Colab Pro no BRASIL, Vale a pena?

O Google lançou recentemente o Colab Pro , que fornece GPUs mais rápidas, tempos de execução mais longos e mais memória. Tenho usado o Colab desde o seu início e estou muito satisfeito com ele no geral. No entanto, recentemente experimentei algumas limitações quando estava executando algum código de aprendizado profundo para meu projeto de pesquisa. Por ser um modelo profundo com uma grande quantidade de dados, demorou mais para treinar com a GPU do Colab. E às vezes atingia os tempos de execução máximos e se desconectava do servidor. Muitos de vocês reconheceriam que treinar um modelo profundo novamente do zero por causa de uma falha de hardware é um pesadelo para os desenvolvedores. Em vez disso, tive que confiar nos serviços de computação de alto desempenho fornecidos pela minha universidade e nos serviços de computação em nuvem do meu cliente.
Agora, Colab Pro está aqui para prevenir tais pesadelos. Ele permite um treinamento mais rápido com GPUs aprimoradas e também fornece tempos de execução mais longos que podem reduzir a desconexão.
Preços
Colab Pro é 58,00 reais por mês esse preço esta salgado por causa do valor do dolar.
Colab vs. Colab Pro
Agora, vamos tentar comparar o Colab e a versão Pro para descobrir o que vale a pena e como tirar o máximo proveito dele.
| Preço | GPU | Tempo de execução | Memória | |
|---|---|---|---|---|
| Colab | Livre | K80 | Até 12 horas | 12 GB |
| Colab Pro | 58,00 | T4 e P100 | Até 24 horas | 25 GB com VMs de alta memória |
GPU
Com o Colab Pro, obtém-se acesso prioritário a GPUs de última geração, como T4 e P100 e TPUs. No entanto, isso não garante que você possa ter uma GPU T4 ou P100 funcionando em seu tempo de execução. Além disso, ainda há limites de uso como no Colab.
Tempo de execução
Um usuário pode ter até 24 horas de tempo de execução com Colab Pro, em comparação com 12 horas de Colab. Além disso, as desconexões de tempos limite ociosos são relativamente raros. No entanto, eles dizem que também não é garantido.
Memória
Ao executar grandes conjuntos de dados, geralmente é desencorajador atingir os limites de memória. Com Colab Pro, um usuário pode obter acesso prioritário a VMs de alta memória, que têm o dobro da memória. Em outras palavras, os usuários Colab podem usar até 12 GB de memória, enquanto os usuários Pro podem desfrutar de até 25 GB de memória até a disponibilidade.
Conclusão
Na minha opinião, a ideia de assinar serviços de computação de ponta com cerca de R$58,00por mês é empolgante. No entanto, observe que os usuários Pro têm acesso prioritário às atualizações. Eles dependem da disponibilidade e não são garantidos 24 horas por dia, 7 dias por semana. Portanto, acho que Colab Pro é uma ferramenta legal para executar um modelo de aprendizado de máquina de peso médio em qualquer lugar / a qualquer hora. No entanto, não é uma alternativa aos serviços de computação de alto desempenho em nuvem, como o Amazon EC2. Se você precisa executar um modelo muito profundo com uma grande quantidade de dados, garanto que precisará de uma computação de alto desempenho.
Valor de R$ 58,00 foi que contratei em 31-03-2021.
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