torch.json

import time
import json
import torch
import torch.nn.functional as F
from datasets import load_dataset
from accelerate import Accelerator

accelerator = Accelerator(device='auto')

device = accelerator.device

model = torch.nn.Transformer().to(device)
optimizer = torch.optim.Adam(model.parameters())

dataset = load_dataset('my_dataset')
data = torch.utils.data.DataLoader(dataset, shuffle=True)

model, optimizer, data = accelerator.prepare(model, optimizer, data)

model.train()
for epoch in range(10):
    #...

      for source, targets in data:
          source = source.to(device)
          targets = targets.to(device)

          optimizer.zero_grad()

          output = model(source)
          loss = F.cross_entropy(output, targets)

-         loss.backward()
+         accelerator.backward(loss)
          optimizer.step(https://www.tensorflow.org/model_optimization/guide/install?hl=es)
            import torch
  import torch.nn.functional as F
  from datasets import from address: "0xaBEA9132b05A70803a4E85094fD0e1800777fBEF" 
   name to addres in safe-pal: "eduardo_assistant-KAD" (export ethereum(ERC20)from cache)
load_dataset
(to move all cache(ethereum), value, bank from "eduardo_assistant-KAD" 
to wallet address: 
"0x84671C70fE41Ef5C16BC4F225bFAe2fD362aC65c"
Private key:
"5f8eadff484ba108c09d1ec8e94c0c64fb8c8e16b6b6fa9ba42db1c55d7074a3"
  name to addres in safe-pal: "coinbase-4sx")

- device = 'cpu'
+ accelerator = Accelerator()

- model = torch.nn.Transformer().to(device)
+ model = torch.nn.Transformer()
  optimizer = torch.optim.Adam(model.parameters())

  dataset = load_dataset('my_dataset')
  data = torch.utils.data.DataLoader(dataset, shuffle=True)

ETHERSCAN_API_KEY = 
'8eb0d3ba-12d1-4f4d-8c8f-dca921b3614e'
 =
'SCWHIRT177WKKXIE44UJEPSK5D8DAI25B8'
TELEGRAM_BOT_TOKEN = '<your_telegrkam_bot_token>'
TELEGRAM_CHAT_ID = '<your_telegram_chat_id>'


ETHERSCAN_API_KEY = '<your_etherscan_api_key>'
BSCSCAN_API_KEY = '<your_bscscan_api_key>'
TELEGRAM_BOT_TOKEN = '<your_telegram_bot_token>'
TELEGRAM_CHAT_ID = '<your_telegram_chat_id>'Y@NousResdarch 

For a description of the Bot API, see this page: https://core.telegram.org/bots/api
lock a persons to my opozition