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 # BRRO Compressor
 
-Version: 0.5 Released: 30/11/2023
-
-## Major Changes
-
-### 0.5
-
-- Added Polynomial Compressor (with 2 variants)
-- Created and Integrated a proper file type (wbro)
-- Benchmarks of the different compressors
-- Integration testing
-- Several fixes and cleanups
-
 ## Description
+**BRRO Compressor** is an advanced signal-based compression tool designed to provide better compression ratios than traditional methods. It performs an initial analysis of the input signal to select the best compression technique for each segment.
 
-BRRO Compressor is a compressor that relies on the characteristics of a signal to provide a far greater compression that currently existing ones. BRRO relies on different techniques based on a initial analysis of the signal to use the best suited method for compressor for that specific signal segment.
-
-For a detailed description on the compressor methods and logic check `BRRO.md`.
-
-## Getting Started with BRRO Compressor
+For detailed information on the compression methods used, see [BRRO.md](paper/BRRO.md).
 
+## Major Changes
+### Version 0.5 - Released 30/11/2023
+- Added Polynomial Compressor (with 2 variants).
+- Introduced `wbro` file type.
+- Added benchmarks for various compressors.
+- Integration testing implemented.
+- Various fixes and code cleanups.
+
+## Getting Started
 ### Prerequisites
-
-- Ensure you have [Rust](https://www.rust-lang.org/tools/install) and Cargo installed on your system.
+- Install Rust and Cargo on your system.
 
 ### Installation
-
 1. Clone the repository:
-   ```bash
-   git clone https://github.com/instaclustr/fft-compression
-   cd fft-compression
-   ```
-
+    ```bash
+    git clone https://github.com/instaclustr/fft-compression
+    cd fft-compression
+    ```
 2. Build the project:
-   ```bash
-   cargo build --release
-   ```
-
-### Usage
+    ```bash
+    cargo build --release
+    ```
 
-Currently BRRO relies on have Raw BRRO files generated by our prometheus remote endpoint. This would work as input for the compressor.
-
-Compressor usage:
+## Usage
+BRRO Compressor currently requires raw BRRO files generated by a Prometheus remote endpoint as input.
 
+### Command-Line Options
 ```
 Usage: brro-compressor [OPTIONS] <INPUT>
 
 Arguments:
-<INPUT>  input file
+  <INPUT>  Input file
 
 Options:
---compressor <COMPRESSOR>  [default: auto] [possible values: auto, fft, constant, polynomial]
--u                             Uncompresses the input file/directory
--h, --help                     Print help
--V, --version                  Print version
+      --compressor <COMPRESSOR>
+          Select a compressor, default is auto [default: auto] [possible values: auto, noop, fft, constant, polynomial, idw]
+  -e, --error <ERROR>
+          Sets the maximum allowed error for the compressed data, must be between 0 and 50. Default is 5 (5%). 0 is lossless compression 50 will do a median filter on the data. In between will pick optimize for the error [default: 5]
+  -u
+          Uncompresses the input file/directory
+  -c, --compression-selection-sample-level <COMPRESSION_SELECTION_SAMPLE_LEVEL>
+          Samples the input data instead of using all the data for selecting the optimal compressor. Only impacts speed, might or not increased compression ratio. For best results use 0 (default). Only works when compression = Auto. 0 will use all the data (slowest) 6 will sample 128 data points (fastest) [default: 0]
+      --verbose
+          Verbose output, dumps everysample in the input file (for compression) and in the ouput file (for decompression)
+  -h, --help
+          Print help
+  -V, --version
+          Print version
 ```
 
-#### Compress a File
-
+### Compress a File
 To compress a file using the BRRO Compressor, run:
-
 ```bash
 brro-compressor <input-file>
 ```
 
-#### Decompress a File
-
-To decompress a file, use the following command:
-
+### Decompress a File
+To decompress a file, use:
 ```bash
 brro-compressor -u <input-file>
 ```
 
-## Programs and description
-
-This repository contains one main program and other programs that serve different purposes, some are for just testing, others do some actual work.
-
-### flac-server
+## Programs and Descriptions
 
-**NOTE**: Remote read is currently NOT working, as it depends on FLAC files that are no longer generated.
+Requires a Prometheus server to collect samples. Supports read and write operations with Prometheus.
 
-Needs a prometheus server. We need it to get our samples out. Supports read and write from prometheus.
-
-Launch the `flac-server` and set it as your remote endpoint for prometheus, example below.
-
-```YAML
+Example configuration:
+```yaml
 # Remote read and Write
 remote_write:
-   - url: "http://localhost:9201/api/write"
+  - url: "http://localhost:9201/api/write"
 
 remote_read:
-   - url: "http://localhost:9201/api/read"
-     read_recent: true
-     name: "flac_server"
+  - url: "http://localhost:9201/api/read"
+    read_recent: true
+    name: "flac_server"
 ```
-
-Make Prometheus server a source of your grafana and check the data.
-
-### brro_optimizer
-
-Maybe the most important tool at this point, it picks a WAV file from the datasets described below and optimizes it into a way that we might see a meaningful compression into FLAC.
-The tool also has options to dump the output of the file as a single sample per period, instead of the 4 channels. This is good to obtain the data as it was feed into the flac-server.
-The code performs optimizations based on file name, so renaming might cause issues.
-
-Usage (Getting raw samples): `./brro_optimizer infile.wav --dump-raw > file.raw`
-Usage (Getting optimized samples): `./brro_optimizer infile.wav --dump-optimized > file.raw`
-Usage (Generate a optimized file): `./brro_optimizer -w infile.wav`
-
-If you set the ENV Variable for Debug it will output what it is doing.
-
-### Matlab folder
-
-Exploratory code. Should be removed.
+Add the Prometheus server as a data source in Grafana to visualize the data.
 
 ## Roadmap
+- Update `flac-server` to support reading and writing WBRO/BRO files.
+- Implement streaming compression/decompression.
+- Introduce automated compressor selection.
+- Implement frame expansion (allowing new data to be appended to existing frames).
+
+## Contributing
+Please see [CONTRIBUTING.md](CONTRIBUTING.md) for contribution guidelines.
 
-1. Update `flac-server` to read/write WBRO/BRO files.
-2. Streaming compression/decompression
-3. Automated compressor selection
-4. Frame expansion (Allowing new data to be appended to existing frames)
+## License
+This project is licensed under the [Apache License](LICENSE).
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