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Original file line number Diff line number Diff line change
Expand Up @@ -70,13 +70,13 @@ def __init__(self, params, tokenizer, eos_id, pad_id):
)
self.tokenizer.chat_template = default_chat_template()

self.pad_id = pad_id
self.eos_id = eos_id
self.eos_token = (
self.tokenizer.convert_ids_to_tokens(self.pad_id)
if self.eos_id is None
else self.tokenizer.convert_ids_to_tokens(self.eos_id)
)
self.pad_id = pad_id
self.features = ["input_ids", "attention_mask", "labels"]
self.semantic_loss_weight = processing_params.pop(
"semantic_loss_weight", {}
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -64,13 +64,13 @@ def __init__(self, params, tokenizer, eos_id, pad_id):

if self.chat_template:
self.tokenizer.chat_template = self.chat_template
self.pad_id = pad_id
self.eos_id = eos_id
self.eos_token = (
self.tokenizer.convert_ids_to_tokens(self.pad_id)
if self.eos_id is None
else self.tokenizer.convert_ids_to_tokens(self.eos_id)
)
self.pad_id = pad_id
self.features = ["input_ids", "attention_mask", "labels"]
self.semantic_loss_weight = processing_params.pop(
"semantic_loss_weight", {}
Expand Down
Original file line number Diff line number Diff line change
@@ -0,0 +1,141 @@
# Copyright 2022 Cerebras Systems.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

import importlib
import sys
import types
import unittest


def _install_utils_stub():
utils_name = (
"cerebras.modelzoo.data_preparation.data_preprocessing.utils"
)
utils_module = types.ModuleType(utils_name)

def _noop(*args, **kwargs):
return None

class _Logger:
def warning(self, *args, **kwargs):
return None

def info(self, *args, **kwargs):
return None

utils_module.append_eos_to_multiple_semantic_regions = _noop
utils_module.clean_text = _noop
utils_module.default_chat_template = lambda: "stub-chat-template"
utils_module.find_region_in_formatted_string = _noop
utils_module.find_token_range = _noop
utils_module.get_data_stats = _noop
utils_module.setup_warning_logging = lambda *args, **kwargs: _Logger()
utils_module.truncate_sequence = _noop

sys.modules[utils_name] = utils_module


def _reload_module(module_name):
sys.modules.pop(module_name, None)
return importlib.import_module(module_name)


class _Tokenizer:
def __init__(self, chat_template=None):
self.sep_token = None
self.chat_template = chat_template

def convert_ids_to_tokens(self, token_id):
return f"tok-{token_id}"

def get_vocab(self):
return {}

def add_special_tokens(self, tokens):
return None

def convert_tokens_to_ids(self, token):
return 7


def _build_params():
return {
"dataset": {},
"processing": {},
"setup": {"output_dir": "/tmp/modelzoo-test"},
}


class FinetuningTokenGeneratorInitTest(unittest.TestCase):
@classmethod
def setUpClass(cls):
_install_utils_stub()
cls.text_module = _reload_module(
"cerebras.modelzoo.data_preparation.data_preprocessing.finetuning_token_generator"
)
cls.mllama_module = _reload_module(
"cerebras.modelzoo.data_preparation.data_preprocessing.finetuning_token_generator_mllama"
)

def test_text_generator_uses_pad_token_when_eos_id_is_none(self):
generator = self.text_module.FinetuningTokenGenerator(
_build_params(),
_Tokenizer(chat_template=None),
eos_id=None,
pad_id=99,
)

self.assertEqual(generator.pad_id, 99)
self.assertIsNone(generator.eos_id)
self.assertEqual(generator.eos_token, "tok-99")
self.assertEqual(
generator.tokenizer.chat_template, "stub-chat-template"
)

def test_text_generator_uses_explicit_eos_id_when_provided(self):
generator = self.text_module.FinetuningTokenGenerator(
_build_params(),
_Tokenizer(chat_template="existing-template"),
eos_id=42,
pad_id=99,
)

self.assertEqual(generator.eos_token, "tok-42")
self.assertEqual(generator.tokenizer.chat_template, "existing-template")

def test_mllama_generator_uses_pad_token_when_eos_id_is_none(self):
generator = self.mllama_module.FinetuningTokenGenerator(
_build_params(),
_Tokenizer(chat_template="existing-template"),
eos_id=None,
pad_id=99,
)

self.assertEqual(generator.pad_id, 99)
self.assertIsNone(generator.eos_id)
self.assertEqual(generator.eos_token, "tok-99")

def test_mllama_generator_uses_explicit_eos_id_when_provided(self):
generator = self.mllama_module.FinetuningTokenGenerator(
_build_params(),
_Tokenizer(chat_template="existing-template"),
eos_id=42,
pad_id=99,
)

self.assertEqual(generator.eos_token, "tok-42")


if __name__ == "__main__":
unittest.main()