Getting Started 
 BRYX Overview
 Welcome to BRYX, your convenient, secure, and scalable
                    models-as-a-service platform, offering a range of models
                    that help you streamline your operations, optimize your
                    decision-making processes, promote safety, and reduce your
                    overall costs. Taking advantage of BRYX's power and speed,
                    you can easily and quickly upload and manage data, run
                    models, monitor model runs, and view/download model
                    results---all from a single location.
Key components of the BRYX platform include:
 - Catalog: Our catalog lists all models (currently
                    available and coming soon). You can read a brief description
                    of the model, learn more about its use case, required inputs,
                    and outputs.
- Run Model Wizard: You can select a dataset for
                    the model, enter any necessary parameters, and start the model
                    run.
- Datasets: The Datasets area allows you to create
                    and store a new dataset for model runs.
- Results: The Results area provides you with a list
                    of all model results along with the model run's status. You can
                    select a specific model run to view more information, or choose
                    to download the model results.
Using BRYX
 To get started with BRYX, you should do the following:
 - Upload Your Data
- Start Your Model Run
- View Your Results
Data Management 
 Upload Data
 BRYX provides you with data management features that allow you
                to easily upload and store data for your model runs. To upload
                the dataset(s) that you would like to use, do the following:
 - Select Datasets from the left-hand menu.
- Select the Add Data button. The following wizard
                    appears:  
- Upload Data Step: - Select the files to upload or drag / drop the files
                            into the box provided. At this point, your file(s)
                            will be listed.
- Click on the x icon next to the file to
                            remove it from your dataset.
- If you want to continue adding files to your
                            dataset, select Add More Files.
- Select the Next button when ready.
 
- Dataset Info Step: - Enter a friendly name for your dataset in the
                            Dataset Name field. This field is required.
- Enter a description of the data in the Description
                            field.
- If you do not want your data to be used for
                            retraining the model, enable the Opt out of use for
                            retraining option.
- Select the Next button when ready.
 
- Review & Add Step: - Review the files that you have added to the
                            dataset.
- Select the Add button when ready.
 
- Create Dataset Step: - BRYX scans your dataset for malware; all files that
                            have passed the malware scan can be added to your
                            dataset.
- Select the Continue button to create the
                            dataset.
 
Delete Datasets
 To delete existing datasets from your account, do the
                following:
 - Select Datasets from the left-hand menu.
- Select the trash icon next to the dataset that you are no
                    longer interested in.
Note: All model run results associated with the dataset will
                also be deleted.
Run Models 
 BRYX provides a Run Model wizard that steps you through the
                process of running a model. Do the following:
 - Select the Run Model button on the appropriate model
                    card in the Catalog.
- Select Dataset Step: - Choose the dataset that you’d like to use for the
                            model.
- If you haven't uploaded any data yet, select Add Dataset.
- Select the Next button when ready.
 
- Data Validation Step: - BRYX will check to make sure the selected data is
                            appropriate for the model that you are running.
- Select the Next button when ready.
 
- Enter Parameters Step:  - Enter a name for your run in the Model Run Name
                            field. The name that you specify will be used to
                            identify the results for the model run.
- Specify/select the appropriate parameters for your
                            model run.
- Select the Next button when ready.
 
- Review & Run Step:  - Review the details of your model run.
- Select the Run Model button when ready.
  
View Model Results 
 Once your model run is complete, you can view and download
                    your results. Do the following:
 - Select Results from the left-hand menu.  
- On the Results Overview page, you can view a list of
                        your model runs. This list includes the following
                        information: - The name of the model run.
- The name of the model associated with that run.
- The name of the dataset that the model was run
                                on.
- The status of the model run (Running,
                                Completed, Canceled, Error).
- The date/time that the model was started and
                                completed.
 
- Use the filter options at the top of the page to narrow
                        the list, if necessary. To filter results, you can: - Enter text to filter on a model(s) name in the
                                MODEL RUN NAME field.
- Choose one or more models from the MODEL
                                drop-down list to only view results of specific
                                models.
- Choose one or more models from the STATUS
                                drop-down list to only view models with a
                                specific status.
 
- Select the model run that you are interested in
                        viewing.
View Results Details
 From the Results Overview page, select on a specific model run
                to view more information about the model run, including runtime
                messages, specified parameters, and output files that were
                generated.
 RoboFlat Results
 The RoboFlat solution provides detailed reports for floor
                flatness/levelness testing of concrete floors, listing pass/fail
                testing status, as well as precise information on issues found
                and how to remediate them. RoboFlat outputs a DXF file, which
                can be imported into CAD software, as well as a PDF report for
                stakeholders and an XLSX file that includes interactive charts.
                In addition, heat maps and cut/fill values are provided as part
                of the solution.
 The Results Details page for RoboFlat lists the input file(s)
                that were run.
  
 - Click on the input file to view the output files that were
                    generated.
- Download the files that you are interested in, or select
                    the Download Report button to download all output
                    files in zip format.
Computer Vision Results
 BRYX computer vision models output the following files:
 - Annotated images: Output images are annotated with a
                        bounding box and label that displays the object name and
                        precision/recall metric for the individual detection.
- XLSX file that lists the detections found, along with
                        x, y coordinates of the detected object, and the
                        confidence levels of each detection.
To view model results, do the following:
 - Select the appropriate model run from the Results
                        Overview page.
- On the Results Details page, the input file(s) that
                        were used in the model run appear. You can do the
                        following: - Select a specific input file to view the results
                                for that file.
- Use the filter options at the top of the page
                                to narrow the list, if necessary. To filter
                                results, you can:
- Choose one or more objects from the OBJECTS
                                    drop-down list to view results that include
                                    the specified object(s).
- Use the Quality / Quantity Trade-Off
                                    Measure level slider to filter the results
                                    that are displayed. Note that the model
                                    run's annotated images and report will still
                                    include any detections found using the
                                    settings you specified as parameters for the
                                    model run.
 Note: To detect small objects in large images,
                                automatic tiling is performed as a preprocessing
                                step. For example, the output of one large input
                                image would be multiple, smaller images in order
                                to more accurately detect the objects within the
                                image. 
- Select the Download Output Images button
                                to download all output images associated with the
                                selected input image.
- View a summary of each object found with its
                                associated confidence level.
- Select the Download Report button to
                                access summary reports about the model run.