From d20f402639fd645ba3a646e9bbf557a1b4d5ec78 Mon Sep 17 00:00:00 2001
From: amilashanaka <dsa.amilashanaka@gmail.com>
Date: Thu, 5 Jan 2023 01:20:48 +0000
Subject: [PATCH] Update dashboard
---
api/run.py | 66 +++++++++++++++++++++++++----
dash_board.php | 2 +-
data/data_list.php | 2 +-
data/forecast_data.php | 61 +++++++++++++++++++++++++++
forecast.php | 96 ++++++++++++++++++++++++++++++++++++++++++
inc/function.php | 32 ++++++++++++--
info_box.php | 19 +++++----
page_forecast.php | 33 +++++++++++++++
row_data.php | 5 +--
side_bar.php | 6 +--
10 files changed, 294 insertions(+), 28 deletions(-)
create mode 100644 data/forecast_data.php
create mode 100644 forecast.php
create mode 100644 page_forecast.php
diff --git a/api/run.py b/api/run.py
index 7111698..7efe0bb 100644
--- a/api/run.py
+++ b/api/run.py
@@ -39,6 +39,7 @@ data_set =pd.DataFrame()
index_data_set =pd.DataFrame()
tranning_set=pd.DataFrame()
result=pd.DataFrame()
+predictions_set=pd.DataFrame()
# numpy Arrays
data_arr_x=np.array([])
@@ -53,16 +54,17 @@ predictions = np.array([])
# Initialising the LSTM model with training
model = Sequential()
-feature_length = 10
-testing_records=5
+feature_length = 100
+testing_records=50
batch_size = 5
-epochs = 10
+epochs = 100
accuracy=0
execute_time=0
# Scaler
scaler = MinMaxScaler()
+
# MySQL database connection
db_connection_str = 'mysql+pymysql://root:@localhost/csct'
db_connection = create_engine(db_connection_str)
@@ -147,7 +149,8 @@ def input_and_targert(data,feature_length):
# function to calculate prediction
def predict_given_date(data, date, feature_length):
- if date not in data.index:
+ if date not in data.index:
+ last_date=data.tail(1)
data.loc[date]=0
idx = data.index.get_loc(date)
# close_col = data.iloc[:,1:2]
@@ -156,7 +159,39 @@ def predict_given_date(data, date, feature_length):
# Prediction = model.predict(close_col)
# Prediction=np.array(Prediction).reshape(-1, 1)
# Prediction = scaler.inverse_transform(Prediction)
- return idx
+ return str(last_date)
+
+
+#------------------------------------------------------------------------------
+
+def one_step_ahade():
+ global data_set
+ global predictions_set
+ global model
+
+ last_values=data_set.tail(feature_length)['Order_Demand'].values
+ last_values=np.array(last_values)
+ print(last_values)
+ last_values=scaler.transform(last_values.reshape(-1,1))
+
+ NumSamples=1
+ TimeSteps=feature_length
+ NumFeatures=1
+ last_values=last_values.reshape(NumSamples,TimeSteps,NumFeatures)
+ predicted_order_demand = model.predict(last_values)
+ predicted_order_demand = scaler.inverse_transform(predicted_order_demand)
+ predicted_order_demand=round(predicted_order_demand[0][0])
+
+ last_date=str(data_set.tail(1)["Date"].values[0])
+ last_date = datetime.strptime(last_date, "%Y-%m-%d")
+ last_date+= timedelta(days=1)
+ new_date=datetime.strftime(last_date,"%Y-%m-%d")
+
+ new_row={'Date':new_date,'Order_Demand':predicted_order_demand}
+ data_set = data_set.append(new_row, ignore_index=True)
+ predictions_set= predictions_set.append(new_row, ignore_index=True)
+ print(predictions_set)
+
#------------------------------------------------------------------------------
@@ -219,14 +254,14 @@ def setup():
#Add First LSTM Layer
- model.add(LSTM(units = 10, activation = 'relu', input_shape = (time_steps, features), return_sequences=True))
+ model.add(LSTM(units = 100, activation = 'relu', input_shape = (time_steps, features), return_sequences=True))
# Adding the Second hidden layer and the LSTM layer
- model.add(LSTM(units = 5, activation = 'relu', input_shape = (time_steps, features), return_sequences=True))
+ model.add(LSTM(units = 50, activation = 'relu', input_shape = (time_steps, features), return_sequences=True))
# Adding the Third hidden layer and the LSTM layer
- model.add(LSTM(units = 5, activation = 'relu', return_sequences=False ))
+ model.add(LSTM(units = 50, activation = 'relu', return_sequences=False ))
# Adding the output layer
@@ -301,6 +336,21 @@ setup()
# end points declaration
+@app.route("/predict_one_step",methods=['GET'])
+def predict_one_step():
+ one_step_ahade()
+ steps=str(len(predictions_set))
+ return steps
+
+@app.route("/predict_result",methods=['GET'])
+def predicpredict_result():
+ global predictions_set
+ return predictions_set.to_json(orient='records')
+
+
+
+
+
@app.route("/plot_order-demands",methods=['GET'])
def plot_order_demands_total():
global raw_data_set
diff --git a/dash_board.php b/dash_board.php
index e61ea54..3942082 100644
--- a/dash_board.php
+++ b/dash_board.php
@@ -47,7 +47,7 @@
option = {
title: {
- text: 'Order Demad'
+ text: 'Order Deamands'
},
tooltip: {
trigger: 'axis'
diff --git a/data/data_list.php b/data/data_list.php
index 10327cd..3172dc0 100644
--- a/data/data_list.php
+++ b/data/data_list.php
@@ -2,6 +2,6 @@
include_once('./inc/conn.php');
-$sql = "SELECT * FROM product__demnd limit 10000";
+$sql = "SELECT * FROM aw_product_demand ";
$result = mysqli_query($conn, $sql);
diff --git a/data/forecast_data.php b/data/forecast_data.php
new file mode 100644
index 0000000..dc274f5
--- /dev/null
+++ b/data/forecast_data.php
@@ -0,0 +1,61 @@
+<?php
+$curl = curl_init();
+
+curl_setopt_array($curl, array(
+ CURLOPT_URL => 'http://127.0.0.1:5000/predict_one_step',
+ CURLOPT_RETURNTRANSFER => true,
+ CURLOPT_ENCODING => '',
+ CURLOPT_MAXREDIRS => 10,
+ CURLOPT_TIMEOUT => 0,
+ CURLOPT_FOLLOWLOCATION => true,
+ CURLOPT_HTTP_VERSION => CURL_HTTP_VERSION_1_1,
+ CURLOPT_CUSTOMREQUEST => 'GET',
+));
+
+$steps = curl_exec($curl);
+
+curl_close($curl);
+
+
+
+$curl = curl_init();
+
+curl_setopt_array($curl, array(
+ CURLOPT_URL => 'http://127.0.0.1:5000/predict_result',
+ CURLOPT_RETURNTRANSFER => true,
+ CURLOPT_ENCODING => '',
+ CURLOPT_MAXREDIRS => 10,
+ CURLOPT_TIMEOUT => 0,
+ CURLOPT_FOLLOWLOCATION => true,
+ CURLOPT_HTTP_VERSION => CURL_HTTP_VERSION_1_1,
+ CURLOPT_CUSTOMREQUEST => 'GET',
+));
+
+$predict_result = curl_exec($curl);
+
+curl_close($curl);
+
+
+
+$arr_new = json_decode($predict_result, true);
+
+
+$dates = '';
+$order_validate = '';
+$predection = '';
+$error = '';
+
+foreach ($arr_new as $key => $value) {
+
+ $dates = $dates . "'" .$value['Date']. "',";
+ $predection = $predection . "'" .round( $value['Order_Demand']). "',";
+
+}
+
+//==============================================================================
+
+// Fetch warehouse details from database
+
+
+
+
diff --git a/forecast.php b/forecast.php
new file mode 100644
index 0000000..bad07ef
--- /dev/null
+++ b/forecast.php
@@ -0,0 +1,96 @@
+<div class="content-wrapper">
+
+ <?php
+ $title = "Forecast Result";
+ $t1 = "Home";
+ $t2 = "Forecast";
+
+
+ include_once './page_header.php';?>
+ <!-- Main content -->
+ <div class="content">
+ <div class="container-fluid">
+
+ <?php include_once './data/forecast_data.php';?>
+
+
+
+ <div class="row" style="padding: 10px;">
+
+ <div class="col-md-12">
+
+ <div style="width:full; height:400px;" id="chart1"></div>
+
+ </div>
+ <div class="col-md-12">
+ <div class="row">
+ <div class="col-md-8">
+ <label for=""> Number of Days Predicted: <?=$steps?></label>
+ </div>
+ <div class="col-md-4">
+ <button type="button" onclick="location.reload()" class="btn btn-success float-right">
+ Forecast to next Day</button>
+ </div>
+
+
+ </div>
+
+
+
+ </div>
+
+ </div>
+
+ <script>
+ var chartDom = document.getElementById('chart1');
+ var myChart = echarts.init(chartDom);
+ var option;
+
+ option = {
+ title: {
+ text: 'Order Demad'
+ },
+ tooltip: {
+ trigger: 'axis'
+ },
+ legend: {
+ data: ['Order Demand']
+ },
+ grid: {
+ left: '3%',
+ right: '4%',
+ bottom: '3%',
+ containLabel: true
+ },
+ toolbox: {
+ feature: {
+ saveAsImage: {}
+ }
+ },
+ xAxis: {
+ type: 'category',
+ data: [<?=$dates?>]
+ },
+ yAxis: {
+ type: 'value'
+ },
+ series: [{
+ data: [<?=$predection?>],
+ type: 'line',
+ smooth: true
+ }]
+ };
+
+ option && myChart.setOption(option);
+ </script>
+
+
+
+
+ <!-- /.row -->
+ </div>
+ <!-- /.container-fluid -->
+ </div>
+ <!-- /.content -->
+</div>
+<!-- /.content-wrapper -->
\ No newline at end of file
diff --git a/inc/function.php b/inc/function.php
index 737a1bc..e5b8515 100644
--- a/inc/function.php
+++ b/inc/function.php
@@ -2,11 +2,37 @@
include_once('conn.php');
-function get_all_data($conn){
+function get_accurecy($conn){
+
+ $sql = "select accurecy from trannings ORDER BY id DESC LIMIT 1";
- $sql = "SELECT * FROM product__demnd";
$result = mysqli_query($conn, $sql);
-
+ $res = mysqli_fetch_assoc($result);
+
+
+ return $res['accurecy'];
+
+}
+
+function get_epochs($conn){
+ $sql = "SELECT epochs from trannings order by id desc limit 1";
+ $result = mysqli_query($conn, $sql);
+ $res = mysqli_fetch_assoc($result);
+ return $res['epochs'];
+}
+
+function get_execute_time($conn){
+ $sql = "SELECT execute_time from trannings order by id desc limit 1";
+ $result = mysqli_query($conn, $sql);
+ $res = mysqli_fetch_assoc($result);
+ return $res['execute_time'];
+}
+
+function get_time_steps($conn){
+ $sql = "SELECT time_steps from trannings order by id desc limit 1";
+ $result = mysqli_query($conn, $sql);
+ $res = mysqli_fetch_assoc($result);
+ return $res['time_steps'];
}
\ No newline at end of file
diff --git a/info_box.php b/info_box.php
index f97589f..fd750de 100644
--- a/info_box.php
+++ b/info_box.php
@@ -1,12 +1,15 @@
- <!-- Info boxes -->
+<?php include_once('inc/function.php');?>
+
+
+<!-- Info boxes -->
<div class="row">
<div class="col-12 col-sm-6 col-md-3">
<div class="info-box">
<span class="info-box-icon bg-info elevation-1"><i class="fas fa-brain"></i></span>
<div class="info-box-content">
- <span class="info-box-text">LSTM Nodes</span>
- <a href="user_daily_statement_dash.php"><span class="info-box-number">512</span></a>
+ <span class="info-box-text">LSTM Time Steps</span>
+ <a href="user_daily_statement_dash.php"><span class="info-box-number"><?=get_time_steps($conn)?></span></a>
</div>
<!-- /.info-box-content -->
</div>
@@ -19,7 +22,7 @@
<div class="info-box-content">
<span class="info-box-text">Accurecy</span>
- <a href="winner_paid_list.php"><span class="info-box-number">30</span></a>
+ <a href="winner_paid_list.php"><span class="info-box-number"><?=get_accurecy($conn)?> %</span></a>
</div>
<!-- /.info-box-content -->
</div>
@@ -38,7 +41,7 @@
<div class="info-box-content">
<span class="info-box-text">Times Trained</span>
- <a href="game_list.php"><span class="info-box-number">50</span></a>
+ <a href="game_list.php"><span class="info-box-number"><?=get_epochs($conn)?></span></a>
</div>
<!-- /.info-box-content -->
</div>
@@ -47,11 +50,11 @@
<!-- /.col -->
<div class="col-12 col-sm-6 col-md-3">
<div class="info-box mb-3">
- <span class="info-box-icon bg-warning elevation-1"><i class="fas fa-level-up"></i></span>
+ <span class="info-box-icon bg-warning elevation-1"><i class="fas fa-clock"></i></span>
<div class="info-box-content">
- <span class="info-box-text">Confidence</span>
- <a href="user_list.php"><span class="info-box-number">56</span>
+ <span class="info-box-text">Train Time</span>
+ <a href="user_list.php"><span class="info-box-number"><?= get_execute_time($conn)?> minutes</span>
</a>
</div>
diff --git a/page_forecast.php b/page_forecast.php
new file mode 100644
index 0000000..f362188
--- /dev/null
+++ b/page_forecast.php
@@ -0,0 +1,33 @@
+<?php
+
+include_once('inc/conn.php');
+include_once('header.php');
+
+
+
+
+
+
+
+?>
+
+<body class="hold-transition sidebar-mini">
+ <div class="wrapper">
+
+
+
+ <?php include_once('./nav_bar.php'); ?>
+ <!-- Main Sidebar Container -->
+ <?php include_once('./side_bar.php'); ?>
+
+ <?php include_once('forecast.php');?>
+
+ <?php include_once('control_side_bar.php');?>
+
+ <?php include_once('footer.php');?>
+ </div>
+
+ <?php include_once('footer_script.php');?>
+</body>
+
+</html>
\ No newline at end of file
diff --git a/row_data.php b/row_data.php
index d2b775b..9f6ac50 100644
--- a/row_data.php
+++ b/row_data.php
@@ -54,7 +54,6 @@ include_once('header.php');
<th>#</th>
<th>Product Code</th>
<th>WareHouse</th>
- <th>Category</th>
<th>Date</th>
<th>Order Demand</th>
@@ -66,7 +65,6 @@ include_once('header.php');
<th>#</th>
<th>Product Code</th>
<th>WareHouse</th>
- <th>Category</th>
<th>Date</th>
<th>Order Demand</th>
@@ -82,10 +80,9 @@ include_once('header.php');
<tr>
<td><?php echo $i++; ?></td>
<td><a
- href="product.php?gpid=<?php echo base64_encode($row['Product_Code']); ?>"><?php echo $row['Product_Code']; ?></a>
+ href="product.php?gpid=<?php echo base64_encode($row['Product_code']); ?>"><?php echo $row['Product_code']; ?></a>
</td>
<td><?= $row['Warehouse'] ?></td>
- <td><?= $row['Product_Category']?></td>
<td><?= $row['Date'] ?></td>
<td><?= $row['Order_Demand'] ?></td>
</tr>
diff --git a/side_bar.php b/side_bar.php
index 412eaf6..99520a4 100644
--- a/side_bar.php
+++ b/side_bar.php
@@ -1,6 +1,6 @@
<aside class="main-sidebar sidebar-light-primary elevation-4">
<!-- Brand Logo -->
- <a href="index3.html" class="brand-link">
+ <a href="index.php" class="brand-link">
<img src="dist/img/AdminLTELogo.png" alt="AdminLTE Logo" class="brand-image img-circle elevation-3" style="opacity: .8">
<span class="brand-text font-weight-light"><?=APP_NAME?></span>
</a>
@@ -68,9 +68,9 @@
</a>
<ul class="nav nav-treeview">
<li class="nav-item">
- <a href="forecast.php" class="nav-link">
+ <a href="page_forecast.php" class="nav-link">
<i class="fas fa-list nav-icon"></i>
- <p>Given Value</p>
+ <p>Get the forecast</p>
</a>
</li>
--
GitLab