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Running on Zero
Running on Zero
File size: 974 Bytes
98d1e65 972b71a 98d1e65 6c01195 98d1e65 972b71a 98d1e65 972b71a 98d1e65 972b71a 98d1e65 6c01195 98d1e65 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 | from pathlib import Path
from src.task.config import ModelConfig
from src.task.model import load_model
from src.infra.tokenizer import CharacterTokenizer
from src.task.inference.inference import TextGenerator
# Runtime configs
checkpoint = "checkpoints/tiny_poet.pt"
TEXT_TOKENIZER_PATH = Path("checkpoints/shakespeare_tokenizer.json")
tokenizer = CharacterTokenizer.load(
TEXT_TOKENIZER_PATH
)
# Conf
generator_config = ModelConfig(context_length=128, d_model=128, d_ff=512, num_layers=4, number_of_heads=4)
# Load model/checkpoint from file
model = load_model(
checkpoint_path=checkpoint,
config=generator_config,
vocab_size=tokenizer.vocab_size,
)
# generator
text_generator = TextGenerator(
model=model,
tokenizer=tokenizer,
context_length=generator_config.context_length,
)
# do generate
output = text_generator.generate(
prompt_text="ROMEO:",
max_new_tokens=300,
temperature=0.7,
top_p=0.8
)
print(output) |