Kushanda kweTensorFlow neKeras kudzidzisa uye kuongorora pane NVIDIA Tesla P40 (24 GB VRAM, Pascal architecture). GPU servers hazvigone kupihwa zvino; taura nesu kuti uzive kana zvavepo.
$ pip install tensorflow[and-cuda]
# Mufananidzo wekuisa command
TensorFlow iGoogle's open-source machine learning framework.On a GPU server, TensorFlow inoenderera mberi nekushandisa kwayo paGPU kuburikidza neCUDA.
TensorFlow inoshandisa GPU kuburikidza CUDA kana waisa imwe inowirirana nedriver uye CUDA vhezheni.
Kugadzira mamodheru neKeras API pamusoro peGPU backend.
Kuongorora kudzidziswa neTensorBoard payako wega server.
Kupa kudzidziswa mamodheru neTensorFlow Serving.
TensorFlow anogona kushandisa NVIDIA GPU kuti vaite nhanho yake basa. VPS.org GPU servers hazvina kuwanikwa kuti aite; taura nesu kuti uzive kana ivo. TensorFlow ndeimwe kudzidzisa / fine-tuning workload. Plan for long-running jobs: snapshot your VPS regularly and keep a copy of trained weights outside VPS.org.
GPU servers hadzina kuwanikwa kuti utore. Nhasi unogona kuisa TensorFlow pane yakajairika CPU package, uko inoita basa rakakura kupfuura pane GPU: SSH in uye shandisa pip install tensorflow[and-cuda].
Kudzidzisa VRAM kunotungamirirwa neoptimizer state plus activation. Full fine-tuning ye7B LLM inodiwa zvakapetwa kaviri 24 kusvika 48 GB; LoRA / QLoRA inokwana 8 kusvika 16 GB.
GPU mutengo achaburitswa kana GPU servers anogona kupihwa. Tibate kana iwe uchida kuziva kana ichiitika.
Yega. Every VPS.org server inouya nefull root access, saka unogona kutamba zvimwe zvinhu pamwe TensorFlow mukati server's RAM uye kuchengetera.
Every VPS.org server inouya nepfupi root SSH kuwanikwa, saka unogona kuisa madhiraivha, mabhuku uye TensorFlow asi iwe unofanirwa.
Hapana server inouya neCUDA runtime kana NVIDIA mutyairi akaiswa, uye GPU servers hazvina kuwanikwa kuti aite kusvika parizvino. Unogona kuisa zvinyorwa TensorFlow zvinoda iwe pachako.
VPS.org servers ndezvemapurojekiti akaomarara, kwete ephemeral instances: TensorFlow models, configs uye data inogara paSSD storage yeserver kusvika wabvisa.
Tenga data rekushandisa pane SSD ye server yekuwedzera kuwanikwa kwenguva pfupi panguva ye TensorFlow runs, uye kopa zvakapera zviwanikwa (zviyero, zvizvarwa, embeddings) kune yekuchengetera kunze kwe VPS.org; snapshots uye backups vanogara pamwechete kuchengetera cluster.
Unogona kusimudzira chero VPS.org server kune yakakura chirongwa kubva kudzora panel; resize rinotangazve uye yako TensorFlow kuiswa inotora pamusoro. GPU servers hazvina kuwanikwa kusvika parizvino.
Yeah. Backups ndivo akabhadhara add-on (zuva nezuva + 30% yemari chirongwa, akachengetwa 7 mazuva; zuva nezuva + 20%, akachengetwa 28 mazuva) uye snapshots vakasununguka, izvo zvinokosha pamberi TensorFlow mazuva. Both stay on the same storage cluster as the server.
Contact support within 30 days of your first purchase to request a refund. GPU servers are not sold yet, so no GPU order is involved.
GPU kugona kuri kuwanikwa chete. Tiudzai nezvebasa rako uye tichakuudza kuti ripi rinowanikwa uye ripi risiri.