From 4f39968353b384fb4170ba3fa18c7697277f9a35 Mon Sep 17 00:00:00 2001 From: texhnolyze Date: Thu, 24 Oct 2024 13:42:44 +0200 Subject: [PATCH] docs(data-pipeline): add discussion img/notes --- .gitignore | 3 ++ docs/data_pipeline.md | 98 +++++++++++++++++++++++++++++++++++++ docs/gen-pdf.sh | 17 +++++++ docs/img/data_pipeline.jpg | Bin 0 -> 98582 bytes 4 files changed, 118 insertions(+) create mode 100644 docs/data_pipeline.md create mode 100755 docs/gen-pdf.sh create mode 100644 docs/img/data_pipeline.jpg diff --git a/.gitignore b/.gitignore index 2d0541a..56ac53a 100644 --- a/.gitignore +++ b/.gitignore @@ -201,3 +201,6 @@ ENV/ # Ruff cache .ruff_cache + +# Generated docs PDF +docs/*.pdf diff --git a/docs/data_pipeline.md b/docs/data_pipeline.md new file mode 100644 index 0000000..1e3b3d3 --- /dev/null +++ b/docs/data_pipeline.md @@ -0,0 +1,98 @@ +--- +title: "Data Pipeline" +subtitle: "" +author: [Joern Griepenburg] +date: "2024-10-24" +lang: "en" +colorlinks: true +header-includes: + - | + ```{=latex} + \usepackage{awesomebox} + \usepackage{caption} + + \newcommand{\pandocbounded}[1]{#1} + ``` +pandoc-latex-environment: + noteblock: [note] + tipblock: [tip] + warningblock: [warning] + cautionblock: [caution] + importantblock: [important] +--- + +# Dataset + +- split into training, test, validation set + +# Pipeline + +![](./img/data_pipeline.jpg) + +1. Raw Data + - rosbags + - Nao data + - ... +2. Disk storage + - png + - csv + - ... +3. Torch Dataset + - loads the disk stored data +4. Torch Dataloader + - loads the dataset in batches of samples + +## Raw Data + +Use bitbots standard fore all data. + +- Images from the cameras + - Transform to RGB 8bit + - Resize to squared images (e.g. 480x480) + - Camera id for NAOs +- IMU + - filtered pitch, roll in radians + - use bitbots coordinate systems +- Joint states (angles) + - 20 degrees of freedom (Wolfgang-OP) + - use bitbots naming of joints + - for NAO split hip joints into left and right +- Simplified game state + - Positioning, Stop, Playing + - Role (goalie, player) +- Joint commands (angles) + - 20 degrees of freedom (Wolfgang-OP) + - use bitbots naming of joints + - for NAO split hip joints into left and right +- Time for each data in seconds, since start of recording (float) + +## Disk storage + +- Add metadata + - when was it recorded + - where is the data from + - what robot was used + - team color +- store as sqlite database + - table for each data type + - table for metadata + - save images as blobs + +## Torch Dataset + +- maybe convert sqlite to pandas to prevent conversion to python `int`, `float`, etc data types +- iterator of samples + - how many items of different types per sample (e.g. 6 imgs, 3 joint states, ...) + - normalized scaled time `0..1` of item in sample + - fixed number of images + - overlapping samples (all permutations of images) + - normalization of all data types + - specific normalization/representation to be defined + +# Ideas + +- visualization in `foxglove-studio` and with `matplotlib` +- hyperparameter optimization + - batch sizes + - learning rates + - item counts per sample diff --git a/docs/gen-pdf.sh b/docs/gen-pdf.sh new file mode 100755 index 0000000..08cda36 --- /dev/null +++ b/docs/gen-pdf.sh @@ -0,0 +1,17 @@ +#!/usr/bin/env bash +set -eEuo pipefail +# generate pdf with pandoc/xelatex from markdown files with eisvogel +# https://github.com/Wandmalfarbe/pandoc-latex-template + +docker run --rm \ + -u "$(id -u):$(id -g)" \ + -v "$PWD:/data" \ + 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