From 6ec424f85c5b141fcec16332e88487d782901ead Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Peter=20Bj=C3=B8rn=20J=C3=B8rgensen?= Date: Tue, 9 Jul 2024 17:52:20 +0200 Subject: [PATCH] Blog post da data handling (#294) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * munin data handling initial doc * fix image * fix error * Tilføjet intro afsnit, så starten ikke er så meget "lige på" * Tilføjet intro * minor changes * Små sproglige ændringer * Ændringet til de to første afsnit og det sidste. --------- Co-authored-by: Jens Kaas Benner Co-authored-by: Rasmus Larsen --- ...nin-data-pipeline-da-simplified.drawio.png | Bin 0 -> 32810 bytes .../_static/munin-data-pipeline-da.drawio.png | Bin 0 -> 21741 bytes docs/blog/posts/munin-data-handling-da.md | 129 ++++++++++++++++++ 3 files changed, 129 insertions(+) create mode 100644 docs/_static/munin-data-pipeline-da-simplified.drawio.png create mode 100644 docs/_static/munin-data-pipeline-da.drawio.png create 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&3nnf6gQ(q9L^jVZ5G;n~OWzq_!ym zd?Ae91D=A>#xgS0;A8 +## Sikker håndtering +I Danish Foundation Model bruger vi Danish e-infrastructure Consortium [DeiC](https://www.deic.dk/da/om-deic) og [UCloud](https://docs.cloud.sdu.dk/intro/security.html) til data håndtering. UCloud platformen er [ISO27001](https://www.iso.org/standard/27001) godkendt. Det er globalt anerkendt standard, der sikrer at vores datahåndteringspraksis opfylder strenge internationale kriterier. For mere information om vores sikkerhedsforanstaltninger, se UClouds [sikkerhedsdokumentation](https://docs.cloud.sdu.dk/intro/security.html). + +## Dataklargørelse +Alt dataklargørelse foregår på UCloud. Figuren viser den proces alt data skal igennem før det bruges til træning af sprogmodellen. Det rå data beholdes i sin oprindelige form på UCloud. Derefter annoteres de rå data med metadata. + +Dette datasæt overføres til en GPU-accelereret supercomputer igennem en sikker forbindelse, hvorefter selve træningen af modellen begyndes. Under træningen gemmes flere checkpoints med modelvægte. De gemte checkpoints med modelvægte publiceres sammen med modelkode og anvendes til at køre modellen. De tre processer er beskrevet i detalje nedenfor. + +![](../../_static/munin-data-pipeline-da-simplified.drawio.png) + +## Metadata og formatering +Det rå data annoteres med to typer af metadata. Den første type er et datablad (i Markdown, som i [HuggingFace dataset cards](https://huggingface.co/docs/hub/en/datasets-cards) der opsummerer hele datasættet og beskriver bl.a. proveniens og hvilken licens der er pålagt det givne datasæt. Et udsnit af et databladseksempel er vist nedenfor. Den første del af databladet er annoteret i et maskinvenligt format, som gør det muligt automatisk at udvælge datasættet blandt en større samling. Resten af databladet giver en dybere beskrivelse af datasættet i fritekst. + +```markdown +--- +pretty_name: Scrape from Hovedstaden +language: + - da +license: cc0-1.0 +license_name: Creative Commons Zero v1.0 Universal +size_categories: + - 10K