need, then can remove it
df[f'{x_channel}_{y_channel}_integral_delta'] = local_integral
local_integral[0] += integral_result
df[f'{x_channel}_{y_channel}_integral'] = local_integral.cumsum()
# print(df)
pre_last_x = df[x_channel].iat[-1]
pre_last_y = df[y_channel].iat[-1]
integral_result = df[f'{x_channel}_{y_channel}_integral'].iat[-1]
# print('next run info: ', pre_last_x, pre_last_y, integral_result)
return df, pre_last_x, pre_last_y, integral_result
def differential(df, x_channel, y_channel, pre_last_x, pre_last_y):
offset = df[x_channel]
offset = offset.shift(periods=1)
offset[0] = pre_last_x
x_diff = df[x_channel] - offset
# x_diff = df[x_channel].astype(np.int64) - offset.astype(np.int64)
offset = df[y_channel]
offset = offset.shift(periods=1)
offset[0] = pre_last_y
y_diff = df[y_channel] - offset
# y_diff = df[y_channel].astype(np.int64) - offset.astype(np.int64)
local_diff = y_diff / x_diff
# TODO: if user don't need, then can remove it
df[f'{x_channel}_{y_channel}_diff'] = local_diff
pre_last_x = df[x_channel].iat[-1]
pre_last_y = df[y_channel].iat[-1]
return df, pre_last_x, pre_last_y
def download(id, mode, x_channel, y_channel):
# TODO: can change different chunck size
pages_chunck_size = 250
sql_total = 0
conn_start = time.time()
# TODO: need the check port id
conn = psycopg2.connect(database="postgres", user="biopro", password="BioProControlBox", host="127.0.0.1", port="54321")
print('conn time: ', time.time() - conn_start)
# conn = psycopg2.connect(database="postgres", user="biopro", password="BioProControlBox", host="127.0.0.1", port="5432")
cur = conn.cursor()
# recording_data_metas: meta info to get the raw_data table
sql_str = f'select "raw_data" from "recording_data_metas" WHERE id = {id}'
first_sql = time.time()
cur.execute(sql_str)
print('first sql time: ', time.time() - first_sql)
raw_data_list = None
try:
raw_data_list = cur.fetchall()[0][0]
channels = list(raw_data_list.keys())
df_all = pd.DataFrame()
# df = pd.DataFrame()
df_time = []
pre_last_x = 0
pre_last_y = 0
integral_result = 0
for raw_data_pages in range(len(raw_data_list[channels[0]])):
df = pd.DataFrame()
for channel in channels:
sql_str = f'select "data" from "{channel}_recording_data_raws" WHERE id = {raw_data_list[channel][raw_data_pages]}'
sql_start = time.time()
cur.execute(sql_str)
sql_total += (time.time() - sql_start)
data_value = cur.fetchall()[0][0].replace('"***"', ' ')
data_value = data_value.split(' ')[:-1]
if df.empty:
df_time = data_value[::2]
df[channel] = data_value
df = df.iloc[lambda x: x.index % 2 == 1].reset_index(drop=True)
df.insert(0, 'Time', df_time)
# transfer dataframe from string to number
cols = df.columns
df[cols] = df[cols].apply(pd.to_numeric, errors='coerce')
if mode == 'Log':
df = log(df, x_channel)
elif mode == 'Integral':
df, pre_last_x, pre_last_y, integral_result = integral(df, x_channel, y_channel, pre_last_x, pre_last_y, integral_result)
elif mode == 'Differential':
df, pre_last_x, pre_last_y = differential(df, x_channel, y_channel, pre_last_x, pre_last_y)
df_all = pd.concat([df_all, df], ignore_index=True, sort=False)
if ~raw_data_pages and (raw_data_pages % pages_chunck_size == 0 or raw_data_pages == len(raw_data_list[channels[0]]) - 1):
if not(exists(f"./src/csv/{id}.csv")):
df.to_csv(f"./src/csv/{id}.csv", mode='a', index=False, header=True)
else:
df.to_csv(f"./src/csv/{id}.csv", mode='a', index=False, header=False)
""" if not(exists(f"./{id}.csv")):
df_all.to_csv(f"./{id}.csv", mode='a', index=False, header=True)
else:
df_all.to_csv(f"./{id}.csv", mode='a', index=False, header=False) """
df_all = pd.DataFrame()
print('total sql: ', sql_total)
except BaseException as e:
print(e)
exit
return
if __name__ == '__main__':
params = {}
for input in sys.argv[1:]: #Now we're going to iterate over argv[1:] (argv[0] is the program name)
param = input.split("=") #Get what's left of the '='
params[param[0]] = param[1]
id = params['id']
mode = params['mode']
x_channel = params['x_channel']
y_channel = params['y_channel']
# print('download_functional init at main: ', id, mode, x_channel, y_channel)
start_time = time.time()
download(id, mode, x_channel, y_channel)
# download(408, '', 'Time', '0')
# download(408, '', 'Time', '0')
# download(405, 'Integral', 'Time', '0')
# download(405, 'Integral', 'Time', '0')
# download(408, 'Integral', 'Time', '0')
print('total: ', time.time() - start_time)
# download(1262, 'differential', '1', '0')
# 1262/differential/1/0
@@ -48,16 +48,6 @@ export const getByParent = async (ctx, next) => {
next()
}
export const getAttrByParent = async (ctx, next) => {
const type = ctx.params.type
const parent = ctx.params.parent
const attr = ctx.params.attr
const result = await recordingDataMeta.getByAttrParent(type, parent, attr)
ctx.body = result
next()
}
export const getCountByParent = async (ctx, next) => {
const type = ctx.params.type
const parent = ctx.params.parent
@@ -61,15 +61,6 @@ export const getByID = async (ctx, next) => {
next()
}
export const getExistOrNotByID = async (ctx, next) => {
const index = ctx.params.channel
const id = ctx.params.id
const result = await recordingDataMini.getExistOrNotByID(id, index)
ctx.body = result
next()
}
export const getByIDs = async (ctx, next) => {
const index = ctx.params.channel
const id = ctx.params.id
@@ -1,12 +1,7 @@
import RecordingDataRaw from '../../models/file/recording_data_raw'
import RecordingDataMeta from '../../models/file/recording_data_meta'
import * as auth from '../auth'
import childProcess from 'child_process'
import path from 'path'
import { createReadStream } from 'fs'
const recordingDataRaw = new RecordingDataRaw()
const recordingDataMeta = new RecordingDataMeta()
export const create = async (ctx, next) => {
const index = ctx.params.channel
@@ -167,37 +162,3 @@ export const getAll = async (ctx, next) => {
next()
}
export const getCSV = async (ctx, next) => {
const id = ctx.params.id
const mode = ctx.params.mode
const x_channel = ctx.params.x_channel
const y_channel = ctx.params.y_channel
// console.log('getCSV: ', id, mode, x_channel, y_channel)
// const result = await recordingDataRaw.getCSV(id, mode, x_channel, y_channel)
const process = childProcess.spawnSync('python', [
path.join(__dirname, '/download_functional.py'),
'id=' + id,
'mode=' + mode,
'x_channel=' + x_channel,
'y_channel=' + y_channel,
], { maxBuffer: 2 * 1024 * 1024 * 1024 })
// console.log('process: ', process)
// process.stdout.on('data', (data) => {
// conosle.log('data', data)
// })
const result = await recordingDataMeta.getByID(id)
// console.log('result: ', result)
// console.log('result: ', result[0]['dataValues']['name'])
var file_name = id + '.csv'
// ctx.body = fs.stdout.toString()
// console.log('process.stdout.toString(): ', process.stdout.toString())
// console.log('process.stderr.toString(): ', process.stderr.toString())
ctx.type = 'stream'
ctx.attachment(result[0]['dataValues']['name']+'.csv')
ctx.body = createReadStream(path.resolve(__dirname, '../../csv', file_name))
// need to remove the csv file after download, since using 'append' for set header one time
const fs = require('fs')
fs.unlinkSync(path.resolve(__dirname, '../../csv', file_name))
next()
}
-60
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@@ -1,60 +0,0 @@
time 0 1 2 3 time_0_integral
0 0 -73922 -836265 -848970 0 0.000000e+00
1 10500 -84368 -834380 -848548 0 -8.310225e+08
2 21000 -84389 -834380 -848126 0 -1.716997e+09
3 31500 -84332 -835637 -847704 0 -2.602782e+09
4 42500 -84166 -835637 -847283 0 -3.529521e+09
... ... ... ... ... .. ...
1462 15390500 -45761 -449806 -466674 0 -9.716838e+11
1463 15401000 -45833 -449806 -466445 0 -9.721646e+11
1464 15411500 -45790 -451063 -466216 0 -9.726457e+11
1465 15422500 -45638 -449806 -465988 0 -9.731485e+11
1466 15432500 -45674 -449806 -465759 0 -9.736051e+11
[1467 rows x 6 columns]
next run info: 15432500 -45674 -973605066500.0
time 0 1 2 3 time_0_integral
0 15443000 -45689 -448549 -465531 0 -9.740847e+11
1 15453500 -45689 -448549 -465531 0 -9.745645e+11
2 15464000 -45631 -449178 -465303 0 -9.750439e+11
3 15474500 -45581 -447921 -465075 0 -9.755227e+11
4 15485500 -45646 -447921 -464847 0 -9.760245e+11
... ... ... ... ... .. ...
1443 30720000 -24971 -248122 -259749 0 -1.497382e+12
1444 30730500 -24920 -247950 -259624 0 -1.497644e+12
1445 30741000 -24920 -248381 -259624 0 -1.497905e+12
1446 30751500 -24791 -248036 -259500 0 -1.498166e+12
1447 30762000 -24856 -247346 -259376 0 -1.498427e+12
[1448 rows x 6 columns]
next run info: 30762000 -24856 -1498426872750.0
time 0 1 2 3 time_0_integral
0 30772500 -24913 -247669 -259251 0 -1.498688e+12
1 30783000 -24848 -247669 -259127 0 -1.498949e+12
2 30794000 -24805 -247669 -259003 0 -1.499222e+12
3 30804000 -24805 -247454 -259003 0 -1.499471e+12
4 30814500 -24870 -247238 -258879 0 -1.499731e+12
... ... ... ... ... .. ...
1456 46091500 -13496 -134943 -147002 0 -1.783935e+12
1457 46102000 -13510 -134921 -146934 0 -1.784077e+12
1458 46112500 -13510 -134123 -146934 0 -1.784219e+12
1459 46123000 -13597 -134339 -146866 0 -1.784361e+12
1460 46134000 -13525 -134598 -146799 0 -1.784510e+12
[1461 rows x 6 columns]
next run info: 46134000 -13525 -1784510350500.0
time 0 1 2 3 time_0_integral
0 46144500 -13366 -134210 -146732 0 -1.784652e+12
1 46154500 -13460 -134210 -146665 0 -1.784786e+12
2 46165500 -13503 -134016 -146597 0 -1.784934e+12
3 46176000 -13503 -134102 -146597 0 -1.785076e+12
4 46186500 -13431 -134167 -146530 0 -1.785217e+12
.. ... ... ... ... .. ...
583 52277500 -10487 -105193 -117883 0 -1.858083e+12
584 52288000 -10573 -105042 -117830 0 -1.858194e+12
585 52298500 -10595 -105106 -117778 0 -1.858305e+12
586 52309000 -10494 -105085 -117725 0 -1.858415e+12
587 52319500 -10523 -105085 -117672 0 -1.858526e+12
[588 rows x 6 columns]
next run info: 52319500 -10523 -1858525771000.0
+1 -3
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@@ -9,7 +9,6 @@ import * as recordingDataMeta from './file/recording_data_meta'
import * as recordingDataRaw from './file/recording_data_raw'
import * as recordingDataMini from './file/recording_data_mini'
import * as analysis from './analysis'
import * as project from './project/project'
export default {
upload,
@@ -22,6 +21,5 @@ export default {
recordingDataMeta,
recordingDataRaw,
recordingDataMini,
analysis,
project
analysis
}
-62
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@@ -1,62 +0,0 @@
import ProjectModal from '../../models/project/project'
const project = new ProjectModal()
export const create = async (ctx, next) => {
const data = ctx.request.body
console.log('create', data)
const result = await project.create(data)
ctx.body = result
next()
}
export const update = async (ctx, next) => {
const data = ctx.request.body
const id = ctx.params.id
const result = await project.update(data, id)
ctx.body = result
next()
}
export const updateByAttr = async (ctx, next) => {
const attr = ctx.params.attr
const value = ctx.params.value
const result = await project.updateByAttr(attr, value)
ctx.body = result
next()
}
export const clearDeleted = async (ctx, next) => {
const result = await project.clearDeleted()
ctx.body = result
next()
}
export const getByID = async (ctx, next) => {
const index = ctx.params.channel
const id = ctx.params.id
const result = await project.getByID(id, index)
ctx.body = result
next()
}
export const getByAttr = async (ctx, next) => {
const attr = ctx.params.attr
const value = ctx.params.value
const result = await project.getByAttr(attr, value)
ctx.body = result
next()
}
export const getAll = async (ctx, next) => {
const result = await project.getAll()
ctx.body = result
next()
}
+6 -7
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@@ -27,7 +27,6 @@ db.controllers = require('./schema/controller.model')(sequelize, Sequelize)
db.tasks = require('./schema/task.model')(sequelize, Sequelize)
db.devices = require('./schema/device.model')(sequelize, Sequelize)
db.collections = require('./schema/collection.model')(sequelize, Sequelize)
db.projects = require('./schema/project.model')(sequelize, Sequelize)
db.recording_data_metas = require('./schema/recording_data_meta.model')(sequelize, Sequelize)
for (let i = 0; i < 32; i++) {
db[i + '_recording_data_raws'] = require('./schema/recording_data_raw.model')(sequelize, Sequelize, i)
@@ -35,12 +34,12 @@ for (let i = 0; i < 32; i++) {
for (let i = 0; i < 32; i++) {
db[i + '_recording_data_minis'] = require('./schema/recording_data_mini.model')(sequelize, Sequelize, i)
}
// for (let i = 256; i < 288; i++) {
// db[i + '_recording_data_raws'] = require('./schema/recording_data_raw.model')(sequelize, Sequelize, i)
// }
// for (let i = 256; i < 288; i++) {
// db[i + '_recording_data_minis'] = require('./schema/recording_data_mini.model')(sequelize, Sequelize, i)
// }
for (let i = 256; i < 288; i++) {
db[i + '_recording_data_raws'] = require('./schema/recording_data_raw.model')(sequelize, Sequelize, i)
}
for (let i = 256; i < 288; i++) {
db[i + '_recording_data_minis'] = require('./schema/recording_data_mini.model')(sequelize, Sequelize, i)
}
db.sequelize.sync()
-47
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@@ -1,47 +0,0 @@
module.exports = (sequelize, Sequelize) => {
const Project = sequelize.define('project', {
name: {
type: Sequelize.STRING
},
desc: {
type: Sequelize.STRING
},
task: {
type: Sequelize.JSONB,
defaultValue: {}
},
device: {
type: Sequelize.JSONB,
defaultValue: {}
},
uuid: {
type: Sequelize.STRING,
defaultValue: ''
},
user_auth: {
type: Sequelize.JSONB,
defaultValue: {
owner: [],
maintainer: [],
guest: []
}
},
deleted: {
type: Sequelize.BOOLEAN,
defaultValue: false
},
created_at: {
type: Sequelize.DATE,
defaultValue: Sequelize.literal('CURRENT_TIMESTAMP')
},
updated_at: {
type: Sequelize.DATE,
defaultValue: Sequelize.literal('CURRENT_TIMESTAMP')
}
},
{
timestamps: false
})
return Project
}
@@ -43,6 +43,10 @@ module.exports = (sequelize, Sequelize, i) => {
type: Sequelize.TEXT,
defaultValue: ''
},
sd_data: {
type: Sequelize.TEXT,
defaultValue: ''
},
compressed: {
type: Sequelize.BOOLEAN,
defaultValue: false
+1 -22
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@@ -98,28 +98,7 @@ class RecordingDataMeta {
return ret
}
async getByAttrParent(type, parent, attr) {
const attrList = attr.split('-')
const collectionType = type + '::jsonb'
const parentOp = {}
parentOp[collectionType] = {
[Op.contains]: '[' + parent + ']'
}
const ret = await db.recording_data_metas.findAll(
{
where: {
parent: parentOp
},
attributes: attrList,
order: [
['id', 'DESC']
],
}
)
return ret
}
async getCountByParent(type, parent) {
async getCountByParent (type, parent) {
const collectionType = type + '::jsonb'
const parentOp = {}
parentOp[collectionType] = {
+2 -13
View File
@@ -31,11 +31,11 @@ class RecordingDataMini {
return ret
}
async clearDeleted (index, where = { deleted: true }) {
async clearDeleted (index) {
const ret = await db[index + '_recording_data_minis'].destroy(
{
where: {
...where
deleted: true
}
}
)
@@ -69,17 +69,6 @@ class RecordingDataMini {
return ret
}
async getExistOrNotByID (id, index) {
const ret = await db[index + '_recording_data_minis'].findOne(
{
where: {
id: id
}
}
).then(token => !(token.data_mean === ''))
return ret
}
async getByIDs (id, index) {
const _id = JSON.parse('[' + id + ']')
const ret = await db[index + '_recording_data_minis'].findAllWithStream(
+2 -2
View File
@@ -37,11 +37,11 @@ class RecordingDataRaw {
return ret
}
async clearDeleted (index, where = { deleted: true }) {
async clearDeleted (index) {
const ret = await db[index + '_recording_data_raws'].destroy(
{
where: {
...where
deleted: true
}
}
)
-97
View File
@@ -1,97 +0,0 @@
const db = require('../../db/database')
// const Op = db.Sequelize.Op
class ProjectModal {
async create (req) {
return db.projects.create(req)
}
async update (req, id) {
if (id != null) {
const ret = await db.projects.update(
req,
{
where: {
id: id
}
}
)
return ret
} else {
const ret = await db.projects.update(
req,
{
where: {}
}
)
return ret
}
}
async updateByAttr (req, attr, value) {
const whereObj = {}
const attrList = attr.split('-')
const valueList = value.split('-')
attrList.forEach((key, idx) => {
whereObj[key] = valueList[idx]
})
const ret = await db.projects.update(
req,
{
where: whereObj
}
)
return ret
}
async clearDeleted () {
const ret = await db.projects.destroy(
{
where: {
deleted: true
}
}
)
return ret
}
async getByID (id) {
const ret = await db.projects.findAll(
{
where: {
id: id
}
}
)
return ret
}
async getByAttr (attr, value) {
const attrList = attr.split('-')
const valueList = value.split('-')
const whereObj = {}
attrList.forEach((key, idx) => {
whereObj[key] = valueList[idx]
})
const ret = await db.projects.findAll(
{
where: whereObj
}
)
return ret
}
async getAll () {
const ret = await db.projects.findAll({
order: [
['created_at', 'ASC']
]
})
return ret
}
}
export default ProjectModal
-13
View File
@@ -39,7 +39,6 @@ export default router
.get('/api/file/meta/get_by_id/:id', controllers.recordingDataMeta.getByID)
.get('/api/file/meta/get_by_path/:path', controllers.recordingDataMeta.getByPath)
.get('/api/file/meta/get_by_parent/:type/:parent', controllers.recordingDataMeta.getByParent)
.get('/api/file/meta/get_attr_by_parent/:type/:parent/:attr', controllers.recordingDataMeta.getAttrByParent)
.get('/api/file/meta/get_count_by_parent/:type/:parent', controllers.recordingDataMeta.getCountByParent)
.get('/api/file/meta/get_by_parent_with_limit/:type/:parent/:limit/:offset/:order', controllers.recordingDataMeta.getByParentWithLimit)
.get('/api/file/meta/get_by_attr_parent_with_limit/:type/:parent/:limit/:offset/:order/:attr', controllers.recordingDataMeta.getByAttrsParentWithLimit)
@@ -59,14 +58,12 @@ export default router
.get('/api/file/raw/get_attr_by_id/:channel/:id/:attr', controllers.recordingDataRaw.getAttrByID)
.get('/api/file/raw/get_attr_by_ids/:channel/:id/:attr', controllers.recordingDataRaw.getAttrByIDs)
.get('/api/file/raw/get_attr_by_parent/:channel/:parent/:attr', controllers.recordingDataRaw.getAttrByParent)
.get('/api/file/raw/get_csv/:id/:mode/:x_channel/:y_channel', controllers.recordingDataRaw.getCSV)
// mini
.post('/api/file/mini/create/:channel', controllers.recordingDataMini.create)
.post('/api/file/mini/update/:channel/:id', controllers.recordingDataMini.update)
.get('/api/file/mini/clear_deleted/:channel/:id', controllers.recordingDataMini.clearDeleted)
.get('/api/file/mini/get_by_id/:channel/:id', controllers.recordingDataMini.getByID)
.get('/api/file/mini/get_exist_or_not_by_id/:channel/:id', controllers.recordingDataMini.getExistOrNotByID)
.get('/api/file/mini/get_by_parent/:channel/:parent', controllers.recordingDataMini.getByParent)
.get('/api/file/mini/get_attr_by_id/:channel/:id/:attr', controllers.recordingDataMini.getAttrByID)
.get('/api/file/mini/get_attr_by_parent/:channel/:parent/:attr', controllers.recordingDataMini.getAttrByParent)
@@ -113,13 +110,3 @@ export default router
.post('/api/task/update_by_id/:id', controllers.task.updateByID)
// analyze
.post('/api/analysis/spike_detect', controllers.analysis.spikeDetect)
// project
.post('/api/project/create', controllers.project.create)
.post('/api/project/update/:id', controllers.project.update)
.post('/api/project/update_by_attr/:attr/:value', controllers.project.updateByAttr)
.post('/api/project/update/all', controllers.project.update)
.get('/api/project/clear_deleted/:controller_id', controllers.project.clearDeleted)
.get('/api/project/get_by_id/:id', controllers.project.getByID)
.get('/api/project/get_by_attr/:attr/:value', controllers.project.getByAttr)
.get('/api/project/get/all', controllers.project.getAll)