Sompote commited on
Commit
6692659
·
verified ·
1 Parent(s): c8d2a69

Upload README.md

Browse files
Files changed (1) hide show
  1. README.md +10 -48
README.md CHANGED
@@ -1,49 +1,11 @@
1
- # Concrete Creep Prediction App
 
 
 
 
 
 
 
 
 
2
 
3
- A Streamlit application to predict concrete creep strain over time using a specialized LLM-style model.
4
-
5
- ## Deployment Instructions
6
-
7
- ### Prerequisites
8
- - Python 3.8 or higher
9
- - pip for package installation
10
-
11
- ### Installation
12
-
13
- 1. Clone or download this repository
14
-
15
- 2. Install the required packages:
16
- ```
17
- pip install -r requirements.txt
18
- ```
19
-
20
- 3. Run the Streamlit app:
21
- ```
22
- streamlit run app.py
23
- ```
24
-
25
- ## How to Use
26
-
27
- 1. Open the app in your web browser (typically at http://localhost:8501)
28
- 2. Adjust the concrete properties using the sidebar controls:
29
- - Density (kg/m³)
30
- - Compressive Strength (MPa)
31
- - Elastic Modulus (MPa)
32
- - Initial Creep Value
33
- 3. Set the desired time range for prediction
34
- 4. Click "Predict Creep Strain" to generate results
35
- 5. View the prediction charts and download the results as CSV if needed
36
-
37
- ## Files
38
-
39
- - `app.py`: Standalone application code
40
- - `requirements.txt`: Required Python packages
41
- - `best_llm_model-16.pt`: Pre-trained model
42
- - `scalers/`: Directory containing normalization scalers
43
- - `feature_scaler.pkl`: Scaler for input features
44
- - `creep_scaler.pkl`: Scaler for creep values
45
- - `time_values.pkl`: Time values for prediction
46
-
47
- ## Model Information
48
-
49
- The application uses a specialized LLM-style transformer model to predict concrete creep strain based on concrete properties (density, compressive strength, and elastic modulus). The model performs autoregressive prediction to estimate creep over time.
 
1
+ ---
2
+ title: Creep Concrete Predictor
3
+ emoji: 🚗
4
+ colorFrom: blue
5
+ colorTo: green
6
+ sdk: streamlit
7
+ sdk_version: "1.29.0"
8
+ app_file: app.py
9
+ pinned: false
10
+ ---
11