def get_first_generation(layers) -> list[Trader]:
global IDX
base_trader = Trader(IDX, MUTATION_RATE, SYMBOL, layers)
print(IDX, end='\r')
traders = [base_trader]
for i in range(IDX+1, IDX+POPULATION_SIZE):
print(i, end='\r')
if base_trader.brain.model_loaded:
traders.append(base_trader.clone_mutate(i))
else:
traders.append(Trader(i, MUTATION_RATE, SYMBOL, layers))
# for trader in traders:
# trader.tempStore()
IDX += POPULATION_SIZE
return traders
new = False
allTraders: list[Trader] = []
if first:
base_trader = Trader(idx, MUTATION_RATE, SYMBOL, HIDDEN_LAYERS[0])
for i in range(len(HIDDEN_LAYERS)):
layer = HIDDEN_LAYERS[i]
traders: list[Trader] = []
for j in range(POPULATION_SIZE):
print(f'Generating trader {idx}')
if first:
if idx == 0:
traders.append(base_trader)
else:
if base_trader.brain.model_loaded:
traders.append(base_trader.clone_mutate(idx))
else:
traders.append(Trader(idx, MUTATION_RATE, SYMBOL, layer))
else:
traders.append(pickOne(previousTraders).clone_mutate(idx))
idx += 1
CLS()
line = ''
for trader in allTraders:
line = f"{line}trader {trader.idx} - fitness: {trader.fitness:.4f}, prob: {trader.prob:.4f}, trades: {trader.tradesCounter}, ptrades: {trader.tradesProfit}, profit: {trader.profit:.4f}, counter: {trader.counter}\n"
print(line)
print(f"Start generation {generationCount} - {i+1}/{len(HIDDEN_LAYERS)}")