add tests and supoort for loader for sys prompt data

This commit is contained in:
Wing Lian
2023-06-17 23:52:40 -04:00
parent 8d20e0a3d3
commit 3a38271276
5 changed files with 125 additions and 25 deletions

View File

@@ -7,11 +7,15 @@ from pathlib import Path
from transformers import AutoTokenizer
from axolotl.prompt_strategies.alpaca_chat import NoSystemPrompter
from axolotl.prompt_strategies.alpaca_w_system import (
InstructionWSystemPromptTokenizingStrategy,
SystemDataPrompter,
)
from axolotl.prompt_tokenizers import (
AlpacaPromptTokenizingStrategy,
ShareGPTPromptTokenizingStrategy,
)
from axolotl.prompters import AlpacaPrompter, ShareGPTPrompter
from axolotl.prompters import AlpacaPrompter, PromptStyle, ShareGPTPrompter
logging.basicConfig(level="INFO")
@@ -96,5 +100,39 @@ class TestPromptTokenizationStrategies(unittest.TestCase):
assert example["labels"][world_idx - 1] == -100
class InstructionWSystemPromptTokenizingStrategyTest(unittest.TestCase):
"""
Test class for prompt tokenization strategies with sys prompt from the dataset
"""
def setUp(self) -> None:
# pylint: disable=duplicate-code
self.tokenizer = AutoTokenizer.from_pretrained("huggyllama/llama-7b")
self.tokenizer.add_special_tokens(
{
"bos_token": "<s>",
"eos_token": "</s>",
"unk_token": "<unk>",
}
)
def test_system_alpaca(self):
prompter = SystemDataPrompter(PromptStyle.CHAT.value)
strat = InstructionWSystemPromptTokenizingStrategy(
prompter,
self.tokenizer,
False,
2048,
)
sample = {
"system": "use cot",
"instruction": "hello!",
"output": "Hi! How can I help?",
}
example = strat.tokenize_prompt(sample)
assert example["input_ids"][0:3] == [1, 671, 20118] # <s>use cot
assert example["input_ids"][3] == 11889 # USER
if __name__ == "__main__":
unittest.main()

View File

@@ -2,11 +2,11 @@
import unittest
from axolotl.prompt_strategies.alpaca_w_system import SystemDataPrompter
from axolotl.prompters import (
AlpacaPrompter,
MultipleChoiceExplainPrompter,
PromptStyle,
SystemDataPrompter,
UnpromptedPrompter,
)