Yi tafiyar da TensorFlow da Keras koyarwar da kuma zargewa akan NVIDIA Tesla P40 (24 GB VRAM, Pascal architecture). GPU masu saukarwa ba su da iyaka; tuntuɓi mu don a sanar da mu idan sun kasance.
$ pip install tensorflow[and-cuda]
# Umarnin shigar da misali
TensorFlow shi ne Google's open-source machine learning framework. A kan wani GPU server, TensorFlow na tafiyar da ayyukansa a kan GPU ta hanyar CUDA.
TensorFlow na amfani da GPU ta hanyar CUDA idan ka shigar da mai sarrafa da ya dace da CUDA.
Yi gini na siffofi da API na Keras a sama na GPU na baya.
Kula da horo tare da TensorBoard a kan mai ba da sabis ɗinka.
Yi wa'azi ga nau'ikan da aka koya da TensorFlow Serving.
TensorFlow can use an NVIDIA GPU to speed up its work. VPS.org GPU servers aren't available to order yet; contact us to hear when they are. TensorFlow is a training / fine-tuning workload. Plan for long-running jobs: snapshot your VPS regularly and keep a copy of trained weights outside VPS.org.
An kasa samun masu ba da sabis na GPU don a umarce su. A yau zaka iya tafiyar da TensorFlow akan wani shirin CPU na yau da kullum, inda zai yi aiki da sauri fiye da a kan GPU: SSH cikin kuma ka yi tafiyar da pip install tensorflow[and-cuda].
Training VRAM an riƙe shi da tsarin mai haɓakawa tare da aikace-aikace. Full fine-tuning na 7B LLM yana buƙatar kusan 24 zuwa 48 GB; LoRA / QLoRA yana da kyau a cikin 8 zuwa 16 GB.
Za'a wallafa farashin GPU idan za'a iya umarnin masu ba da sabis na GPU. Ka tuntuɓi mu idan kana so ka ji lokacin da wannan ya faru.
Yanzu, duk mai ba da sabis na VPS.org yana da damar shiga mai amfani da shi, don haka zaka iya tafiyar da wasu kayan aiki tare da TensorFlow cikin RAM da ajiyar mai ba da sabis.
Every VPS.org server comes with full root SSH access, so you can install drivers, libraries and TensorFlow however you need.
Ba. Babu mai ba da sabis da ya zo da wani CUDA runtime ko NVIDIA mai sarrafa da aka shigar da shi a gaba, kuma masu ba da sabis na GPU ba su da sauki a umarce su ba har yanzu. Za ka iya shigar da sifofin da TensorFlow ke bukata kai tsaye.
Ya. VPS.org servers are persistent virtual machines, not ephemeral instances: TensorFlow models, configurations and data stay on the server's SSD storage until you delete them.
Ka riƙe bayanan aiki a kan SSD na mai ba da sabis domin samun damar sauri yayin da ake tafiyar da TensorFlow, kuma ka kwafe artifacts da aka gama (matsaloli, shekaru, embeddings) zuwa ajiyar waje VPS.org; snapshots da backups suna zama a kan ƙungiya mai ajiyar guda.
Za ka iya canza kowace masarauta VPS.org zuwa wani shirin da ya fi girma daga fanel na kulawa; sake girman zai sake fara shi kuma shigarwarka ta TensorFlow za ta yi ta. Masarautar GPU ba ta da sauki ba har yanzu.
Yes. Backups are a paid add-on (daily +30% of the plan price, kept 7 days; weekly +20%, kept 28 days) and snapshots are free, which is useful before long TensorFlow runs. Both stay on the same storage cluster as the server.
Ka tuntubi goyon baya cikin kwanaki 30 na farkon siyarka don neman dawo da kuɗi. Ba a sayar da masu watsa shirye-shiryen GPU ba har yanzu, don haka babu umarnin GPU da aka haɗa.
GPU na da iyakacin ƙarfin aiki. Ka gaya mana game da nauyin aikinka kuma za mu amsa da damar da farashin.