**non_data_persistence**'.

**Name:** PhysioNet CascadeCSVM Kfold
**Contact Person**: support-compss@bsc.es
**Access Level**: public
**License Agreement**: Apache2
**Platform**: COMPSs
**Machine**: MareNostrum5

Kfold to evaluate CascadeCSVM accuracy on PhysioNet dataset (https://b2drop.bsc.es/index.php/s/8Q8MefXX2rrzaWs). This application used dislib-0.9.0

**Name:** PhysioNet RF Kfold
**Contact Person**: support-compss@bsc.es
**Access Level**: public
**License Agreement**: Apache2
**Platform**: COMPSs
**Machine**: MareNostrum5

Kfold to evaluate RandomForest accuracy on PhysioNet dataset (https://b2drop.bsc.es/index.php/s/8Q8MefXX2rrzaWs). This application used dislib-0.9.0

**Name:** PhysioNet kNN Kfold
**Contact Person**: support-compss@bsc.es
**Access Level**: public
**License Agreement**: Apache2
**Platform**: COMPSs
**Machine**: MareNostrum5

Kfold to evaluate kNN accuracy on PhysioNet dataset (https://b2drop.bsc.es/index.php/s/8Q8MefXX2rrzaWs). This application used dislib-0.9.0

**Name:** GridSearchCV
**Contact Person**: support-compss@bsc.es
**Access Level**: public
**License Agreement**: Apache2
**Platform**: COMPSs
**Machine**: MareNostrum5

GridSearch of kNN algorithm for the iris.csv dataset (https://gist.githubusercontent.com/netj/8836201/raw/6f9306ad21398ea43cba4f7d537619d0e07d5ae3/iris.csv). This application used dislib-0.9.0

Lysozyme in Water simplest version, from COMPSs Tutorial. The original idea of this worklfow comes from http://www.mdtutorials.com/gmx/lysozyme/index.html

BackTrackBB is a program for detection and space-time location of seismic sources based on multi-scale, frequency-selective statistical coherence of the wave field recorded by dense large-scale seismic networks and local antennas. The method is designed to enhance coherence of the signal statistical features across the array of sensors and consists of three steps. They are signal processing, space-time imaging and detection and location.

Source with inputs and outputs included (too big for ...

Sample workflow template that combines simulations with data analytics. It is not a real workflow, but it mimics this type of workflows. It illustrates how COMPSs invokes binaries. It can be extended to invoke MPI applications.

**Name:** TruncatedSVD (Randomized SVD)
**Contact Person**: support-compss@bsc.es
**Access Level**: public
**License Agreement**: Apache2
**Platform**: COMPSs
**Machine**: MareNostrum4

TruncatedSVD (Randomized SVD) for computing just 456 singular values out of a (3.6M x 1200) size matrix. The input matrix represents a CFD transient simulation of aire moving past a cylinder. This application used dislib-0.9.0

**Type**: COMPSs

**Creators: **Cristian Tatu, The Workflows and Distributed Computing Team (https://www.bsc.es/discover-bsc/organisation/scientific-structure/workflows-and-distributed-computing/)

**Submitter**: Cristian Tatu

**Name:** Lanczos SVD
**Contact Person**: support-compss@bsc.es
**Access Level**: public
**License Agreement**: Apache2
**Platform**: COMPSs
**Machine**: MareNostrum4

Lanczos SVD for computing singular values needed to reach an epsilon of 1e-3 on a matrix of (150000, 150). The input matrix is generated synthetically. This application used dislib-0.9.0

**Type**: COMPSs

**Creators: **Fernando Vázquez-Novoa, Workflows and Distributed Computing

**Submitter**: Fernando Vázquez-Novoa

Lysozyme in water full COMPSs application, using dataset_small

Wordcount merge version COMPSs application

**Name:** Random Forest
**Contact Person**: support-compss@bsc.es
**Access Level**: public
**License Agreement**: Apache2
**Platform**: COMPSs
**Machine**: MareNostrum4
This is an example of Random Forest algorithm from dislib. To show the usage, the code generates a synthetical input matrix.
The results are printed by screen.
This application used dislib-0.9.0

Lysozyme in water full COMPSs application run at MareNostrum IV, using full dataset with two workers

Calculates the Fibonacci series up to a specified length.

**Type**: COMPSs

**Creator: **Uploading this Workflow under the guidance of Raül Sirvent.

**Submitter**: Ashish Bhawel

**Name:** Incrementation and Fibonacci
**Access Level**: public
**License Agreement**: Apache2
**Platform**: COMPSs

# Description

**Brief Overview:** Demonstrates COMPSs task parallelism with increment and Fibonacci computations. Helps to understand COMPSs.

**Detailed Description:**

- Performs multiple increments of input values in parallel using COMPSs.
- Concurrently calculates Fibonacci numbers using recursive COMPSs tasks.
- Demonstrates task synchronization via
`compss_wait_on`

.

# Execution

...

**Type**: COMPSs

**Creators: **Ashish Bhawel, Ashish Bhawel, Uploading this Workflow under the guidance of Raül Sirvent.

**Submitter**: Ashish Bhawel

**Name:** Matrix multiplication with Files, reproducibility example, without data persistence
**Contact Person**: support-compss@bsc.es
**Access Level**: public
**License Agreement**: Apache2
**Platform**: COMPSs

# Description

Matrix multiplication is a binary operation that takes a pair of matrices and produces another matrix.

If A is an n×m matrix and B is an m×p matrix, the result AB of their multiplication is an n×p matrix defined only if the number of columns m in A is equal to the number ...

# Monte Carlo Pi Estimation Program Description

This program is a Monte Carlo simulation designed to estimate the value of Pi using PyCOMPSs.

## Tasks in the Program

**Count Points in Circle Task (**:`count_points_in_circle`

)

- Generates random points within a square with side length 1.
- Counts points falling within the inscribed circle (x^2 + y^2 <= 1).
- Input: Number of points to generate (num_points)
- Output: Tuple containing count of points within the circle and list of generated ...

**Name:** TruncatedSVD (Randomized SVD)
**Contact Person**: support-compss@bsc.es
**Access Level**: public
**License Agreement**: Apache2
**Platform**: COMPSs
**Machine**: MareNostrum5

TruncatedSVD (Randomized SVD) for computing just 456 singular values out of a (4.5M x 850) size matrix. The input matrix represents a CFD transient simulation of air moving past a cylinder. This application used dislib-0.9.0

Lysozyme in water full COMPSs application

**Name:** Matrix Multiplication
**Contact Person:** support-compss@bsc.es
**Access Level:** public
**License Agreement:** Apache2
**Platform:** COMPSs

# Description

Matrix multiplication is a binary operation that takes a pair of matrices and produces another matrix.

If A is an n×m matrix and B is an m×p matrix, the result AB of their multiplication is an n×p matrix defined only if the number of columns m in A is equal to the number of rows m in B. When multiplying A and B, the elements of the ...