From f816b12b2413414fc9fa038bfd66019353db9737 Mon Sep 17 00:00:00 2001
From: Andre Trenz <andre.trenz@ipa.fraunhofer.de>
Date: Thu, 22 Jun 2023 16:06:41 +0200
Subject: [PATCH] initial commit
---
.gitignore | 36 +
LICENSE | 674 +++++
README.md | 98 +-
config.py | 44 +
database/__init__.py | 0
database/database.py | 236 ++
images/logo_BFS.png | Bin 0 -> 12144 bytes
images/logo_ProEnergie.png | Bin 0 -> 25606 bytes
images/logo_ProEnergie_LQ.png | Bin 0 -> 15367 bytes
requirements.txt | 115 +
webapp/__init__.py | 37 +
webapp/dash_prediction/__init__.py | 0
webapp/dash_prediction/app.py | 55 +
webapp/dash_prediction/callbacks.py | 70 +
webapp/dash_prediction/figures.py | 40 +
webapp/dash_prediction/layout.py | 65 +
webapp/dash_prediction/queries.py | 88 +
webapp/dash_training/__init__.py | 0
webapp/dash_training/app.py | 53 +
webapp/dash_training/callbacks.py | 59 +
webapp/dash_training/layout.py | 379 +++
webapp/dash_upload/__init__.py | 0
webapp/dash_upload/app.py | 57 +
webapp/dash_upload/callbacks.py | 284 +++
webapp/dash_upload/data/__init__.py | 0
webapp/dash_upload/data/parse_contents.py | 63 +
webapp/dash_upload/data/upload.py | 110 +
webapp/dash_upload/layout.py | 450 ++++
webapp/dash_visualization/__init__.py | 0
webapp/dash_visualization/app.py | 54 +
webapp/dash_visualization/callbacks.py | 200 ++
webapp/dash_visualization/figures.py | 139 +
webapp/dash_visualization/layout.py | 193 ++
webapp/dash_visualization/queries.py | 125 +
webapp/forms.py | 36 +
webapp/routes.py | 51 +
webapp/static/css/style.css | 249 ++
webapp/static/favicon.ico | Bin 0 -> 1150 bytes
webapp/static/fonts/.DS_Store | Bin 0 -> 6148 bytes
webapp/static/fonts/bpicons/bpicons.eot | Bin 0 -> 2160 bytes
webapp/static/fonts/bpicons/bpicons.svg | 24 +
webapp/static/fonts/bpicons/bpicons.ttf | Bin 0 -> 1996 bytes
webapp/static/fonts/bpicons/bpicons.woff | Bin 0 -> 1472 bytes
.../static/fonts/frutiger-lt-com-45-light.eot | Bin 0 -> 174906 bytes
.../static/fonts/frutiger-lt-com-45-light.svg | 2233 +++++++++++++++++
.../static/fonts/frutiger-lt-com-45-light.ttf | Bin 0 -> 174660 bytes
.../fonts/frutiger-lt-com-45-light.woff | Bin 0 -> 64180 bytes
.../fonts/frutiger-lt-com-46-light-italic.ttf | Bin 0 -> 169920 bytes
.../static/fonts/frutiger-lt-com-55-roman.eot | Bin 0 -> 150018 bytes
.../static/fonts/frutiger-lt-com-55-roman.svg | 2096 ++++++++++++++++
.../static/fonts/frutiger-lt-com-55-roman.ttf | Bin 0 -> 149772 bytes
.../fonts/frutiger-lt-com-55-roman.woff | Bin 0 -> 52244 bytes
.../fonts/frutiger-lt-com-56-italic.ttf | Bin 0 -> 154136 bytes
.../static/fonts/frutiger-lt-com-65-bold.eot | Bin 0 -> 138718 bytes
.../static/fonts/frutiger-lt-com-65-bold.svg | 2195 ++++++++++++++++
.../static/fonts/frutiger-lt-com-65-bold.ttf | Bin 0 -> 138480 bytes
.../static/fonts/frutiger-lt-com-65-bold.woff | Bin 0 -> 48076 bytes
.../fonts/frutiger-lt-com-66-bold-italic.ttf | Bin 0 -> 127004 bytes
.../static/fonts/frutiger-lt-com-75-black.eot | Bin 0 -> 118620 bytes
.../static/fonts/frutiger-lt-com-75-black.svg | 2221 ++++++++++++++++
.../static/fonts/frutiger-lt-com-75-black.ttf | Bin 0 -> 118380 bytes
.../fonts/frutiger-lt-com-75-black.woff | Bin 0 -> 42396 bytes
.../fonts/frutiger-lt-com-76-black-italic.ttf | Bin 0 -> 116324 bytes
webapp/static/fonts/shgen.eot | Bin 0 -> 13272 bytes
webapp/static/fonts/shgen.svg | 59 +
webapp/static/fonts/shgen.ttf | Bin 0 -> 13116 bytes
webapp/static/fonts/shgen.woff | Bin 0 -> 9020 bytes
webapp/templates/base.html | 74 +
webapp/templates/dash_index.html | 35 +
webapp/templates/home.html | 31 +
webapp/templates/model.html | 40 +
webapp/templates/training.html | 27 +
wsgi.py | 29 +
73 files changed, 13049 insertions(+), 75 deletions(-)
create mode 100644 .gitignore
create mode 100644 LICENSE
create mode 100644 config.py
create mode 100644 database/__init__.py
create mode 100644 database/database.py
create mode 100644 images/logo_BFS.png
create mode 100644 images/logo_ProEnergie.png
create mode 100644 images/logo_ProEnergie_LQ.png
create mode 100644 requirements.txt
create mode 100644 webapp/__init__.py
create mode 100644 webapp/dash_prediction/__init__.py
create mode 100644 webapp/dash_prediction/app.py
create mode 100644 webapp/dash_prediction/callbacks.py
create mode 100644 webapp/dash_prediction/figures.py
create mode 100644 webapp/dash_prediction/layout.py
create mode 100644 webapp/dash_prediction/queries.py
create mode 100644 webapp/dash_training/__init__.py
create mode 100644 webapp/dash_training/app.py
create mode 100644 webapp/dash_training/callbacks.py
create mode 100644 webapp/dash_training/layout.py
create mode 100644 webapp/dash_upload/__init__.py
create mode 100644 webapp/dash_upload/app.py
create mode 100644 webapp/dash_upload/callbacks.py
create mode 100644 webapp/dash_upload/data/__init__.py
create mode 100644 webapp/dash_upload/data/parse_contents.py
create mode 100644 webapp/dash_upload/data/upload.py
create mode 100644 webapp/dash_upload/layout.py
create mode 100644 webapp/dash_visualization/__init__.py
create mode 100644 webapp/dash_visualization/app.py
create mode 100644 webapp/dash_visualization/callbacks.py
create mode 100644 webapp/dash_visualization/figures.py
create mode 100644 webapp/dash_visualization/layout.py
create mode 100644 webapp/dash_visualization/queries.py
create mode 100644 webapp/forms.py
create mode 100644 webapp/routes.py
create mode 100644 webapp/static/css/style.css
create mode 100644 webapp/static/favicon.ico
create mode 100644 webapp/static/fonts/.DS_Store
create mode 100644 webapp/static/fonts/bpicons/bpicons.eot
create mode 100644 webapp/static/fonts/bpicons/bpicons.svg
create mode 100644 webapp/static/fonts/bpicons/bpicons.ttf
create mode 100644 webapp/static/fonts/bpicons/bpicons.woff
create mode 100644 webapp/static/fonts/frutiger-lt-com-45-light.eot
create mode 100644 webapp/static/fonts/frutiger-lt-com-45-light.svg
create mode 100644 webapp/static/fonts/frutiger-lt-com-45-light.ttf
create mode 100644 webapp/static/fonts/frutiger-lt-com-45-light.woff
create mode 100644 webapp/static/fonts/frutiger-lt-com-46-light-italic.ttf
create mode 100644 webapp/static/fonts/frutiger-lt-com-55-roman.eot
create mode 100644 webapp/static/fonts/frutiger-lt-com-55-roman.svg
create mode 100644 webapp/static/fonts/frutiger-lt-com-55-roman.ttf
create mode 100644 webapp/static/fonts/frutiger-lt-com-55-roman.woff
create mode 100644 webapp/static/fonts/frutiger-lt-com-56-italic.ttf
create mode 100644 webapp/static/fonts/frutiger-lt-com-65-bold.eot
create mode 100644 webapp/static/fonts/frutiger-lt-com-65-bold.svg
create mode 100644 webapp/static/fonts/frutiger-lt-com-65-bold.ttf
create mode 100644 webapp/static/fonts/frutiger-lt-com-65-bold.woff
create mode 100644 webapp/static/fonts/frutiger-lt-com-66-bold-italic.ttf
create mode 100644 webapp/static/fonts/frutiger-lt-com-75-black.eot
create mode 100644 webapp/static/fonts/frutiger-lt-com-75-black.svg
create mode 100644 webapp/static/fonts/frutiger-lt-com-75-black.ttf
create mode 100644 webapp/static/fonts/frutiger-lt-com-75-black.woff
create mode 100644 webapp/static/fonts/frutiger-lt-com-76-black-italic.ttf
create mode 100644 webapp/static/fonts/shgen.eot
create mode 100644 webapp/static/fonts/shgen.svg
create mode 100644 webapp/static/fonts/shgen.ttf
create mode 100644 webapp/static/fonts/shgen.woff
create mode 100644 webapp/templates/base.html
create mode 100644 webapp/templates/dash_index.html
create mode 100644 webapp/templates/home.html
create mode 100644 webapp/templates/model.html
create mode 100644 webapp/templates/training.html
create mode 100644 wsgi.py
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..9bab6e9
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,36 @@
+# Environments / Settings
+.env
+
+# VS Code
+.vscode/
+
+# Distribution / packaging
+.Python
+env/
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+*.egg-info/
+.installed.cfg
+*.egg
+
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+
+# Databases
+*.db
+*.sqlite
+
+# Temporary Data
+tmp/
+
+saved_models/
\ No newline at end of file
diff --git a/LICENSE b/LICENSE
new file mode 100644
index 0000000..e6e348c
--- /dev/null
+++ b/LICENSE
@@ -0,0 +1,674 @@
+GNU GENERAL PUBLIC LICENSE
+ Version 3, 29 June 2007
+
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+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
+
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+ 12. No Surrender of Others' Freedom.
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+
+ 13. Use with the GNU Affero General Public License.
+
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+ 14. Revised Versions of this License.
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+
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+
+ If the Program specifies that a proxy can decide which future
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+ THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY
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+ 16. Limitation of Liability.
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+SUCH DAMAGES.
+
+ 17. Interpretation of Sections 15 and 16.
+
+ If the disclaimer of warranty and limitation of liability provided
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+Program, unless a warranty or assumption of liability accompanies a
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+
+ END OF TERMS AND CONDITIONS
+
+ How to Apply These Terms to Your New Programs
+
+ If you develop a new program, and you want it to be of the greatest
+possible use to the public, the best way to achieve this is to make it
+free software which everyone can redistribute and change under these terms.
+
+ To do so, attach the following notices to the program. It is safest
+to attach them to the start of each source file to most effectively
+state the exclusion of warranty; and each file should have at least
+the "copyright" line and a pointer to where the full notice is found.
+
+ EGI-Optimization-Tool
+ Copyright (c) 2020-2023 Fraunhofer IISB. All rights reserved.
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU General Public License for more details.
+
+ You should have received a copy of the GNU General Public License
+ along with this program. If not, see <https://www.gnu.org/licenses/>.
+
+Also add information on how to contact you by electronic and paper mail.
+
+ If the program does terminal interaction, make it output a short
+notice like this when it starts in an interactive mode:
+
+ <EGI-Optimization-Tool> Copyright (c) 2020-2023 Fraunhofer IISB. All rights reserved.
+ This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'.
+ This is free software, and you are welcome to redistribute it
+ under certain conditions; type `show c' for details.
+
+The hypothetical commands `show w' and`show c' should show the appropriate
+parts of the General Public License. Of course, your program's commands
+might be different; for a GUI interface, you would use an "about box".
+
+ You should also get your employer (if you work as a programmer) or school,
+if any, to sign a "copyright disclaimer" for the program, if necessary.
+For more information on this, and how to apply and follow the GNU GPL, see
+<https://www.gnu.org/licenses/>.
+
+ The GNU General Public License does not permit incorporating your program
+into proprietary programs. If your program is a subroutine library, you
+may consider it more useful to permit linking proprietary applications with
+the library. If this is what you want to do, use the GNU Lesser General
+Public License instead of this License. But first, please read
+<https://www.gnu.org/licenses/why-not-lgpl.html>.
diff --git a/README.md b/README.md
index d23bc46..00014aa 100644
--- a/README.md
+++ b/README.md
@@ -1,92 +1,40 @@
# Production-Loadprofile-Tool
+Repository for the Production-Loadprofile-Tool developed in the research project **ProEnergie - Bayern**. The tool is used to train machine learning models for the prediction of loadprofiles. The models are trained with historical production and load data that can be uploaded in the web interface. Then, the loadprofile can be predicted on basis of the production planning data.
+## Information
-## Getting started
-
-To make it easy for you to get started with GitLab, here's a list of recommended next steps.
-
-Already a pro? Just edit this README.md and make it your own. Want to make it easy? [Use the template at the bottom](#editing-this-readme)!
-
-## Add your files
-
-- [ ] [Create](https://docs.gitlab.com/ee/user/project/repository/web_editor.html#create-a-file) or [upload](https://docs.gitlab.com/ee/user/project/repository/web_editor.html#upload-a-file) files
-- [ ] [Add files using the command line](https://docs.gitlab.com/ee/gitlab-basics/add-file.html#add-a-file-using-the-command-line) or push an existing Git repository with the following command:
-
-```
-cd existing_repo
-git remote add origin https://gitlab.cc-asp.fraunhofer.de/proenergie/production-loadprofile-tool.git
-git branch -M main
-git push -uf origin main
-```
-
-## Integrate with your tools
-
-- [ ] [Set up project integrations](https://gitlab.cc-asp.fraunhofer.de/proenergie/production-loadprofile-tool/-/settings/integrations)
-
-## Collaborate with your team
-
-- [ ] [Invite team members and collaborators](https://docs.gitlab.com/ee/user/project/members/)
-- [ ] [Create a new merge request](https://docs.gitlab.com/ee/user/project/merge_requests/creating_merge_requests.html)
-- [ ] [Automatically close issues from merge requests](https://docs.gitlab.com/ee/user/project/issues/managing_issues.html#closing-issues-automatically)
-- [ ] [Enable merge request approvals](https://docs.gitlab.com/ee/user/project/merge_requests/approvals/)
-- [ ] [Automatically merge when pipeline succeeds](https://docs.gitlab.com/ee/user/project/merge_requests/merge_when_pipeline_succeeds.html)
+### Project facts
-## Test and Deploy
+- [Project Website](https://www.proenergie-bayern.de/) (german) with additional information regarding ProEnergie - Bayern\
+ 
+- time period: 02/2020 to 01/2023
+- funded by: [Bayerische Forschungsstiftung BFS](https://forschungsstiftung.de/)\
+ 
-Use the built-in continuous integration in GitLab.
+### Software license
-- [ ] [Get started with GitLab CI/CD](https://docs.gitlab.com/ee/ci/quick_start/index.html)
-- [ ] [Analyze your code for known vulnerabilities with Static Application Security Testing(SAST)](https://docs.gitlab.com/ee/user/application_security/sast/)
-- [ ] [Deploy to Kubernetes, Amazon EC2, or Amazon ECS using Auto Deploy](https://docs.gitlab.com/ee/topics/autodevops/requirements.html)
-- [ ] [Use pull-based deployments for improved Kubernetes management](https://docs.gitlab.com/ee/user/clusters/agent/)
-- [ ] [Set up protected environments](https://docs.gitlab.com/ee/ci/environments/protected_environments.html)
+This work is licensed under the GNU General Public License v3.
-***
+You should have received a copy of the GNU General Public License along with this program. If not, see [gnu.org/licenses](https://www.gnu.org/licenses/).
-# Editing this README
-
-When you're ready to make this README your own, just edit this file and use the handy template below (or feel free to structure it however you want - this is just a starting point!). Thank you to [makeareadme.com](https://www.makeareadme.com/) for this template.
-
-## Suggestions for a good README
-Every project is different, so consider which of these sections apply to yours. The sections used in the template are suggestions for most open source projects. Also keep in mind that while a README can be too long and detailed, too long is better than too short. If you think your README is too long, consider utilizing another form of documentation rather than cutting out information.
-
-## Name
-Choose a self-explaining name for your project.
-
-## Description
-Let people know what your project can do specifically. Provide context and add a link to any reference visitors might be unfamiliar with. A list of Features or a Background subsection can also be added here. If there are alternatives to your project, this is a good place to list differentiating factors.
-
-## Badges
-On some READMEs, you may see small images that convey metadata, such as whether or not all the tests are passing for the project. You can use Shields to add some to your README. Many services also have instructions for adding a badge.
-
-## Visuals
-Depending on what you are making, it can be a good idea to include screenshots or even a video (you'll frequently see GIFs rather than actual videos). Tools like ttygif can help, but check out Asciinema for a more sophisticated method.
-
-## Installation
-Within a particular ecosystem, there may be a common way of installing things, such as using Yarn, NuGet, or Homebrew. However, consider the possibility that whoever is reading your README is a novice and would like more guidance. Listing specific steps helps remove ambiguity and gets people to using your project as quickly as possible. If it only runs in a specific context like a particular programming language version or operating system or has dependencies that have to be installed manually, also add a Requirements subsection.
-
-## Usage
-Use examples liberally, and show the expected output if you can. It's helpful to have inline the smallest example of usage that you can demonstrate, while providing links to more sophisticated examples if they are too long to reasonably include in the README.
+## Getting started
-## Support
-Tell people where they can go to for help. It can be any combination of an issue tracker, a chat room, an email address, etc.
+### Installation
-## Roadmap
-If you have ideas for releases in the future, it is a good idea to list them in the README.
+For using the tool, following steps are needed:
-## Contributing
-State if you are open to contributions and what your requirements are for accepting them.
+1. clone the complete project using git or download the complete project as zip file, e.g. with git command: `git clone https://gitlab.cc-asp.fraunhofer.de/proenergie/production-loadprofile-tool.git`
+2. generate a virtual environment for Python (at least version 3.8)
+3. install all needed packages using the requirements file, command: `pip install -r requirements.txt`
+4. start the webapp in your IDE or console, command: `python wsgi.py`
-For people who want to make changes to your project, it's helpful to have some documentation on how to get started. Perhaps there is a script that they should run or some environment variables that they need to set. Make these steps explicit. These instructions could also be useful to your future self.
+### First steps
-You can also document commands to lint the code or run tests. These steps help to ensure high code quality and reduce the likelihood that the changes inadvertently break something. Having instructions for running tests is especially helpful if it requires external setup, such as starting a Selenium server for testing in a browser.
+If the webapp has been started, you should see in your console or IDE that the server is running. The web interface of the app is by default accessible at the address [http://127.0.0.1:5000/](http://127.0.0.1:5000/)
-## Authors and acknowledgment
-Show your appreciation to those who have contributed to the project.
+### Folder structure
-## License
-For open source projects, say how it is licensed.
+## Features
-## Project status
-If you have run out of energy or time for your project, put a note at the top of the README saying that development has slowed down or stopped completely. Someone may choose to fork your project or volunteer to step in as a maintainer or owner, allowing your project to keep going. You can also make an explicit request for maintainers.
+### Functionality of the tool
diff --git a/config.py b/config.py
new file mode 100644
index 0000000..b686642
--- /dev/null
+++ b/config.py
@@ -0,0 +1,44 @@
+# -*- coding: utf-8 -*-
+#
+# Copyright (c) 2020-2023 Fraunhofer IPA. All rights reserved.
+# This file is part of ProEnergie Production-Loadprofile-Tool.
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program. If not, see <https://www.gnu.org/licenses/>.
+#
+
+
+"""Flask config."""
+from os import environ, path
+
+
+BASE_DIR = path.abspath(path.dirname(__file__))
+
+
+class Config:
+ """Flask configuration variables."""
+
+ # General Config
+ FLASK_APP = environ.get("FLASK_APP")
+ FLASK_ENV = environ.get("FLASK_ENV")
+ SECRET_KEY = environ.get("SECRET_KEY")
+
+ # Assets
+ LESS_BIN = environ.get("LESS_BIN")
+ ASSETS_DEBUG = environ.get("ASSETS_DEBUG")
+ LESS_RUN_IN_DEBUG = environ.get("LESS_RUN_IN_DEBUG")
+
+ # Static Assets
+ STATIC_FOLDER = "static"
+ TEMPLATES_FOLDER = "templates"
+ COMPRESSOR_DEBUG = environ.get("COMPRESSOR_DEBUG")
diff --git a/database/__init__.py b/database/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/database/database.py b/database/database.py
new file mode 100644
index 0000000..68913b2
--- /dev/null
+++ b/database/database.py
@@ -0,0 +1,236 @@
+# -*- coding: utf-8 -*-
+#
+# Copyright (c) 2020-2023 Fraunhofer IPA. All rights reserved.
+# This file is part of ProEnergie Production-Loadprofile-Tool.
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program. If not, see <https://www.gnu.org/licenses/>.
+#
+
+
+from os import path
+
+import numpy as np
+from pandas import isna
+from sqlalchemy import (
+ Column,
+ DateTime,
+ Float,
+ Integer,
+ MetaData,
+ String,
+ Table,
+ create_engine,
+ insert,
+ inspect,
+ select,
+)
+from sqlalchemy.dialects.sqlite import insert as sqlinsert
+from sqlalchemy.sql.schema import ForeignKey
+
+PD_TYPE_TO_SQL = {
+ "float64": Float,
+ "int64": Integer,
+ "object": String,
+ "datetime64[ns]": String,
+}
+
+_my_location = path.dirname(path.realpath(__file__))
+_db_location = path.join(_my_location, "proe.db")
+engine = create_engine("sqlite:///" + _db_location, echo=True, future=True)
+metadata = MetaData()
+metadata.reflect(bind=engine)
+inspector = inspect(engine)
+
+if not (inspector.has_table("table_list")):
+ _ = Table(
+ "machine_list",
+ metadata,
+ Column("id", Integer, primary_key=True),
+ Column("machine_name", String, unique=True, nullable=False),
+ )
+
+if not (inspector.has_table("table_list")):
+ _ = Table(
+ "table_list",
+ metadata,
+ Column("id", Integer, primary_key=True),
+ Column("table_name", String, unique=True, nullable=False),
+ Column("type", String, nullable=False),
+ Column("machine_id", ForeignKey("machine_list.id"), nullable=False),
+ )
+
+metadata.create_all(engine)
+
+
+def get_database_engine():
+ return engine
+
+
+def write_df_to_db(df, machine, type):
+ tablename = f"{machine}_{type}"
+ if inspector.has_table(tablename):
+ table = metadata.tables[tablename]
+
+ table_cols = [c.name for c in list(table.columns)[2:]]
+ for c in table_cols:
+ if c not in df.columns:
+ return f"Spalte {c} nicht gefunden"
+
+ temp = df[table_cols].copy()
+ try:
+ temp[temp.index.name] = temp.index
+ except ValueError as err:
+ raise ValueError(
+ f"duplicate name in index/columns: {err}"
+ ) from err
+
+ keys = list(map(str, temp.columns))
+ ncols = len(keys)
+ data_list = [None] * ncols
+ for i, (_, ser) in enumerate(temp.items()):
+ vals = ser._values
+ if vals.dtype.kind == "M":
+ d = vals.to_pydatetime()
+ elif vals.dtype.kind == "m":
+ # store as integers, see GH#6921, GH#7076
+ d = vals.view("i8").astype(object)
+ else:
+ d = vals.astype(object)
+
+ assert isinstance(d, np.ndarray), type(d)
+
+ if ser._can_hold_na:
+ # Note: this will miss timedeltas
+ # since they are converted to int
+ mask = isna(d)
+ d[mask] = None
+
+ data_list[i] = d
+
+ chunksize = 500
+ nrows = len(temp)
+ chunks = int(nrows / chunksize) + 1
+
+ unique_col = inspector.get_unique_constraints(tablename)[0][
+ "column_names"
+ ]
+ columns_to_update = [
+ col["name"]
+ for col in inspector.get_columns(tablename)
+ if col["primary_key"] == 0
+ if col["name"] not in unique_col
+ ]
+
+ with engine.connect() as conn:
+ for i in range(chunks):
+ start_i = i * chunksize
+ end_i = min((i + 1) * chunksize, nrows)
+ if start_i >= end_i:
+ break
+
+ data_iter = zip(*[arr[start_i:end_i] for arr in data_list])
+ data = [dict(zip(keys, row)) for row in data_iter]
+
+ insert_stmt = sqlinsert(table).values(data)
+ columns_excluded = [
+ col
+ for col in list(insert_stmt.excluded)
+ if col.name in columns_to_update
+ ]
+ do_update_stmt = insert_stmt.on_conflict_do_update(
+ index_elements=unique_col,
+ set_=dict(zip(columns_to_update, columns_excluded)),
+ )
+ conn.execute(do_update_stmt)
+
+ conn.commit()
+
+ else:
+ create_table(machine, type, df)
+ df.to_sql(tablename, engine, if_exists="append")
+
+ return "Daten wurden in Datenbank geschrieben!"
+
+
+def create_table(machine, type, df):
+ with engine.connect() as conn:
+ machine_table = metadata.tables["machine_list"]
+ stmt = select(machine_table).where(
+ machine_table.c.machine_name == machine
+ )
+ row = conn.execute(stmt).first()
+ if row is None:
+ insert_stmt = insert(machine_table).values(machine_name=machine)
+ conn.execute(insert_stmt)
+ conn.commit()
+
+ tablename = f"{machine}_{type}"
+ _ = Table(
+ tablename,
+ metadata,
+ Column("id", Integer, primary_key=True),
+ Column(str(df.index.name), DateTime, unique=True),
+ *[
+ Column(colname, PD_TYPE_TO_SQL[str(df.dtypes[colname])])
+ for colname in df.columns
+ ],
+ )
+ metadata.create_all(engine)
+ stmt = select(machine_table.c.id).where(
+ machine_table.c.machine_name == machine
+ )
+ row = conn.execute(stmt).first()
+ table_list = metadata.tables["table_list"]
+ insert_stmt = insert(table_list).values(
+ table_name=tablename, type=type, machine_id=row[0]
+ )
+ conn.execute(insert_stmt)
+ conn.commit()
+ return
+
+
+def get_list_of_machines():
+ with engine.connect() as conn:
+ machine_table = metadata.tables["machine_list"]
+ stmt = select(machine_table.c.machine_name)
+ row = conn.execute(stmt).all()
+ return [item for tuple_ in row for item in tuple_]
+
+
+def get_list_of_tables():
+ with engine.connect() as conn:
+ tables = metadata.tables["table_list"]
+ machine_table = metadata.tables["machine_list"]
+ stmt = select(
+ tables.c.table_name, tables.c.type, machine_table.c.machine_name
+ ).join_from(tables, machine_table)
+ row = conn.execute(stmt).all()
+ return [dict(tuple_) for tuple_ in row]
+
+
+def get_tables():
+ return metadata.tables
+
+
+def get_table(table_name):
+ return metadata.tables[table_name]
+
+
+def get_list_of_columns(machine, type):
+ tablename = f"{machine}_{type}"
+ if inspector.has_table(tablename):
+ table = metadata.tables[tablename]
+ return list(table.columns)
+ else:
+ raise ValueError(f"No table named '{machine}_{type}'")
diff --git a/images/logo_BFS.png b/images/logo_BFS.png
new file mode 100644
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diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..1293ded
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,115 @@
+absl-py==1.2.0
+altgraph==0.17
+appdirs==1.4.4
+astunparse==1.6.3
+attrs==21.2.0
+backcall==0.2.0
+black==21.5b0
+Bootstrap-Flask==1.7.0
+Brotli==1.0.9
+cachetools==5.2.0
+certifi==2022.6.15.2
+charset-normalizer==2.1.1
+click==7.1.2
+colorama==0.4.4
+dash==2.5.1
+dash-bootstrap-components==0.12.2
+dash-core-components==2.0.0
+dash-daq==0.5.0
+dash-html-components==2.0.0
+dash-renderer==1.9.1
+dash-table==5.0.0
+dash-uploader==0.5.0
+decorator==5.0.9
+dominate==2.6.0
+flake8==3.9.1
+Flask==1.1.2
+Flask-Compress==1.9.0
+Flask-WTF==0.15.1
+flatbuffers==2.0.7
+future==0.18.2
+gast==0.4.0
+google-auth==2.11.0
+google-auth-oauthlib==0.4.6
+google-pasta==0.2.0
+greenlet==1.1.0
+grpcio==1.48.1
+h5py==3.7.0
+idna==3.4
+importlib-metadata==4.12.0
+ipykernel==5.5.5
+ipython==7.24.1
+ipython-genutils==0.2.0
+itsdangerous==1.1.0
+jedi==0.18.0
+Jinja2==2.11.3
+joblib==1.0.1
+jsonschema==3.2.0
+jupyter-client==6.1.12
+jupyter-core==4.7.1
+keras==2.10.0
+Keras-Preprocessing==1.1.2
+libclang==14.0.6
+Markdown==3.4.1
+MarkupSafe==1.1.1
+matplotlib-inline==0.1.2
+mccabe==0.6.1
+mypy-extensions==0.4.3
+nbformat==5.1.3
+numpy==1.20.2
+oauthlib==3.2.1
+opt-einsum==3.3.0
+packaging==21.3
+pandas==1.3.2
+parso==0.8.2
+pathspec==0.8.1
+pefile==2021.5.24
+pickleshare==0.7.5
+plotly==5.9.0
+prompt-toolkit==3.0.18
+protobuf==3.19.5
+pyasn1==0.4.8
+pyasn1-modules==0.2.8
+pycodestyle==2.7.0
+pyflakes==2.3.1
+Pygments==2.9.0
+pyinstaller==4.3
+pyinstaller-hooks-contrib==2021.2
+pyparsing==3.0.9
+pyrsistent==0.18.0
+python-dateutil==2.8.1
+pytz==2021.1
+pywin32==301
+pywin32-ctypes==0.2.0
+pyzmq==22.1.0
+regex==2021.4.4
+requests==2.28.1
+requests-oauthlib==1.3.1
+retrying==1.3.3
+rope==0.19.0
+rsa==4.9
+scikit-learn==0.24.2
+scipy==1.7.1
+six==1.16.0
+SQLAlchemy==1.4.14
+tenacity==8.0.1
+tensorboard==2.10.0
+tensorboard-data-server==0.6.1
+tensorboard-plugin-wit==1.8.1
+tensorflow==2.10.0
+tensorflow-estimator==2.10.0
+tensorflow-io-gcs-filesystem==0.27.0
+termcolor==2.0.1
+threadpoolctl==2.2.0
+toml==0.10.2
+tornado==6.1
+traitlets==5.0.5
+typing-extensions==4.3.0
+urllib3==1.26.12
+visitor==0.1.3
+wcwidth==0.2.5
+Werkzeug==1.0.1
+wrapt==1.14.1
+WTForms==2.3.3
+xlrd==2.0.1
+zipp==3.8.1
diff --git a/webapp/__init__.py b/webapp/__init__.py
new file mode 100644
index 0000000..018ddfc
--- /dev/null
+++ b/webapp/__init__.py
@@ -0,0 +1,37 @@
+"""Initialize Flask app."""
+from flask import Flask
+from flask_bootstrap import Bootstrap
+
+bootstrap = Bootstrap()
+
+
+def init_app():
+ """Construct core Flask application."""
+ app = Flask(__name__, instance_relative_config=False)
+ app.config.from_object("config.Config")
+
+ with app.app_context():
+ # Import parts of our core Flask app
+ from . import routes # noqa
+
+ # register extensions
+ bootstrap.init_app(app)
+
+ # Import Dash application
+ from .dash_upload.app import init_dashboard
+
+ app = init_dashboard(app)
+
+ from .dash_training.app import init_dashboard
+
+ app = init_dashboard(app)
+
+ from .dash_prediction.app import init_dashboard
+
+ app = init_dashboard(app)
+
+ from .dash_visualization.app import init_dashboard
+
+ app = init_dashboard(app)
+
+ return app
diff --git a/webapp/dash_prediction/__init__.py b/webapp/dash_prediction/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/webapp/dash_prediction/app.py b/webapp/dash_prediction/app.py
new file mode 100644
index 0000000..cc84c8f
--- /dev/null
+++ b/webapp/dash_prediction/app.py
@@ -0,0 +1,55 @@
+
+# -*- coding: utf-8 -*-
+#
+# Copyright (c) 2020-2023 Fraunhofer IPA. All rights reserved.
+# This file is part of ProEnergie Production-Loadprofile-Tool.
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program. If not, see <https://www.gnu.org/licenses/>.
+#
+
+
+import dash_bootstrap_components as dbc
+from dash import Dash
+from flask import render_template
+
+from .callbacks import init_callbacks
+from .layout import serve_layout
+
+URL_BASE = "/prediction/"
+
+
+def init_dashboard(server):
+ """Create a Plotly Dash dashboard."""
+ dash_app = Dash(
+ __name__,
+ server=server,
+ routes_pathname_prefix=URL_BASE,
+ requests_pathname_prefix=URL_BASE,
+ assets_folder="../static",
+ assets_url_path="/static/",
+ external_stylesheets=[
+ "/static/css/style.css",
+ dbc.themes.BOOTSTRAP,
+ ],
+ title="ProEnergie - Prognose",
+ )
+
+ dash_app.index_string = render_template("dash_index.html")
+ # Create Dash Layout
+ dash_app.layout = serve_layout
+ dash_app.config["suppress_callback_exceptions"] = True
+
+ init_callbacks(dash_app)
+
+ return dash_app.server
diff --git a/webapp/dash_prediction/callbacks.py b/webapp/dash_prediction/callbacks.py
new file mode 100644
index 0000000..f0a7b7a
--- /dev/null
+++ b/webapp/dash_prediction/callbacks.py
@@ -0,0 +1,70 @@
+# -*- coding: utf-8 -*-
+#
+# Copyright (c) 2020-2023 Fraunhofer IPA. All rights reserved.
+# This file is part of ProEnergie Production-Loadprofile-Tool.
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program. If not, see <https://www.gnu.org/licenses/>.
+#
+
+
+from datetime import date
+
+from dash.dependencies import Input, Output, State
+from dash.exceptions import PreventUpdate
+
+from .figures import fig_prediction
+
+
+def init_callbacks(app):
+ @app.callback(
+ Output("output-container-date-picker-range", "children"),
+ [
+ Input("date-picker-range", "start_date"),
+ Input("date-picker-range", "end_date"),
+ ],
+ )
+ def update_output(start_date, end_date):
+ string_prefix = "You have selected: "
+ if start_date is not None:
+ start_date_object = date.fromisoformat(start_date)
+ start_date_string = start_date_object.strftime("%B %d, %Y")
+ string_prefix = (
+ string_prefix + "Start Date: " + start_date_string + " | "
+ )
+ if end_date is not None:
+ end_date_object = date.fromisoformat(end_date)
+ end_date_string = end_date_object.strftime("%B %d, %Y")
+ string_prefix = string_prefix + "End Date: " + end_date_string
+ if len(string_prefix) == len("You have selected: "):
+ return "Select a date to see it displayed here"
+ else:
+ return string_prefix
+
+ @app.callback(
+ Output("fig-prediction", "figure"),
+ [
+ Input("predict-btn", "n_clicks"),
+ State("date-picker-range", "start_date"),
+ State("date-picker-range", "end_date"),
+ State("select-model", "value"),
+ ],
+ )
+ def update_figure_prediction(
+ n_clicks, start_date_string, end_date_string, model
+ ):
+ if n_clicks is None:
+ raise PreventUpdate
+ start_date = date.fromisoformat(start_date_string)
+ end_date = date.fromisoformat(end_date_string)
+ return fig_prediction(start_date, end_date, model)
diff --git a/webapp/dash_prediction/figures.py b/webapp/dash_prediction/figures.py
new file mode 100644
index 0000000..0c5d82f
--- /dev/null
+++ b/webapp/dash_prediction/figures.py
@@ -0,0 +1,40 @@
+# -*- coding: utf-8 -*-
+#
+# Copyright (c) 2020-2023 Fraunhofer IPA. All rights reserved.
+# This file is part of ProEnergie Production-Loadprofile-Tool.
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program. If not, see <https://www.gnu.org/licenses/>.
+#
+
+
+from datetime import datetime
+
+import plotly.express as px
+from .queries import df_get_load
+
+
+def date_to_datetime(date, is_start_date):
+ if is_start_date:
+ new_datetime = datetime(date.year, date.month, date.day, 0, 0)
+ else:
+ new_datetime = datetime(date.year, date.month, date.day, 23, 59)
+ return new_datetime
+
+
+def fig_prediction(start_date, end_date, model):
+ start_datetime = date_to_datetime(start_date, True)
+ end_datetime = date_to_datetime(end_date, False)
+ end = datetime(2021, 4, 21, 23, 59)
+ df = df_get_load(start_datetime, end)
+ return px.line(df, x=df.index, y=df.columns)
diff --git a/webapp/dash_prediction/layout.py b/webapp/dash_prediction/layout.py
new file mode 100644
index 0000000..423d128
--- /dev/null
+++ b/webapp/dash_prediction/layout.py
@@ -0,0 +1,65 @@
+# -*- coding: utf-8 -*-
+#
+# Copyright (c) 2020-2023 Fraunhofer IPA. All rights reserved.
+# This file is part of ProEnergie Production-Loadprofile-Tool.
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program. If not, see <https://www.gnu.org/licenses/>.
+#
+
+
+import dash_bootstrap_components as dbc
+import dash_core_components as dcc
+import dash_html_components as html
+from .queries import get_max_date, get_min_date
+
+
+def serve_layout():
+ return html.Div(
+ id="div-prediction",
+ children=[
+ dbc.Container(
+ html.Div(
+ [
+ dcc.DatePickerRange(
+ id="date-picker-range",
+ min_date_allowed=get_min_date(),
+ max_date_allowed=get_max_date(),
+ start_date=get_min_date(),
+ end_date=get_max_date(),
+ ),
+ html.Div(id="output-container-date-picker-range"),
+ ]
+ )
+ ),
+ dbc.Container(
+ [
+ dcc.Dropdown(
+ id="select-model",
+ options=[],
+ placeholder="Modell auswählen",
+ ),
+ html.Button(
+ "OK",
+ id="predict-btn",
+ ),
+ ]
+ ),
+ dbc.Container(
+ fluid=True,
+ children=[
+ dcc.Graph(id="fig-prediction"),
+ ],
+ ),
+ ],
+ )
diff --git a/webapp/dash_prediction/queries.py b/webapp/dash_prediction/queries.py
new file mode 100644
index 0000000..7578a8d
--- /dev/null
+++ b/webapp/dash_prediction/queries.py
@@ -0,0 +1,88 @@
+# -*- coding: utf-8 -*-
+#
+# Copyright (c) 2020-2023 Fraunhofer IPA. All rights reserved.
+# This file is part of ProEnergie Production-Loadprofile-Tool.
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program. If not, see <https://www.gnu.org/licenses/>.
+#
+
+
+from datetime import date
+
+import pandas as pd
+from database.database import (
+ get_database_engine,
+ get_list_of_tables,
+ get_tables,
+ get_table,
+)
+from sqlalchemy import select
+
+
+def get_min_date():
+ min_date = date.today()
+ meta_tables = get_tables()
+ time_columns = [
+ meta_tables[table["table_name"]].c[1] for table in get_list_of_tables()
+ ]
+ engine = get_database_engine()
+ with engine.connect() as con:
+ for col in time_columns:
+ stmt = select(col).order_by(col.asc())
+ cur = con.execute(stmt)
+ min_date_ = cur.first()[0]
+ if min_date_.date() < min_date:
+ min_date = min_date_.date()
+
+ return min_date
+
+
+def get_max_date():
+ max_date = date(2000, 1, 1)
+ meta_tables = get_tables()
+ time_columns = [
+ meta_tables[table["table_name"]].c[1] for table in get_list_of_tables()
+ ]
+ engine = get_database_engine()
+
+ with engine.connect() as con:
+ for col in time_columns:
+ stmt = select(col).order_by(col.desc())
+ cur = con.execute(stmt)
+ max_date_ = cur.first()[0]
+ if max_date_.date() > max_date:
+ max_date = max_date_.date()
+
+ return max_date
+
+
+def df_get_load(start_datetime, end_datetime):
+ tables = get_list_of_tables()
+ engine = get_database_engine()
+ list_of_df = []
+ with engine.connect() as con:
+ for table in tables:
+ if table["table_name"] == "m53_load":
+ sql_table = get_table(table["table_name"])
+ stmt = select(sql_table).where(
+ sql_table.c[1] >= start_datetime,
+ sql_table.c[1] <= end_datetime,
+ )
+ df = pd.read_sql_query(stmt, con=con)
+ df = df.set_index(df.columns[1])
+ df.drop(columns=df.columns[0], inplace=True)
+ df.columns = [table["machine_name"]]
+ list_of_df.append(df)
+
+ return pd.concat(list_of_df, axis=1, join="outer")
diff --git a/webapp/dash_training/__init__.py b/webapp/dash_training/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/webapp/dash_training/app.py b/webapp/dash_training/app.py
new file mode 100644
index 0000000..413cf57
--- /dev/null
+++ b/webapp/dash_training/app.py
@@ -0,0 +1,53 @@
+# -*- coding: utf-8 -*-
+#
+# Copyright (c) 2020-2023 Fraunhofer IPA. All rights reserved.
+# This file is part of ProEnergie Production-Loadprofile-Tool.
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program. If not, see <https://www.gnu.org/licenses/>.
+#
+
+
+import dash_bootstrap_components as dbc
+from dash import Dash
+from flask import render_template
+
+from .callbacks import init_callbacks
+from .layout import serve_layout
+
+URL_BASE = "/model/"
+
+
+def init_dashboard(server):
+ """Create a Plotly Dash dashboard."""
+ dash_app = Dash(
+ server=server,
+ routes_pathname_prefix=URL_BASE,
+ requests_pathname_prefix=URL_BASE,
+ assets_folder="../static",
+ assets_url_path="/static/",
+ external_stylesheets=[
+ "/static/css/style.css",
+ dbc.themes.BOOTSTRAP,
+ ],
+ title="ProEnergie - Modelltraining",
+ )
+
+ dash_app.index_string = render_template("dash_index.html")
+ # Create Dash Layout
+ dash_app.layout = serve_layout
+ dash_app.config["suppress_callback_exceptions"] = True
+
+ init_callbacks(dash_app)
+
+ return dash_app.server
diff --git a/webapp/dash_training/callbacks.py b/webapp/dash_training/callbacks.py
new file mode 100644
index 0000000..9bb670c
--- /dev/null
+++ b/webapp/dash_training/callbacks.py
@@ -0,0 +1,59 @@
+# -*- coding: utf-8 -*-
+#
+# Copyright (c) 2020-2023 Fraunhofer IPA. All rights reserved.
+# This file is part of ProEnergie Production-Loadprofile-Tool.
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program. If not, see <https://www.gnu.org/licenses/>.
+#
+
+
+from dash.dependencies import Input, Output, State
+
+
+def init_callbacks(app):
+ @app.callback(
+ Output("rf-collapse", "is_open"),
+ Input("rf-switch", "on"),
+ )
+ def toggle_collapse_rf(on):
+ if on:
+ return True
+ return False
+
+ @app.callback(
+ Output("et-collapse", "is_open"),
+ Input("et-switch", "on"),
+ )
+ def toggle_collapse_et(on):
+ if on:
+ return True
+ return False
+
+ @app.callback(
+ Output("svm-collapse", "is_open"),
+ Input("svm-switch", "on"),
+ )
+ def toggle_collapse_svm(on):
+ if on:
+ return True
+ return False
+
+ @app.callback(
+ Output("div-train", "children"),
+ Input("start-train", "n_clicks"),
+ State("machine-dropdown", "value"),
+ )
+ def start_training(n_clicks, machine):
+ if n_clicks is not None:
+ return "Training gestartet"
diff --git a/webapp/dash_training/layout.py b/webapp/dash_training/layout.py
new file mode 100644
index 0000000..90a8be5
--- /dev/null
+++ b/webapp/dash_training/layout.py
@@ -0,0 +1,379 @@
+# -*- coding: utf-8 -*-
+#
+# Copyright (c) 2020-2023 Fraunhofer IPA. All rights reserved.
+# This file is part of ProEnergie Production-Loadprofile-Tool.
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program. If not, see <https://www.gnu.org/licenses/>.
+#
+
+
+import dash_bootstrap_components as dbc
+import dash_core_components as dcc
+import dash_html_components as html
+import dash_daq as daq
+
+
+def serve_layout():
+ return html.Div(
+ id="div-model",
+ children=[
+ dbc.Container(
+ fluid=True,
+ children=[
+ dbc.Card(
+ [
+ dbc.CardHeader("Konfiguration"),
+ dbc.CardBody(
+ [
+ dbc.Row(
+ [
+ dbc.Col(
+ [
+ html.H5("Maschine"),
+ dcc.Dropdown(
+ id="machine-dropdown",
+ options=[
+ {
+ "label": "m53",
+ "value": "m53",
+ }
+ ],
+ ),
+ html.H5("Zeitraum (min)"),
+ dcc.Slider(
+ min=15,
+ max=1000,
+ step=15,
+ value=90,
+ marks={
+ 15: 15,
+ 60: 60,
+ 120: 120,
+ 240: 240,
+ 360: 360,
+ 480: 480,
+ 600: 600,
+ 720: 720,
+ 840: 840,
+ 1000: 1000,
+ },
+ id="conf-slider",
+ tooltip={
+ "placement": "bottom",
+ "always_visible": True,
+ },
+ ),
+ ],
+ width=6,
+ ),
+ dbc.Col(
+ [
+ html.H5("ML-Verfahren"),
+ daq.BooleanSwitch(
+ id="rf-switch",
+ label="Random Forest",
+ on=True,
+ color="#179c7d",
+ ),
+ daq.BooleanSwitch(
+ id="et-switch",
+ label="Extra Trees",
+ on=True,
+ color="#179c7d",
+ ),
+ daq.BooleanSwitch(
+ id="svm-switch",
+ label="Support Vector Machine",
+ on=True,
+ color="#179c7d",
+ ),
+ ]
+ ),
+ ]
+ ),
+ dbc.Row(
+ [
+ dbc.Col(
+ [
+ html.Button(
+ "Starte Training mit manueller Konfiguration",
+ id="start-train",
+ ),
+ html.Button(
+ "Starte Training mit automatischer Konfiguration",
+ id="start-autotrain",
+ ),
+ html.Div(id="div-train"),
+ ],
+ width=6,
+ ),
+ dbc.Col([]),
+ ]
+ ),
+ ]
+ ),
+ ]
+ ),
+ # daq.BooleanSwitch(id="rf-switch", on=True, color="#179c7d"),
+ dbc.Collapse(
+ id="rf-collapse",
+ is_open=True,
+ children=dbc.Card(
+ [
+ dbc.CardHeader("RandomForest"),
+ dbc.CardBody(
+ [
+ dbc.Row(
+ [
+ dbc.Col(
+ [
+ html.H5(
+ "Anzahl an Estimatoren"
+ ),
+ dcc.Slider(
+ min=1,
+ max=200,
+ step=5,
+ value=10,
+ marks=None,
+ id="rf-slider",
+ tooltip={
+ "placement": "bottom",
+ "always_visible": True,
+ },
+ ),
+ html.H5(
+ "Maximale Tiefe (max depth)"
+ ),
+ dcc.Slider(
+ id="rf-max_depth",
+ min=0,
+ max=30,
+ step=1,
+ value=10,
+ marks={
+ 0: "None",
+ 5: 5,
+ 10: 10,
+ 15: 15,
+ 20: 20,
+ 25: 25,
+ 30: 30,
+ },
+ tooltip={
+ "placement": "bottom",
+ "always_visible": True,
+ },
+ ),
+ ],
+ width=6,
+ ),
+ dbc.Col(
+ [
+ html.H5("Kriterium"),
+ dcc.Dropdown(
+ id="rf-criterion",
+ options=[
+ {
+ "label": "Mean Squared Error (MSE)",
+ "value": "squared_error",
+ },
+ {
+ "label": "Mean Absolute Error (MAE)",
+ "value": "absolute_error",
+ },
+ {
+ "label": "Poisson Deviance",
+ "value": "poisson",
+ },
+ ],
+ value="squared_error",
+ ),
+ ]
+ ),
+ ]
+ )
+ ]
+ ),
+ ]
+ ),
+ ),
+ dbc.Collapse(
+ id="et-collapse",
+ is_open=True,
+ children=dbc.Card(
+ [
+ dbc.CardHeader("Extra Trees"),
+ dbc.CardBody(
+ [
+ dbc.Row(
+ [
+ dbc.Col(
+ [
+ html.H5(
+ "Anzahl an Estimatoren"
+ ),
+ dcc.Slider(
+ id="et-slider",
+ min=1,
+ max=30,
+ step=1,
+ value=10,
+ tooltip={
+ "placement": "bottom",
+ "always_visible": True,
+ },
+ ),
+ html.H5(
+ "Maximale Tiefe (max depth)"
+ ),
+ dcc.Slider(
+ id="et-max_depth",
+ min=0,
+ max=30,
+ step=1,
+ value=10,
+ tooltip={
+ "placement": "bottom",
+ "always_visible": True,
+ },
+ ),
+ ],
+ width=6,
+ ),
+ dbc.Col(
+ [
+ html.H5("Kriterium"),
+ dcc.Dropdown(
+ id="et-criterion",
+ options=[
+ {
+ "label": "Mean Squared Error (MSE)",
+ "value": "squared_error",
+ },
+ {
+ "label": "Mean Absolute Error (MAE)",
+ "value": "absolute_error",
+ },
+ ],
+ value="squared_error",
+ ),
+ ],
+ width=6,
+ ),
+ ]
+ )
+ ]
+ ),
+ ]
+ ),
+ ),
+ dbc.Collapse(
+ id="svm-collapse",
+ is_open=True,
+ children=dbc.Card(
+ [
+ dbc.CardHeader("Support Vector Machine"),
+ dbc.CardBody(
+ [
+ dbc.Row(
+ [
+ dbc.Col(
+ [
+ html.H5("Kernel"),
+ dcc.Dropdown(
+ id="svm-kernel",
+ options=[
+ {
+ "label": "Linear",
+ "value": "linear",
+ },
+ {
+ "label": "Poly",
+ "value": "poly",
+ },
+ {
+ "label": "RBF",
+ "value": "rbf",
+ },
+ {
+ "label": "Sigmoid",
+ "value": "sigmoid",
+ },
+ {
+ "label": "Precomputed",
+ "value": "precomputed",
+ },
+ ],
+ value="rbf",
+ ),
+ html.H5("Degree"),
+ dcc.Slider(
+ id="svm-degree",
+ min=2,
+ max=10,
+ step=1,
+ value=3,
+ tooltip={
+ "placement": "bottom",
+ "always_visible": True,
+ },
+ ),
+ html.H5("Gamma"),
+ dcc.Dropdown(
+ id="svm-gamma",
+ options=[
+ {
+ "label": "Scale",
+ "value": "scale",
+ },
+ {
+ "label": "Auto",
+ "value": "auto",
+ },
+ ],
+ value="scale",
+ ),
+ ],
+ width=6,
+ ),
+ dbc.Col(
+ [
+ html.H5("C"),
+ dcc.Input(
+ id="svm-c",
+ type="number",
+ value=1.0,
+ min=0.00001,
+ ),
+ html.H5("Epsilon"),
+ dcc.Input(
+ id="svm-epsilon",
+ type="number",
+ value=0.1,
+ min=0.00001,
+ ),
+ ]
+ ),
+ ]
+ )
+ ]
+ ),
+ ]
+ ),
+ ),
+ ],
+ ),
+ ],
+ )
diff --git a/webapp/dash_upload/__init__.py b/webapp/dash_upload/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/webapp/dash_upload/app.py b/webapp/dash_upload/app.py
new file mode 100644
index 0000000..f3c0594
--- /dev/null
+++ b/webapp/dash_upload/app.py
@@ -0,0 +1,57 @@
+# -*- coding: utf-8 -*-
+#
+# Copyright (c) 2020-2023 Fraunhofer IPA. All rights reserved.
+# This file is part of ProEnergie Production-Loadprofile-Tool.
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program. If not, see <https://www.gnu.org/licenses/>.
+#
+
+
+import dash_bootstrap_components as dbc
+import dash_uploader as du
+from dash import Dash
+from flask import render_template
+
+from .callbacks import init_callbacks
+from .layout import serve_layout
+
+URL_BASE = "/upload/"
+
+
+def init_dashboard(server):
+ """Create a Plotly Dash dashboard."""
+ dash_app = Dash(
+ __name__,
+ server=server,
+ routes_pathname_prefix=URL_BASE,
+ requests_pathname_prefix=URL_BASE,
+ assets_folder="../static",
+ assets_url_path="/static/",
+ external_stylesheets=[
+ "/static/css/style.css",
+ dbc.themes.BOOTSTRAP,
+ ],
+ title="ProEnergie - Upload",
+ )
+
+ dash_app.index_string = render_template("dash_index.html")
+ # Create Dash Layout
+ dash_app.layout = serve_layout
+ dash_app.config['suppress_callback_exceptions'] = True
+
+ init_callbacks(dash_app)
+
+ du.configure_upload(dash_app, "./tmp/uploads")
+
+ return dash_app.server
diff --git a/webapp/dash_upload/callbacks.py b/webapp/dash_upload/callbacks.py
new file mode 100644
index 0000000..59ced40
--- /dev/null
+++ b/webapp/dash_upload/callbacks.py
@@ -0,0 +1,284 @@
+# -*- coding: utf-8 -*-
+#
+# Copyright (c) 2020-2023 Fraunhofer IPA. All rights reserved.
+# This file is part of ProEnergie Production-Loadprofile-Tool.
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program. If not, see <https://www.gnu.org/licenses/>.
+#
+
+
+import dash
+import dash_html_components as html
+import pandas as pd
+from dash.dependencies import Input, Output, State
+from dash.exceptions import PreventUpdate
+from .data.upload import UploadData
+from database.database import write_df_to_db
+
+upload_data = UploadData()
+
+
+def init_callbacks(app):
+ @app.callback(
+ [
+ Output("header-input", "max"),
+ Output("preview-btn", "disabled"),
+ ],
+ [Input("dash-uploader", "isCompleted")],
+ [
+ State("dash-uploader", "fileNames"),
+ State("dash-uploader", "upload_id"),
+ State("csvformat-selector", "value"),
+ ],
+ )
+ def update_output(iscompleted, filename, upload_id, csvformat):
+ if filename is None:
+ raise PreventUpdate
+
+ if upload_id:
+ root_folder = "./tmp/uploads/" + upload_id + "/"
+ else:
+ root_folder = "./tmp/uploads/"
+
+ try:
+ df = upload_data.read_file(root_folder + filename[0], csvformat)
+ except Exception as e:
+ print(e)
+ return [
+ 1,
+ True,
+ ]
+ return [df.size, False]
+
+ @app.callback(
+ [
+ Output("table-csv-preview", "data"),
+ Output("table-csv-preview", "columns"),
+ ],
+ [
+ Input("preview-btn", "n_clicks"),
+ State("header-input", "value"),
+ State("csvformat-selector", "value"),
+ State("dash-uploader", "fileNames"),
+ State("dash-uploader", "upload_id"),
+ ],
+ )
+ def update_header(clicked, row, csvformat, filename, upload_id):
+ if filename is None:
+ raise PreventUpdate
+
+ if upload_id:
+ root_folder = "./tmp/uploads/" + upload_id + "/"
+ else:
+ root_folder = "./tmp/uploads/"
+
+ try:
+ df = upload_data.read_file(
+ root_folder + filename[0], csvformat, row
+ )
+ except Exception as e:
+ print(e)
+ return [html.Div(["There was an error processing this file."]), 1]
+
+ return [
+ df.iloc[0:10].to_dict("records"),
+ [{"name": i, "id": i, "renamable": True} for i in df.columns],
+ ]
+
+ @app.callback(
+ [Output("input-name", "disabled")],
+ [
+ Input("select-machine", "value"),
+ ],
+ )
+ def select_machine(machine):
+ input_disabled = True
+ if machine == "new":
+ input_disabled = False
+ return [input_disabled]
+
+ @app.callback(
+ [Output("confirm-name", "disabled")], [Input("input-name", "value")]
+ )
+ def activate_name_btn(value):
+ if value:
+ return [False]
+ return [True]
+
+ @app.callback(
+ [
+ Output("select-machine", "options"),
+ Output("select-machine", "value"),
+ Output("input-name", "value"),
+ ],
+ [
+ Input("confirm-name", "n_clicks"),
+ State("input-name", "value"),
+ State("select-machine", "options"),
+ ],
+ )
+ def add_machine_to_options(n_clicks, name, options):
+ if n_clicks is None:
+ raise PreventUpdate
+
+ options.append(
+ {
+ "label": name,
+ "value": name,
+ }
+ )
+ return [options, name, ""]
+
+ @app.callback(
+ [
+ Output("select-time-column", "options"),
+ Output("select-value-column", "options"),
+ ],
+ [
+ Input("table-csv-preview", "columns"),
+ ],
+ )
+ def refresh_column_labels(columns):
+ upload_data.set_df_columns([col["name"] for col in columns])
+ return [
+ [{"label": col["name"], "value": col["name"]} for col in columns],
+ [{"label": col["name"], "value": col["name"]} for col in columns],
+ ]
+
+ @app.callback(
+ [
+ Output("time-column-type-first", "style"),
+ Output("time-column-type-second", "style"),
+ Output("value-column-unit", "style"),
+ Output("h-select-value", "children"),
+ ],
+ [Input("type-selector", "value")],
+ )
+ def activate_select_value(type):
+ if type == "prod":
+ style = {}
+ style_value = {"display": "None"}
+ return [style, style, style_value, "Spalte Zeit:"]
+ elif type == "load":
+ style = {"display": "None"}
+ style_value = {}
+ return [style, style, style_value, "Spalte Werte:"]
+
+ @app.callback(
+ [Output("time-column-type-second", "options")],
+ [Input("time-column-type-first", "value")],
+ )
+ def update_time_radio_options(value):
+ options = [
+ {
+ "label": "Start",
+ "value": "start",
+ },
+ {
+ "label": "Ende",
+ "value": "end",
+ },
+ {
+ "label": "Laufzeit",
+ "value": "runtime",
+ },
+ ]
+ for i, d in enumerate(options):
+ if d["value"] == value:
+ options[i]["disabled"] = True
+ return [options]
+
+ @app.callback(
+ [Output("confirm-upload", "disabled")],
+ [
+ Input("confirm-upload", "n_clicks"),
+ Input("select-machine", "value"),
+ Input("select-time-column", "value"),
+ Input("select-value-column", "value"),
+ State("select-value-column", "disabled"),
+ ],
+ )
+ def activate_confirm_btn(
+ clicked, machine, time_column, value_column, value_column_disabled
+ ):
+ disabled = False
+
+ if clicked == 0:
+ disabled = True
+ if machine == "new" or machine is None:
+ disabled = True
+ if time_column is None:
+ disabled = True
+ if not value_column_disabled:
+ if value_column is None:
+ disabled = True
+
+ if "confirm-upload" in dash.callback_context.triggered[0]["prop_id"]:
+ disabled = True
+
+ return [disabled]
+
+ @app.callback(
+ [Output("upload-completed", "children")],
+ [
+ Input("confirm-upload", "n_clicks"),
+ Input("dash-uploader", "isCompleted"),
+ State("select-machine", "value"),
+ State("type-selector", "value"),
+ State("select-time-column", "value"),
+ State("select-value-column", "value"),
+ State("select-time-format", "value"),
+ State("time-column-type-first", "value"),
+ State("time-column-type-second", "value"),
+ State("value-column-unit", "value"),
+ ],
+ )
+ def confirm_upload(
+ clicked,
+ is_completed,
+ machine,
+ type,
+ time_column,
+ value_column,
+ time_format,
+ time_first,
+ time_second,
+ unit,
+ ):
+ if clicked is None:
+ raise PreventUpdate
+
+ if (
+ "confirm-upload"
+ not in [p["prop_id"] for p in dash.callback_context.triggered][0]
+ ):
+ return [""]
+
+ if type == "load":
+ df = upload_data.get_df()
+ df[time_column] = df[time_column].apply(
+ pd.to_datetime, format=time_format
+ )
+ df = df.drop_duplicates(subset=time_column, keep="first")
+ df.set_index(time_column, inplace=True)
+ df = df.loc[:, [value_column]].div(unit)
+ elif type == "prod":
+ upload_data.generate_time_columns(
+ {time_first: time_column, time_second: value_column},
+ time_format,
+ )
+ df = upload_data.get_df()
+
+ status = write_df_to_db(df, machine, type)
+ return [status]
diff --git a/webapp/dash_upload/data/__init__.py b/webapp/dash_upload/data/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/webapp/dash_upload/data/parse_contents.py b/webapp/dash_upload/data/parse_contents.py
new file mode 100644
index 0000000..615b2f4
--- /dev/null
+++ b/webapp/dash_upload/data/parse_contents.py
@@ -0,0 +1,63 @@
+# -*- coding: utf-8 -*-
+#
+# Copyright (c) 2020-2023 Fraunhofer IPA. All rights reserved.
+# This file is part of ProEnergie Production-Loadprofile-Tool.
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program. If not, see <https://www.gnu.org/licenses/>.
+#
+
+
+import base64
+import datetime
+import io
+
+import dash_html_components as html
+import dash_table
+import pandas as pd
+
+
+def parse_contents(contents, filename, date):
+ content_type, content_string = contents.split(",")
+
+ decoded = base64.b64decode(content_string)
+ try:
+ if "csv" in filename:
+ # Assume that the user uploaded a CSV file
+ df = pd.read_csv(
+ io.StringIO(decoded.decode("utf-8")), sep=";", decimal=","
+ )
+ print(df.size)
+ elif "xls" in filename:
+ # Assume that the user uploaded an excel file
+ df = pd.read_excel(io.BytesIO(decoded))
+ except Exception as e:
+ print(e)
+ return html.Div(["There was an error processing this file."])
+
+ return html.Div(
+ [
+ html.H5(filename),
+ html.H6(datetime.datetime.fromtimestamp(date)),
+ dash_table.DataTable(
+ data=df.iloc[0:10].to_dict("records"),
+ columns=[{"name": i, "id": i} for i in df.columns],
+ ),
+ html.Hr(), # horizontal line
+ html.Div("Raw Content"),
+ html.Pre(
+ contents[0:200] + "...",
+ style={"whiteSpace": "pre-wrap", "wordBreak": "break-all"},
+ ),
+ ]
+ )
diff --git a/webapp/dash_upload/data/upload.py b/webapp/dash_upload/data/upload.py
new file mode 100644
index 0000000..e65de07
--- /dev/null
+++ b/webapp/dash_upload/data/upload.py
@@ -0,0 +1,110 @@
+# -*- coding: utf-8 -*-
+#
+# Copyright (c) 2020-2023 Fraunhofer IPA. All rights reserved.
+# This file is part of ProEnergie Production-Loadprofile-Tool.
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program. If not, see <https://www.gnu.org/licenses/>.
+#
+
+
+import pandas as pd
+
+
+class UploadData:
+ def __init__(self):
+ self.df = None
+ self.fpath = None
+
+ def _parse_config(self, extension, csvformat, header_row=1):
+ if extension == "csv":
+ config = {
+ "sep": ";",
+ "decimal": ",",
+ "header": header_row - 1,
+ "on_bad_lines": "warn",
+ "encoding_errors": "ignore"
+ }
+ if csvformat == "en":
+ config["sep"] = ","
+ config["decimal"] = "."
+ return config
+ elif "xls" in extension:
+ config = {"header": header_row - 1}
+ return config
+
+ def _to_datetime(self, time_format, start=None, end=None):
+ if start is not None:
+ self.df[start] = self.df[start].apply(
+ pd.to_datetime, format=time_format
+ )
+ if end is not None:
+ self.df[end] = self.df[end].apply(
+ pd.to_datetime, format=time_format
+ )
+
+ def _add_runtime(self, start, end):
+ runtime = self.df[end] - self.df[start]
+ self.df["runtime"] = runtime.astype(int)
+
+ def _add_starttime(self, runtime, end):
+ self.df["starttime"] = self.df[end] - pd.to_timedelta(
+ self.df[runtime].astype(float), "m"
+ )
+
+ def _add_endtime(self, start, runtime):
+ self.df["endtime"] = self.df[start] + pd.to_timedelta(
+ self.df[runtime].astype(float), "m"
+ )
+
+ def read_file(self, path, csvformat, header_row=1):
+ # if self.fpath == path:
+ # return self.df
+ extension = path.split(".")[-1]
+ config = self._parse_config(extension, csvformat, header_row)
+ if extension == "csv":
+ self.df = pd.read_csv(path, **config)
+ elif "xls" in extension:
+ self.df = pd.read_excel(path, **config)
+ return self.df
+
+ def get_df(self):
+ return self.df
+
+ def set_df_columns(self, columns):
+ self.df.columns = columns
+
+ def generate_time_columns(self, col_dict, time_format):
+ time_columns = col_dict.keys()
+ if "runtime" not in time_columns:
+ self._to_datetime(time_format, col_dict["start"], col_dict["end"])
+ self._add_runtime(col_dict["start"], col_dict["end"])
+ col_dict["runtime"] = "runtime"
+ elif "start" not in time_columns:
+ self._to_datetime(time_format, end=col_dict["end"])
+ self._add_starttime(col_dict["runtime"], col_dict["end"])
+ col_dict["start"] = "starttime"
+ elif "end" not in time_columns:
+ self._to_datetime(time_format, start=col_dict["start"])
+ self._add_endtime(col_dict["start"], col_dict["runtime"])
+ col_dict["end"] = "endtime"
+ self.df = self.df.reindex(
+ columns=[
+ col_dict["start"],
+ col_dict["end"],
+ col_dict["runtime"],
+ *list(self.df.columns.drop(list(col_dict.values()))),
+ ]
+ )
+ self.df.drop_duplicates(subset=col_dict["start"], inplace=True)
+ self.df.set_index(col_dict["start"], inplace=True)
diff --git a/webapp/dash_upload/layout.py b/webapp/dash_upload/layout.py
new file mode 100644
index 0000000..97f18fe
--- /dev/null
+++ b/webapp/dash_upload/layout.py
@@ -0,0 +1,450 @@
+# -*- coding: utf-8 -*-
+#
+# Copyright (c) 2020-2023 Fraunhofer IPA. All rights reserved.
+# This file is part of ProEnergie Production-Loadprofile-Tool.
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program. If not, see <https://www.gnu.org/licenses/>.
+#
+
+
+import dash_bootstrap_components as dbc
+import dash_core_components as dcc
+import dash_html_components as html
+import dash_uploader as du
+from dash import dash_table
+from database.database import get_list_of_machines
+
+
+def serve_layout():
+ return html.Div(
+ id="div-upload",
+ children=[
+ dbc.Container(
+ children=[
+ dbc.Row(
+ [
+ dbc.Col(
+ children=[
+ html.Div(
+ html.H3(
+ "Upload",
+ style={"text-align": "center"},
+ )
+ ),
+ du.Upload(
+ id="dash-uploader",
+ max_file_size=1000,
+ filetypes=[
+ "csv",
+ "zip",
+ "xlsx",
+ "xlsm",
+ "xls",
+ ],
+ text="Drag & Drop oder klicken, um Datei hochzuladen!", # noqa
+ text_completed="Ausgewählte Datei: ",
+ default_style={
+ "height": "60px",
+ "lineHeight": "60px",
+ "borderWidth": "1px",
+ "borderStyle": "dashed",
+ "borderRadius": "5px",
+ "textAlign": "center",
+ },
+ ),
+ ]
+ ),
+ ]
+ ),
+ dbc.Row(
+ [
+ dbc.Col(
+ html.Div(html.H5("CSV-Format:")),
+ width=3,
+ className="opt-label",
+ ),
+ dbc.Col(
+ dbc.RadioItems(
+ options=[
+ {
+ "label": "Deutsch",
+ "value": "de",
+ },
+ {
+ "label": "Englisch",
+ "value": "en",
+ },
+ ],
+ value="de",
+ id="csvformat-selector",
+ labelClassName="radio-group-labels",
+ labelCheckedClassName="radio-group-labels-checked", # noqa
+ className="radio-group-items",
+ inline=True,
+ ),
+ id="col-csvformat-selector",
+ ),
+ ]
+ ),
+ dbc.Row(
+ [
+ dbc.Col(
+ html.Div(html.H5("Format des Zeitstempel:")),
+ width=3,
+ className="opt-label",
+ ),
+ dbc.Col(
+ dcc.Dropdown(
+ id="select-time-format",
+ options=[
+ {
+ "label": "31.12.2019, 23:59",
+ "value": "%d.%m.%Y %H:%M",
+ },
+ {
+ "label": "31.12.2019, 23:59:59",
+ "value": "%d.%m.%Y, %H:%M:%S",
+ },
+ {
+ "label": "31.12.19, 23:59:59",
+ "value": "%d.%m.%y %H:%M:%S",
+ },
+ {
+ "label": "31.12.19, 23:59",
+ "value": "%d.%m.%y %H:%M",
+ },
+ {
+ "label": "2019-12-31 23:59:59",
+ "value": "%Y-%m-%d %H:%M:%S",
+ },
+ ],
+ value="%d.%m.%Y %H:%M",
+ ),
+ id="col-select-time-format",
+ ),
+ ]
+ ),
+ dbc.Row(
+ [
+ dbc.Col(
+ html.Div(html.H5("Zeile des Headers:")),
+ width=3,
+ className="opt-label",
+ ),
+ dbc.Col(
+ html.Div(
+ dcc.Input(
+ id="header-input",
+ type="number",
+ placeholder="Zeile",
+ debounce=False,
+ value=1,
+ min=1,
+ step=1,
+ ),
+ ),
+ id="col-header-input",
+ ),
+ ]
+ ),
+ dbc.Row(
+ [
+ dbc.Col(
+ dbc.RadioItems(
+ options=[
+ {
+ "label": "Produktionsdaten",
+ "value": "prod",
+ },
+ {
+ "label": "Lastdaten",
+ "value": "load",
+ },
+ ],
+ value="load",
+ id="type-selector",
+ labelClassName="radio-group-labels",
+ labelCheckedClassName="radio-group-labels-checked", # noqa
+ className="radio-group-items",
+ inline=True,
+ ),
+ width=3,
+ className="opt-label",
+ ),
+ ]
+ ),
+ dbc.Row(
+ [
+ dbc.Col(
+ html.Div(html.H5("Spalte Zeitstempel:")),
+ width=3,
+ className="opt-label",
+ ),
+ dbc.Col(
+ [
+ dcc.Dropdown(
+ id="select-time-column",
+ options=[],
+ placeholder="Spalte auswählen",
+ ),
+ dbc.RadioItems(
+ options=[
+ {
+ "label": "Start",
+ "value": "start",
+ },
+ {
+ "label": "Ende",
+ "value": "end",
+ },
+ {
+ "label": "Laufzeit",
+ "value": "runtime",
+ },
+ ],
+ value="start",
+ id="time-column-type-first",
+ labelClassName="radio-group-labels",
+ labelCheckedClassName="radio-group-labels-checked", # noqa
+ className="radio-group-items",
+ inline=True,
+ ),
+ ],
+ id="col-select-time-column",
+ ),
+ ]
+ ),
+ dbc.Row(
+ [
+ dbc.Col(
+ html.Div(
+ html.H5(
+ "Spalte Werte:", id="h-select-value"
+ )
+ ),
+ width=3,
+ className="opt-label",
+ ),
+ dbc.Col(
+ [
+ dcc.Dropdown(
+ id="select-value-column",
+ options=[],
+ placeholder="Spalte auswählen",
+ ),
+ dbc.RadioItems(
+ options=[
+ {
+ "label": "Start",
+ "value": "start",
+ },
+ {
+ "label": "Ende",
+ "value": "end",
+ },
+ {
+ "label": "Laufzeit",
+ "value": "runtime",
+ },
+ ],
+ value="end",
+ id="time-column-type-second",
+ labelClassName="radio-group-labels",
+ labelCheckedClassName="radio-group-labels-checked", # noqa
+ className="radio-group-items",
+ inline=True,
+ ),
+ dbc.RadioItems(
+ options=[
+ {
+ "label": "W",
+ "value": 1000,
+ },
+ {
+ "label": "kW",
+ "value": 1,
+ },
+ ],
+ value=1,
+ id="value-column-unit",
+ labelClassName="radio-group-labels",
+ labelCheckedClassName="radio-group-labels-checked", # noqa
+ className="radio-group-items",
+ inline=True,
+ ),
+ ]
+ ),
+ ]
+ ),
+ dbc.Row(
+ [
+ dbc.Col(
+ html.Div(html.H5("Anlage:")),
+ width=3,
+ className="opt-label",
+ ),
+ dbc.Col(
+ [
+ dcc.Dropdown(
+ id="select-machine",
+ options=[
+ {
+ "label": "Neue Anlage",
+ "value": "new",
+ }
+ ]
+ + [
+ {
+ "label": machine,
+ "value": machine,
+ }
+ for machine in get_list_of_machines() # noqa
+ ],
+ placeholder="Anlage auswählen",
+ ),
+ html.Div(
+ [
+ dcc.Input(
+ id="input-name",
+ type="text",
+ placeholder="Neue Anlage",
+ disabled=True,
+ ),
+ html.Button(
+ "Ok",
+ id="confirm-name",
+ disabled=True,
+ ),
+ ],
+ style={"margin-top": "5px"},
+ ),
+ ]
+ ),
+ ]
+ ),
+ dbc.Row(
+ [
+ dbc.Col(
+ [],
+ width=3,
+ className="opt-label",
+ ),
+ ]
+ ),
+ dbc.Row(
+ [
+ dbc.Col(
+ [
+ html.Button(
+ "Vorschau",
+ id="preview-btn",
+ disabled=True,
+ ),
+ html.Button(
+ "Hochladen",
+ id="confirm-upload",
+ disabled=True,
+ ),
+ dcc.Loading(
+ html.Div(id="upload-completed")
+ ),
+ ],
+ style={"text-align": "center"},
+ ),
+ ]
+ ),
+ dbc.Row(
+ dbc.Col(
+ [
+ html.Div(
+ id="csv-preview",
+ children=[
+ html.Div(
+ html.H5("Vorschau"),
+ style={
+ "text-align": "center",
+ "background": "lightgrey",
+ },
+ ),
+ html.Div(
+ dash_table.DataTable(
+ id="table-csv-preview",
+ style_table={
+ "overflowX": "auto"
+ },
+ ),
+ style={
+ "width": "100%",
+ "min-height": "200px",
+ },
+ ),
+ ],
+ style={
+ "border": "2px solid lightgrey",
+ "border-radius": "5px",
+ },
+ )
+ ]
+ )
+ ),
+ ],
+ ),
+ ]
+ + get_tooltips(),
+ )
+
+
+def get_tooltips():
+ tooltips = [
+ dbc.Tooltip(
+ [
+ html.P("CSV-Format"),
+ html.P('DE: Trennzeichen ";" Dezimaltrenner ","'),
+ html.P('EN: Trennzeichen "," Dezimaltrenner "."'),
+ ],
+ target="col-csvformat-selector",
+ placement="left",
+ ),
+ dbc.Tooltip(
+ [html.P("Datums- und Uhrzeit-Format des Zeitstempels auswählen")],
+ target="col-select-time-format",
+ placement="left",
+ ),
+ dbc.Tooltip(
+ [
+ html.P(
+ "Zeile der Spaltenbezeichnung auswählen (beginnend bei 1)"
+ )
+ ],
+ target="col-header-input",
+ placement="left",
+ ),
+ dbc.Tooltip(
+ [
+ html.P(
+ "Produktionsdaten: "
+ "Spalten auswählen und Start-/End- oder Laufzeit zuweisen "
+ "(genau zwei müssen vorhanden sein)"
+ ),
+ html.P(
+ "Lastdaten: "
+ "Spalte des Zeitstempels und "
+ "Spalte der Lastwerte auswählen"
+ ),
+ ],
+ target="col-select-time-column",
+ placement="left",
+ ),
+ ]
+ return tooltips
diff --git a/webapp/dash_visualization/__init__.py b/webapp/dash_visualization/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/webapp/dash_visualization/app.py b/webapp/dash_visualization/app.py
new file mode 100644
index 0000000..a517d00
--- /dev/null
+++ b/webapp/dash_visualization/app.py
@@ -0,0 +1,54 @@
+# -*- coding: utf-8 -*-
+#
+# Copyright (c) 2020-2023 Fraunhofer IPA. All rights reserved.
+# This file is part of ProEnergie Production-Loadprofile-Tool.
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program. If not, see <https://www.gnu.org/licenses/>.
+#
+
+
+import dash_bootstrap_components as dbc
+from dash import Dash
+from flask import render_template
+
+from .callbacks import init_callbacks
+from .layout import serve_layout
+
+URL_BASE = "/visualization/"
+
+
+def init_dashboard(server):
+ """Create a Plotly Dash dashboard."""
+ dash_app = Dash(
+ __name__,
+ server=server,
+ routes_pathname_prefix=URL_BASE,
+ requests_pathname_prefix=URL_BASE,
+ assets_folder="../static",
+ assets_url_path="/static/",
+ external_stylesheets=[
+ "/static/css/style.css",
+ dbc.themes.BOOTSTRAP,
+ ],
+ title="ProEnergie - Darstellung",
+ )
+
+ dash_app.index_string = render_template("dash_index.html")
+ # Create Dash Layout
+ dash_app.layout = serve_layout
+ dash_app.config["suppress_callback_exceptions"] = True
+
+ init_callbacks(dash_app)
+
+ return dash_app.server
diff --git a/webapp/dash_visualization/callbacks.py b/webapp/dash_visualization/callbacks.py
new file mode 100644
index 0000000..8e9dad2
--- /dev/null
+++ b/webapp/dash_visualization/callbacks.py
@@ -0,0 +1,200 @@
+# -*- coding: utf-8 -*-
+#
+# Copyright (c) 2020-2023 Fraunhofer IPA. All rights reserved.
+# This file is part of ProEnergie Production-Loadprofile-Tool.
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program. If not, see <https://www.gnu.org/licenses/>.
+#
+
+
+from datetime import date
+
+from dash.dependencies import Input, Output, State
+from dash.exceptions import PreventUpdate
+
+from .figures import (
+ fig_daily_profile,
+ fig_load_carpet_plot_daily,
+ fig_load_tables,
+ fig_prod_xy,
+)
+
+from .queries import get_prod_feature_options
+
+
+def init_callbacks(app):
+ @app.callback(
+ Output("output-container-date-picker-range", "children"),
+ [
+ Input("date-picker-range", "start_date"),
+ Input("date-picker-range", "end_date"),
+ ],
+ )
+ def update_output(start_date, end_date):
+ string_prefix = "You have selected: "
+ if start_date is not None:
+ start_date_object = date.fromisoformat(start_date)
+ start_date_string = start_date_object.strftime("%B %d, %Y")
+ string_prefix = (
+ string_prefix + "Start Date: " + start_date_string + " | "
+ )
+ if end_date is not None:
+ end_date_object = date.fromisoformat(end_date)
+ end_date_string = end_date_object.strftime("%B %d, %Y")
+ string_prefix = string_prefix + "End Date: " + end_date_string
+ if len(string_prefix) == len("You have selected: "):
+ return "Select a date to see it displayed here"
+ else:
+ return string_prefix
+
+ @app.callback(
+ Output("fig-load", "figure"),
+ [
+ Input("date-picker-range", "start_date"),
+ Input("date-picker-range", "end_date"),
+ ],
+ )
+ def update_figures(start_date_string, end_date_string):
+ start_date = date.fromisoformat(start_date_string)
+ end_date = date.fromisoformat(end_date_string)
+ return fig_load_tables(start_date, end_date)
+
+ @app.callback(
+ Output("fig-load-carpet-daily", "figure"),
+ [
+ Input("date-picker-range", "start_date"),
+ Input("date-picker-range", "end_date"),
+ ],
+ )
+ def update_fig_load_carpet_daily(start_date_string, end_date_string):
+ start_date = date.fromisoformat(start_date_string)
+ end_date = date.fromisoformat(end_date_string)
+ return fig_load_carpet_plot_daily(start_date, end_date)
+
+ @app.callback(
+ Output("fig-daily-profile-mon", "figure"),
+ [
+ Input("date-picker-range", "start_date"),
+ Input("date-picker-range", "end_date"),
+ ],
+ )
+ def update_fig_daily_profile_mon(start_date_string, end_date_string):
+ start_date = date.fromisoformat(start_date_string)
+ end_date = date.fromisoformat(end_date_string)
+ return fig_daily_profile(start_date, end_date, 0)
+
+ @app.callback(
+ Output("fig-daily-profile-tue", "figure"),
+ [
+ Input("date-picker-range", "start_date"),
+ Input("date-picker-range", "end_date"),
+ ],
+ )
+ def update_fig_daily_profile_tue(start_date_string, end_date_string):
+ start_date = date.fromisoformat(start_date_string)
+ end_date = date.fromisoformat(end_date_string)
+ return fig_daily_profile(start_date, end_date, 1)
+
+ @app.callback(
+ Output("fig-daily-profile-wed", "figure"),
+ [
+ Input("date-picker-range", "start_date"),
+ Input("date-picker-range", "end_date"),
+ ],
+ )
+ def update_fig_daily_profile_wed(start_date_string, end_date_string):
+ start_date = date.fromisoformat(start_date_string)
+ end_date = date.fromisoformat(end_date_string)
+ return fig_daily_profile(start_date, end_date, 2)
+
+ @app.callback(
+ Output("fig-daily-profile-thu", "figure"),
+ [
+ Input("date-picker-range", "start_date"),
+ Input("date-picker-range", "end_date"),
+ ],
+ )
+ def update_fig_daily_profile_thu(start_date_string, end_date_string):
+ start_date = date.fromisoformat(start_date_string)
+ end_date = date.fromisoformat(end_date_string)
+ return fig_daily_profile(start_date, end_date, 3)
+
+ @app.callback(
+ Output("fig-daily-profile-fri", "figure"),
+ [
+ Input("date-picker-range", "start_date"),
+ Input("date-picker-range", "end_date"),
+ ],
+ )
+ def update_fig_daily_profile_fri(start_date_string, end_date_string):
+ start_date = date.fromisoformat(start_date_string)
+ end_date = date.fromisoformat(end_date_string)
+ return fig_daily_profile(start_date, end_date, 4)
+
+ @app.callback(
+ [
+ Output("fig-daily-profile-sat", "figure"),
+ Output("fig-daily-profile-sun", "figure"),
+ ],
+ [
+ Input("date-picker-range", "start_date"),
+ Input("date-picker-range", "end_date"),
+ ],
+ )
+ def update_fig_daily_profile_sat(start_date_string, end_date_string):
+ start_date = date.fromisoformat(start_date_string)
+ end_date = date.fromisoformat(end_date_string)
+ return [
+ fig_daily_profile(start_date, end_date, 5),
+ fig_daily_profile(start_date, end_date, 6),
+ ]
+
+ @app.callback(
+ [
+ Output("select-feature-x", "options"),
+ Output("select-feature-y", "options"),
+ ],
+ Input("select-machine-prod-fig", "value"),
+ )
+ def update_select_feature_x_options(value):
+ if value is None:
+ raise PreventUpdate
+ return [get_prod_feature_options(value)] * 2
+
+ @app.callback(
+ Output("fig-prod-xy", "figure"),
+ [
+ Input("confirm-feature-selection", "n_clicks"),
+ Input("date-picker-range", "start_date"),
+ Input("date-picker-range", "end_date"),
+ State("select-machine-prod-fig", "value"),
+ State("select-feature-x", "value"),
+ State("select-feature-y", "value"),
+ ],
+ )
+ def update_fig_prod_xy(
+ n_clicks,
+ start_date_string,
+ end_date_string,
+ machine,
+ feature_x,
+ feature_y,
+ ):
+ if n_clicks is None:
+ raise PreventUpdate
+
+ start_date = date.fromisoformat(start_date_string)
+ end_date = date.fromisoformat(end_date_string)
+
+ return fig_prod_xy(start_date, end_date, machine, feature_x, feature_y)
diff --git a/webapp/dash_visualization/figures.py b/webapp/dash_visualization/figures.py
new file mode 100644
index 0000000..7ce1adb
--- /dev/null
+++ b/webapp/dash_visualization/figures.py
@@ -0,0 +1,139 @@
+# -*- coding: utf-8 -*-
+#
+# Copyright (c) 2020-2023 Fraunhofer IPA. All rights reserved.
+# This file is part of ProEnergie Production-Loadprofile-Tool.
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program. If not, see <https://www.gnu.org/licenses/>.
+#
+
+
+from datetime import datetime
+
+import pandas as pd
+import plotly.express as px
+import plotly.graph_objects as go
+
+from .queries import df_get_load, df_get_prod
+
+
+def date_to_datetime(date, is_start_date):
+ if is_start_date:
+ new_datetime = datetime(date.year, date.month, date.day, 0, 0)
+ else:
+ new_datetime = datetime(date.year, date.month, date.day, 23, 59)
+ return new_datetime
+
+
+def fig_load_tables(start_date, end_date):
+ start_datetime = date_to_datetime(start_date, True)
+ end_datetime = date_to_datetime(end_date, False)
+ df = df_get_load(start_datetime, end_datetime)
+ df["Gesamt"] = df.apply(lambda row: row.sum(), axis=1)
+ return px.line(df, x=df.index, y=df.columns)
+
+
+def fig_load_carpet_plot_daily(start_date, end_date):
+ start_datetime = date_to_datetime(start_date, True)
+ end_datetime = date_to_datetime(end_date, False)
+ df = df_get_load(start_datetime, end_datetime)
+ profiles = list(df.columns)
+ df["Gesamt"] = df.apply(lambda row: row.sum(), axis=1)
+ df["time"] = df.index.to_series().apply(lambda x: x.time())
+ df["date"] = df.index.to_series().apply(lambda x: x.date())
+ df_pivot = df.pivot(index="time", columns="date", values="Gesamt")
+
+ fig = go.Figure()
+ fig.add_trace(
+ go.Heatmap(
+ z=df_pivot,
+ x=df_pivot.columns,
+ y=df_pivot.index,
+ name="Gesamt",
+ visible=True,
+ showlegend=True,
+ colorscale="rainbow",
+ # zsmooth="best",
+ )
+ )
+ for p in profiles:
+ df_pivot = df.pivot(index="time", columns="date", values=p)
+ fig.add_trace(
+ go.Heatmap(
+ z=df_pivot,
+ x=df_pivot.columns,
+ y=df_pivot.index,
+ name=p,
+ visible="legendonly",
+ showlegend=True,
+ colorscale="rainbow",
+ # zsmooth="best",
+ )
+ )
+
+ fig.update_layout(
+ legend=dict(
+ orientation="h", yanchor="bottom", y=1.02, xanchor="right", x=1
+ )
+ )
+
+ return fig
+
+
+def fig_daily_profile(start_date, end_date, weekday):
+ start_datetime = date_to_datetime(start_date, True)
+ end_datetime = date_to_datetime(end_date, False)
+ df = df_get_load(start_datetime, end_datetime)
+ df = df[df.index.to_series().apply(lambda x: x.weekday()) == weekday]
+ df_days = df.groupby(lambda x: x.date())
+ fig = go.Figure()
+ active = df.columns[0]
+ for _, group in df_days:
+ x = group.index.to_series().apply(lambda dt: dt.time())
+ for col in df.columns:
+ if not any(group[col].isna()):
+ fig.add_trace(
+ go.Scatter(
+ x=pd.to_datetime(x, format="%H:%M:%S"),
+ y=group[col],
+ mode="lines",
+ legendgroup=col,
+ name=str(group.index[0].date()),
+ line_color="grey",
+ visible=True if col == active else "legendonly",
+ )
+ )
+ df_time = df.groupby(lambda x: x.time()).mean()
+ for col in df.columns:
+ fig.add_trace(
+ go.Scatter(
+ x=pd.to_datetime(df_time.index, format="%H:%M:%S"),
+ y=df_time[col],
+ mode="lines",
+ legendgroup=col,
+ name="average",
+ line_color="green",
+ visible=True if col == active else "legendonly",
+ )
+ )
+ fig.update_xaxes(tickformat="%H:%M")
+ return fig
+
+
+def fig_prod_xy(start_date, end_date, machines, feature_x, feature_y):
+ start_datetime = date_to_datetime(start_date, True)
+ end_datetime = date_to_datetime(end_date, False)
+ df = df_get_prod(
+ start_datetime, end_datetime, machines, [feature_x, feature_y]
+ )[0]
+ return px.scatter(df, x=feature_x, y=feature_y)
diff --git a/webapp/dash_visualization/layout.py b/webapp/dash_visualization/layout.py
new file mode 100644
index 0000000..6f5899d
--- /dev/null
+++ b/webapp/dash_visualization/layout.py
@@ -0,0 +1,193 @@
+# -*- coding: utf-8 -*-
+#
+# Copyright (c) 2020-2023 Fraunhofer IPA. All rights reserved.
+# This file is part of ProEnergie Production-Loadprofile-Tool.
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program. If not, see <https://www.gnu.org/licenses/>.
+#
+
+
+import dash_bootstrap_components as dbc
+import dash_core_components as dcc
+import dash_html_components as html
+
+from .queries import get_max_date, get_min_date, get_select_machine_options
+
+
+def serve_layout():
+ return html.Div(
+ id="div-visualization",
+ children=[
+ dbc.Container(
+ html.Div(
+ [
+ dcc.DatePickerRange(
+ id="date-picker-range",
+ min_date_allowed=get_min_date(),
+ max_date_allowed=get_max_date(),
+ start_date=get_min_date(),
+ end_date=get_max_date(),
+ ),
+ html.Div(id="output-container-date-picker-range"),
+ ]
+ )
+ ),
+ dbc.Container(
+ [
+ dbc.Row(dbc.Col(html.Div(html.H3("Produktionsdaten")))),
+ dbc.Row(dbc.Col(html.Div(html.H4("Pair Plots")))),
+ dbc.Row(
+ [
+ dbc.Col(
+ [
+ html.Div(html.H5("Anlage")),
+ dcc.Dropdown(
+ id="select-machine-prod-fig",
+ options=get_select_machine_options(), # noqa
+ ),
+ ]
+ ),
+ dbc.Col(
+ [
+ html.Div(html.H5("Feature X")),
+ dcc.Dropdown(
+ id="select-feature-x",
+ options=[],
+ ),
+ ]
+ ),
+ dbc.Col(
+ [
+ html.Div(html.H5("Feature Y")),
+ dcc.Dropdown(
+ id="select-feature-y",
+ options=[],
+ ),
+ ]
+ ),
+ dbc.Col(
+ html.Button(
+ "Bestätigen",
+ id="confirm-feature-selection",
+ ),
+ width=2,
+ className="d-flex",
+ align="end",
+ ),
+ ]
+ ),
+ ]
+ ),
+ dbc.Container(
+ fluid=True,
+ children=[
+ dbc.Row(dbc.Col(dcc.Graph(id="fig-prod-xy"))),
+ ],
+ ),
+ dbc.Container(
+ [
+ dbc.Row(dbc.Col(html.Div(html.H3("Lastdaten")))),
+ dbc.Row(dbc.Col(html.Div(html.H4("Lastgang")))),
+ ]
+ ),
+ dbc.Container(
+ fluid=True,
+ children=[
+ dbc.Row(dbc.Col(dcc.Graph(id="fig-load"))),
+ ],
+ ),
+ dbc.Container(
+ [dbc.Row(dbc.Col(html.Div(html.H4("Carpet Plot"))))]
+ ),
+ dbc.Container(
+ fluid=True,
+ children=[
+ dbc.Row(dbc.Col(dcc.Graph(id="fig-load-carpet-daily"))),
+ ],
+ ),
+ dbc.Container(
+ [dbc.Row(dbc.Col(html.Div(html.H4("Tagesverläufe"))))]
+ ),
+ dbc.Container(
+ fluid=True,
+ children=[
+ dbc.Row(
+ children=[
+ dbc.Col(
+ [
+ html.Div(html.H5("Montag")),
+ dcc.Graph(id="fig-daily-profile-mon"),
+ ],
+ width=6,
+ ),
+ dbc.Col(
+ [
+ html.Div(html.H5("Dienstag")),
+ dcc.Graph(id="fig-daily-profile-tue"),
+ ],
+ width=6,
+ ),
+ ]
+ ),
+ dbc.Row(
+ children=[
+ dbc.Col(
+ [
+ html.Div(html.H5("Mittwoch")),
+ dcc.Graph(id="fig-daily-profile-wed"),
+ ],
+ width=6,
+ ),
+ dbc.Col(
+ [
+ html.Div(html.H5("Donnerstag")),
+ dcc.Graph(id="fig-daily-profile-thu"),
+ ],
+ width=6,
+ ),
+ ]
+ ),
+ dbc.Row(
+ children=[
+ dbc.Col(
+ [
+ html.Div(html.H5("Freitag")),
+ dcc.Graph(id="fig-daily-profile-fri"),
+ ],
+ width=6,
+ ),
+ dbc.Col(
+ [
+ html.Div(html.H5("Samstag")),
+ dcc.Graph(id="fig-daily-profile-sat"),
+ ],
+ width=6,
+ ),
+ ]
+ ),
+ dbc.Row(
+ children=[
+ dbc.Col(
+ [
+ html.Div(html.H5("Sonntag")),
+ dcc.Graph(id="fig-daily-profile-sun"),
+ ],
+ width=6,
+ ),
+ ]
+ ),
+ ],
+ ),
+ ],
+ )
diff --git a/webapp/dash_visualization/queries.py b/webapp/dash_visualization/queries.py
new file mode 100644
index 0000000..23d1320
--- /dev/null
+++ b/webapp/dash_visualization/queries.py
@@ -0,0 +1,125 @@
+# -*- coding: utf-8 -*-
+#
+# Copyright (c) 2020-2023 Fraunhofer IPA. All rights reserved.
+# This file is part of ProEnergie Production-Loadprofile-Tool.
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program. If not, see <https://www.gnu.org/licenses/>.
+#
+
+
+from datetime import date
+
+import pandas as pd
+from database.database import (
+ get_database_engine,
+ get_list_of_tables,
+ get_table,
+ get_tables,
+)
+from sqlalchemy import select
+
+
+def get_min_date():
+ min_date = date.today()
+ meta_tables = get_tables()
+ time_columns = [
+ meta_tables[table["table_name"]].c[1] for table in get_list_of_tables()
+ ]
+ engine = get_database_engine()
+ with engine.connect() as con:
+ for col in time_columns:
+ stmt = select(col).order_by(col.asc())
+ cur = con.execute(stmt)
+ min_date_ = cur.first()[0]
+ if min_date_.date() < min_date:
+ min_date = min_date_.date()
+
+ return min_date
+
+
+def get_max_date():
+ max_date = date(2000, 1, 1)
+ meta_tables = get_tables()
+ time_columns = [
+ meta_tables[table["table_name"]].c[1] for table in get_list_of_tables()
+ ]
+ engine = get_database_engine()
+
+ with engine.connect() as con:
+ for col in time_columns:
+ stmt = select(col).order_by(col.desc())
+ cur = con.execute(stmt)
+ max_date_ = cur.first()[0]
+ if max_date_.date() > max_date:
+ max_date = max_date_.date()
+
+ return max_date
+
+
+def df_get_load(start_datetime, end_datetime):
+ tables = get_list_of_tables()
+ engine = get_database_engine()
+ list_of_df = []
+ with engine.connect() as con:
+ for table in tables:
+ if table["type"] == "load":
+ sql_table = get_table(table["table_name"])
+ stmt = select(sql_table).where(
+ sql_table.c[1] >= start_datetime,
+ sql_table.c[1] <= end_datetime,
+ )
+ df = pd.read_sql_query(stmt, con=con)
+ df = df.set_index(df.columns[1])
+ df.drop(columns=df.columns[0], inplace=True)
+ df.columns = [table["machine_name"]]
+ list_of_df.append(df)
+
+ return pd.concat(list_of_df, axis=1, join="outer")
+
+
+def df_get_prod(start_datetime, end_datetime, machines, features):
+ if not isinstance(machines, list):
+ machines = [machines]
+
+ tables = get_list_of_tables()
+ engine = get_database_engine()
+ list_of_df = []
+ with engine.connect() as con:
+ for table in tables:
+ if table["type"] == "prod" and table["machine_name"] in machines:
+ sql_table = get_table(table["table_name"])
+ selected_cols = list(sql_table.c)[1:4] + [
+ sql_table.c[f] for f in features
+ ]
+ stmt = select(*selected_cols).where(
+ sql_table.c[1] >= start_datetime,
+ sql_table.c[1] <= end_datetime,
+ )
+ df = pd.read_sql_query(stmt, con=con)
+ list_of_df.append(df)
+ return list_of_df
+
+
+def get_select_machine_options():
+ tables = get_list_of_tables()
+ return [
+ {"label": table["machine_name"], "value": table["machine_name"]}
+ for table in tables
+ if table["type"] == "prod"
+ ]
+
+
+def get_prod_feature_options(machine):
+ sql_table = get_table(f"{machine}_prod")
+ return [{"label": c.name, "value": c.name} for c in list(sql_table.c)[3:]]
diff --git a/webapp/forms.py b/webapp/forms.py
new file mode 100644
index 0000000..898dca4
--- /dev/null
+++ b/webapp/forms.py
@@ -0,0 +1,36 @@
+# -*- coding: utf-8 -*-
+#
+# Copyright (c) 2020-2023 Fraunhofer IPA. All rights reserved.
+# This file is part of ProEnergie Production-Loadprofile-Tool.
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program. If not, see <https://www.gnu.org/licenses/>.
+#
+
+
+from database.database import get_list_of_machines
+from wtforms import Form, SelectField, StringField, SubmitField
+
+
+class TrainingForm(Form):
+ filename = StringField("Modell-Dateiname:")
+ machine = SelectField("Anlage: ", choices=get_list_of_machines())
+ model_algorithm = SelectField(
+ "ML-Verfahren: ",
+ choices=[
+ ("RandomForest", "Random Forest"),
+ ("ExtraTrees", "Extra Trees"),
+ ("SupportVectorMachine", "Support Vector Machine"),
+ ],
+ )
+ submit = SubmitField("Training starten!")
diff --git a/webapp/routes.py b/webapp/routes.py
new file mode 100644
index 0000000..9799e1c
--- /dev/null
+++ b/webapp/routes.py
@@ -0,0 +1,51 @@
+# -*- coding: utf-8 -*-
+#
+# Copyright (c) 2020-2023 Fraunhofer IPA. All rights reserved.
+# This file is part of ProEnergie Production-Loadprofile-Tool.
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program. If not, see <https://www.gnu.org/licenses/>.
+#
+
+
+"""Routes for parent Flask app."""
+from flask import current_app as app
+from flask import render_template
+
+# from webapp.forms import TrainingForm
+
+# from .dash_upload import app as upload_app # noqa
+# from .dash_visualization import app as visualization_app # noqa
+
+current_thread = None
+
+
+@app.route("/")
+@app.route("/home")
+def home():
+ """Landing page."""
+ return render_template("home.html")
+
+
+@app.route("/model/training")
+def model_training():
+ global current_thread
+ if current_thread is None:
+ data = "Training nicht aktiv"
+ else:
+ progress = current_thread.progress
+ if isinstance(progress, str):
+ data = str(progress)
+ else:
+ data = progress()
+ return render_template("training.html", data=data)
diff --git a/webapp/static/css/style.css b/webapp/static/css/style.css
new file mode 100644
index 0000000..4ba3241
--- /dev/null
+++ b/webapp/static/css/style.css
@@ -0,0 +1,249 @@
+/**
+# -*- coding: utf-8 -*-
+#
+# Copyright (c) 2020-2023 Fraunhofer IPA. All rights reserved.
+# This file is part of ProEnergie Production-Loadprofile-Tool.
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program. If not, see <https://www.gnu.org/licenses/>.
+#
+**/
+
+
+
+@charset "utf-8";
+
+/* ========== FONT ========== */
+
+@font-face{
+ font-family:"Light";
+ src:url('../fonts/frutiger-lt-com-45-light.eot');
+ src:url('../fonts/frutiger-lt-com-45-light.eot?#iefix') format('embedded-opentype'),
+ url('../fonts/frutiger-lt-com-45-light.woff') format('woff'),
+ url('../fonts/frutiger-lt-com-45-light.ttf') format('truetype'),
+ url('../fonts/frutiger-lt-com-45-light.svg#Light') format('svg');
+ font-weight: normal;
+ font-style: normal;
+ }
+@font-face{
+ font-family:"Standard";
+ src:url('../fonts/frutiger-lt-com-55-roman.eot');
+ src:url('../fonts/frutiger-lt-com-55-roman.eot?#iefix') format('embedded-opentype'),
+ url('../fonts/frutiger-lt-com-55-roman.woff') format('woff'),
+ url('../fonts/frutiger-lt-com-55-roman.ttf') format('truetype'),
+ url('../fonts/frutiger-lt-com-55-roman.svg#Standard') format('svg');
+ font-weight: normal;
+ font-style: normal;
+ }
+@font-face{
+ font-family:"Bold";
+ src:url('../fonts/frutiger-lt-com-65-bold.eot');
+ src:url('../fonts/frutiger-lt-com-65-bold.eot?#iefix') format('embedded-opentype'),
+ url('../fonts/frutiger-lt-com-65-bold.woff') format('woff'),
+ url('../fonts/frutiger-lt-com-65-bold.ttf') format('truetype'),
+ url('../fonts/frutiger-lt-com-65-bold.svg#Bold') format('svg');
+ font-weight: normal;
+ font-style: normal;
+ }
+@font-face{
+ font-family:"Black";
+ src:url('../fonts/frutiger-lt-com-75-black.eot');
+ src:url('../fonts/frutiger-lt-com-75-black.eot?#iefix') format('embedded-opentype'),
+ url('../fonts/frutiger-lt-com-75-black.woff') format('woff'),
+ url('../fonts/frutiger-lt-com-75-black.ttf') format('truetype'),
+ url('../fonts/frutiger-lt-com-75-black.svg#Black') format('svg');
+ font-weight: normal;
+ font-style: normal;
+ }
+
+
+
+#main
+{
+ background: #FFFFFF;
+ font-size: 13px;
+ font-family: 'Standard', Arial, 'Arial Unicode MS', Helvetica, Sans-Serif;
+ font-weight: normal;
+ font-style: normal;
+}
+table, ul.hmenu
+{
+ font-size: 13px;
+ font-family: 'Standard', Arial, 'Arial Unicode MS', Helvetica, Sans-Serif;
+ font-weight: normal;
+ font-style: normal;
+}
+
+h1, h2, h3, h4, h5, h6, p, a, ul, ol, li
+{
+ font-family: 'Standard', Arial;
+}
+
+body {
+ font-family: 'Standard', Arial, sans-serif;
+}
+
+@media screen and (min-width: 1400px){
+ .container
+ {
+ max-width: 1320px !important;
+ }
+}
+
+.row
+{
+ padding-top: 5px;
+ padding-bottom: 5px;
+}
+
+.opt-label
+{
+ text-align: right;
+}
+
+.opt-label h5
+{
+ padding: 0.3rem 0;
+}
+
+.navbar
+{
+ margin-bottom: 10px;
+}
+
+#div-visualization h3, #div-visualization h4, #div-visualization h5
+{
+ text-align: center;
+}
+
+/* Reset buttons border. It's important for input and button tags.
+ * border-collapse should be separate for shadow in IE.
+ */
+button, .button
+{
+ border: 0;
+ border-collapse: separate;
+ background-origin: border-box !important;
+ background: #C7CACC;
+ border-width: 0;
+ padding:0 21px;
+ margin: 0 5px !important;
+ height: 36px;
+}
+
+
+.custom-control-label::after,
+.custom-control-label::before {
+ display: none !important;
+}
+
+.custom-control {
+ padding-left: 0 !important;
+}
+
+.custom-control-inline {
+ margin-right: 0 !important;
+}
+
+.radio-group-labels {
+ border: 1px solid #ccc;
+ border-radius: 0px;
+ font: bold 11px Roboto, sans-serif;
+ padding: 6px 7px;
+ background-image: -webkit-linear-gradient(top, #fefefe, #f3f3f3);
+ background-image: -moz-linear-gradient(top, #fefefe, #f3f3f3);
+ cursor: pointer;
+}
+
+.radio-group-labels.radio-group-labels-checked {
+ background-image: -webkit-linear-gradient(top, #eee, #e3e3e3);
+ background-image: -moz-linear-gradient(top, #eee, #e3e3e3);
+ box-shadow: inset 0px 1px 2px rgba(0, 0, 0, 0.2);
+}
+
+.custom-radio:first-child .radio-group-labels {
+ border-radius: 3px 0 0 3px;
+}
+
+.custom-radio:last-child .radio-group-labels {
+ border-radius: 0 3px 3px 0;
+}
+
+.custom-radio:not(:last-child) .radio-group-labels {
+ border-right: none;
+}
+
+.radio-group-labels:hover {
+ box-shadow: inset 0px 1px 2px rgba(0, 0, 0, 0.2);
+}
+
+
+/*
+ * CSS style for Menu tabs and content container
+ */
+/*
+.menu-tabs-container {
+ width: 100%;
+ background-color: #179C7D;
+}
+
+.menu-tabs {
+ border-top-left-radius: 3px;
+ background-color: #FFFFFF;
+ margin:0 auto;
+}
+
+.menu-tabs-content {
+ background-color: #FFFFFF;
+ margin: 10px 10px;
+}
+
+.menu-tab {
+ color: #FFFFFF;
+ border-top: 3px solid transparent !important;
+ border-left: 0px !important;
+ border-right: 0px !important;
+ border-bottom: 0px !important;
+ background-color: #179C7D !important;
+ padding: 12px !important;
+ font-family: "Standard" !important;
+ font-size: 20px;
+ display: flex !important;
+ align-items: center;
+ justify-content: center;
+}
+
+.menu-tab:hover {
+ background-color: rgba(255, 255, 255, 0.1) !important;
+}
+
+.menu-tab--selected {
+ background: #6EBFA9 !important;
+ padding:0 15px;
+ margin:0 auto;
+ text-decoration: none;
+ color: #FFFFFF !important;
+ position: relative;
+}
+
+.menu-tab--selected::before {
+ content: '';
+ position: absolute;
+ border: 8px solid transparent;
+ border-top: 0;
+ border-bottom-color: #FFFFFF;
+ position: absolute;
+ left: 50%;
+ bottom: 0;
+ transform: translateX(-50%);
+} */
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diff --git a/webapp/static/fonts/bpicons/bpicons.svg b/webapp/static/fonts/bpicons/bpicons.svg
new file mode 100644
index 0000000..7deb960
--- /dev/null
+++ b/webapp/static/fonts/bpicons/bpicons.svg
@@ -0,0 +1,24 @@
+<?xml version="1.0" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN" "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd" >
+<svg xmlns="http://www.w3.org/2000/svg">
+<metadata>
+This is a custom SVG font generated by IcoMoon.
+<iconset grid="14"></iconset>
+</metadata>
+<defs>
+<font id="bpicons" horiz-adv-x="448" >
+<font-face units-per-em="448" ascent="384" descent="-64" />
+<missing-glyph horiz-adv-x="448" />
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+<glyph unicode="" d="M 221.657,359.485 ,m0.00,0.00,c 0.00,0.00 -132.984-182.838 -132.205-286.236 0.515-68.522 61.089-123.688 135.314-123.218 74.202,0.479 133.943,56.421 133.428,124.943 C 357.414,178.368 221.657,359.485 221.657,359.485 z" />
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diff --git a/webapp/static/fonts/frutiger-lt-com-45-light.svg b/webapp/static/fonts/frutiger-lt-com-45-light.svg
new file mode 100644
index 0000000..9294a10
--- /dev/null
+++ b/webapp/static/fonts/frutiger-lt-com-45-light.svg
@@ -0,0 +1,2233 @@
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+<svg>
+<metadata>
+Created by FontForge 20110222 at Tue Sep 30 06:58:45 2014
+ By Orthosie Webhosting
+Part of the digitally encoded machine readable outline data for producing the Typefaces provided is copyrighted (c) 2003 - 2006 Linotype GmbH, www.linotype.com. All rights reserved. This software is the property of Linotype GmbH, and may not be reproduced, used, displayed, modified, disclosed or transferred without the express written approval of Linotype GmbH. Copyright (c) 1988, 1990, 1994 Adobe Systems Incorporated. All Rights Reserved. Frutiger is a trademark of Heidelberger Druckmaschinen AG, exclusively licensed through Linotype GmbH, and may be registered in certain jurisdictions. This typeface is original artwork of Adrian Frutiger. The design may be protected in certain jurisdictions.
+</metadata>
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diff --git a/webapp/static/fonts/frutiger-lt-com-55-roman.svg b/webapp/static/fonts/frutiger-lt-com-55-roman.svg
new file mode 100644
index 0000000..03fd094
--- /dev/null
+++ b/webapp/static/fonts/frutiger-lt-com-55-roman.svg
@@ -0,0 +1,2096 @@
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+Created by FontForge 20110222 at Tue Sep 30 06:58:55 2014
+ By Orthosie Webhosting
+Part of the digitally encoded machine readable outline data for producing the Typefaces provided is copyrighted (c) 2003 - 2006 Linotype GmbH, www.linotype.com. All rights reserved. This software is the property of Linotype GmbH, and may not be reproduced, used, displayed, modified, disclosed or transferred without the express written approval of Linotype GmbH. Copyright (c) 1988, 1990, 1994 Adobe Systems Incorporated. All Rights Reserved. Frutiger is a trademark of Heidelberger Druckmaschinen AG, exclusively licensed through Linotype GmbH, and may be registered in certain jurisdictions. This typeface is original artwork of Adrian Frutiger. The design may be protected in certain jurisdictions.
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diff --git a/webapp/static/fonts/frutiger-lt-com-65-bold.svg b/webapp/static/fonts/frutiger-lt-com-65-bold.svg
new file mode 100644
index 0000000..1b5230b
--- /dev/null
+++ b/webapp/static/fonts/frutiger-lt-com-65-bold.svg
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+ By Orthosie Webhosting
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new file mode 100644
index 0000000..6233aaf
--- /dev/null
+++ b/webapp/static/fonts/frutiger-lt-com-75-black.svg
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+ By Orthosie Webhosting
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diff --git a/webapp/static/fonts/shgen.svg b/webapp/static/fonts/shgen.svg
new file mode 100644
index 0000000..369e343
--- /dev/null
+++ b/webapp/static/fonts/shgen.svg
@@ -0,0 +1,59 @@
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diff --git a/webapp/templates/base.html b/webapp/templates/base.html
new file mode 100644
index 0000000..cba4b25
--- /dev/null
+++ b/webapp/templates/base.html
@@ -0,0 +1,74 @@
+<!-- # -*- coding: utf-8 -*-
+#
+# Copyright (c) 2020-2023 Fraunhofer IPA. All rights reserved.
+# This file is part of ProEnergie Production-Loadprofile-Tool.
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program. If not, see <https://www.gnu.org/licenses/>.
+# -->
+
+
+
+<!DOCTYPE html>
+<html>
+ <head>
+ {% block meta %}
+ <!-- Required meta tags -->
+ <meta charset="utf-8">
+ <meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
+ {% endblock %}
+ <title>
+ {% block title %}
+ ProEnergie - Lastgang-Prognose-Tool
+ {% endblock %}
+ </title>
+ {% block css %}
+ <link rel="stylesheet" href="{{ url_for('static', filename='css/style.css') }}">
+ <!-- Bootstrap CSS -->
+ {{ bootstrap.load_css() }}
+ {% endblock %}
+ </head>
+ <body>
+ <header>
+ {% block navbar %}
+ <nav style="background-color: rgb(23, 156, 125);" class="navbar navbar-expand-md navbar-light navbar-dark">
+ <div class="container">
+ <a href="/" class="navbar-brand">ProEnergie</a>
+ <button class="navbar-toggler" type="button" data-toggle="collapse" data-target="#navbarSupportedContent" aria-controls="navbarSupportedContent" aria-expanded="false" aria-label="Toggle navigation" n_clicks="0" n_clicks_timestamp="-1">
+ <span class="navbar-toggler-icon"></span>
+ </button>
+ <div class="collapse navbar-collapse" id="navbarSupportedContent">
+ <ul class="ml-auto navbar-nav">
+ <li class="nav-item"><a href="/" class="nav-link">Home</a></li>
+ <li class="nav-item"><a href="/upload" class="nav-link">Upload</a></li>
+ <li class="nav-item"><a href="/model" class="nav-link">Modelltraining</a></li>
+ <li class="nav-item"><a href="/prediction" class="nav-link">Prognose</a></li>
+ <li class="nav-item"><a href="/visualization" class="nav-link">Analyse</a></li>
+ </ul>
+ </div>
+ </div>
+ </nav>
+ {% endblock %}
+ </header>
+ {% block content %}
+ {% endblock %}
+ <footer>
+ {% block footer %}
+ {% block scripts %}
+ <!-- Optional JavaScript -->
+ {{ bootstrap.load_js() }}
+ {% endblock %}
+ {% endblock %}
+ </footer>
+ </body>
+</html>
\ No newline at end of file
diff --git a/webapp/templates/dash_index.html b/webapp/templates/dash_index.html
new file mode 100644
index 0000000..8628dc4
--- /dev/null
+++ b/webapp/templates/dash_index.html
@@ -0,0 +1,35 @@
+<!-- # -*- coding: utf-8 -*-
+#
+# Copyright (c) 2020-2023 Fraunhofer IPA. All rights reserved.
+# This file is part of ProEnergie Production-Loadprofile-Tool.
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program. If not, see <https://www.gnu.org/licenses/>.
+# -->
+
+
+{% extends "base.html" %}
+
+{% block title %}{{ "{%title%}" }}{% endblock %}
+{% block meta %}{{ "{%metas%}" }}{% endblock %}
+{% block css %}{{ "{%css%}" }}{% endblock %}
+
+{% block content %}
+ {{ "{%app_entry%}" }}
+{% endblock %}
+
+{% block footer %}
+ {{ "{%config%}" }}
+ {{ "{%scripts%}" }}
+ {{ "{%renderer%}" }}
+{% endblock %}
diff --git a/webapp/templates/home.html b/webapp/templates/home.html
new file mode 100644
index 0000000..5c308b5
--- /dev/null
+++ b/webapp/templates/home.html
@@ -0,0 +1,31 @@
+<!-- # -*- coding: utf-8 -*-
+#
+# Copyright (c) 2020-2023 Fraunhofer IPA. All rights reserved.
+# This file is part of ProEnergie Production-Loadprofile-Tool.
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program. If not, see <https://www.gnu.org/licenses/>.
+# -->
+
+
+{% extends "base.html" %}
+{% block content %}
+<div class="container">
+ <ul>
+ <li><a href="/" class="nav-link">Home</a></li>
+ <li><a href="/upload/" class="nav-link">Upload</a></li>
+ <li><a href="/visualization/" class="nav-link">Darstellung</a></li>
+ </ul>
+</div>
+
+{% endblock %}
\ No newline at end of file
diff --git a/webapp/templates/model.html b/webapp/templates/model.html
new file mode 100644
index 0000000..7ff198a
--- /dev/null
+++ b/webapp/templates/model.html
@@ -0,0 +1,40 @@
+<!-- # -*- coding: utf-8 -*-
+#
+# Copyright (c) 2020-2023 Fraunhofer IPA. All rights reserved.
+# This file is part of ProEnergie Production-Loadprofile-Tool.
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program. If not, see <https://www.gnu.org/licenses/>.
+# -->
+
+
+{% extends "base.html" %}
+{% block content %}
+<div class="container">
+ <form action="" method="post" novalidate>
+ <p>
+ {{ form.filename.label }}<br>
+ {{ form.filename }}
+ </p>
+ <p>
+ {{ form.machine.label }}<br>
+ {{ form.machine }}
+ </p>
+ <p>
+ {{ form.model_algorithm.label }}<br>
+ {{ form.model_algorithm }}
+ </p>
+ <p>{{ form.submit() }}</p>
+ </form>
+</div>
+{% endblock %}
\ No newline at end of file
diff --git a/webapp/templates/training.html b/webapp/templates/training.html
new file mode 100644
index 0000000..adf81f0
--- /dev/null
+++ b/webapp/templates/training.html
@@ -0,0 +1,27 @@
+<!-- # -*- coding: utf-8 -*-
+#
+# Copyright (c) 2020-2023 Fraunhofer IPA. All rights reserved.
+# This file is part of ProEnergie Production-Loadprofile-Tool.
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program. If not, see <https://www.gnu.org/licenses/>.
+# -->
+
+
+{% extends "base.html" %}
+{% block content %}
+<div class="container">
+ <h1>Training</h1>
+ <p style="white-space: pre-line;">{{data}}</p>
+</div>
+{% endblock %}
\ No newline at end of file
diff --git a/wsgi.py b/wsgi.py
new file mode 100644
index 0000000..4aefa7a
--- /dev/null
+++ b/wsgi.py
@@ -0,0 +1,29 @@
+# -*- coding: utf-8 -*-
+#
+# Copyright (c) 2020-2023 Fraunhofer IPA. All rights reserved.
+# This file is part of ProEnergie Production-Loadprofile-Tool.
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program. If not, see <https://www.gnu.org/licenses/>.
+#
+
+
+"""Application entry point."""
+from webapp import init_app
+
+
+app = init_app()
+
+
+if __name__ == "__main__":
+ app.run(debug=True)
--
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