Feat: Add support for tokenizer’s or custom jinja chat_template (#1970)
* Allow using tokenizer's default chat template with fallbacks Summary of changes: 1. Adds `tokenizer_default` as option for `chat_template` in `chat_template` prompt strategy that allows using the chat template from tokenizer's config.json 2. Allows falling back to chat templates available in axolotl if tokenizer does not have a chat template 3. Adds a mistral chat template which supports system message - taken from https://github.com/chujiezheng/chat_templates/blob/main/chat_templates/mistral-instruct.jinja --- Why? Many popular models are not trained with chatml format. As a result for the model to correctly learn chatml we have to turn on train_on_inputs which requires more compute and time. If we can use the model's already learned chat template we can just learn the output tokens --- Todo: - Write tests * Add tests * Fix lint and bug post merge from main * Add option `chat_template_jinja` to provide a jinja template * remove custom mistral template * Address review comments and add docs * Update docs/dataset-formats/conversation.qmd Co-authored-by: NanoCode012 <kevinvong@rocketmail.com> * fix: set default to tokenizer template * Merge branch 'main' into cj_tokenizer_default_prompt_template * chore: remove redundant function * fix: re-arrange enum declaration position * fix: refactor artifact left from main merge * feat(doc): updated config with chat template options and clarified examples * chore: clarify doc * chore: added example for non-default template * chore: refactor * fix: test * fix: config being dropped and unittest to catch that * chore: lint * chore: skip duplicate * fix: rename var after merge * feat: add test for levy's dpo case * fix: remove default setting on edge case where chat template overriden in dataset section * feat: handle sharegpt deprecation better in docs * feat: add example using fallback * feat: handles chat_template requiring specific user/assistant order * fix: update test based on new defaults * fix: imported name incorrectly updated on merge * chore: lint * fix: update dummy message to prevent potential overlap with real content * fix(doc): formatting * fix: update bradleyterry to use new chat_template --------- Co-authored-by: Chirag Jain <jain.chirag925@gmail.com>
This commit is contained in:
@@ -12,7 +12,7 @@ from axolotl.prompt_strategies.chat_template import (
|
||||
ChatTemplateStrategy,
|
||||
)
|
||||
from axolotl.prompters import IGNORE_TOKEN_ID
|
||||
from axolotl.utils.chat_templates import chat_templates
|
||||
from axolotl.utils.chat_templates import get_chat_template
|
||||
|
||||
logging.basicConfig(level=logging.DEBUG)
|
||||
LOG = logging.getLogger("axolotl")
|
||||
@@ -35,7 +35,7 @@ class TestChatTemplateConfigurations:
|
||||
LOG.info("Testing with train_on_inputs=True")
|
||||
strategy = ChatTemplateStrategy(
|
||||
ChatTemplatePrompter(
|
||||
llama3_tokenizer, chat_template=chat_templates("llama3")
|
||||
llama3_tokenizer, chat_template=get_chat_template("llama3")
|
||||
),
|
||||
tokenizer=llama3_tokenizer,
|
||||
train_on_inputs=True,
|
||||
@@ -80,7 +80,7 @@ class TestChatTemplateConfigurations:
|
||||
LOG.info("Testing with train_on_inputs=False")
|
||||
strategy = ChatTemplateStrategy(
|
||||
ChatTemplatePrompter(
|
||||
llama3_tokenizer, chat_template=chat_templates("llama3")
|
||||
llama3_tokenizer, chat_template=get_chat_template("llama3")
|
||||
),
|
||||
tokenizer=llama3_tokenizer,
|
||||
train_on_inputs=False,
|
||||
@@ -123,7 +123,7 @@ class TestChatTemplateConfigurations:
|
||||
LOG.info("Testing roles_to_train with assistant only")
|
||||
strategy = ChatTemplateStrategy(
|
||||
ChatTemplatePrompter(
|
||||
llama3_tokenizer, chat_template=chat_templates("llama3")
|
||||
llama3_tokenizer, chat_template=get_chat_template("llama3")
|
||||
),
|
||||
tokenizer=llama3_tokenizer,
|
||||
train_on_inputs=False,
|
||||
@@ -151,7 +151,7 @@ class TestChatTemplateConfigurations:
|
||||
LOG.info("Testing roles_to_train with all roles")
|
||||
strategy = ChatTemplateStrategy(
|
||||
ChatTemplatePrompter(
|
||||
llama3_tokenizer, chat_template=chat_templates("llama3")
|
||||
llama3_tokenizer, chat_template=get_chat_template("llama3")
|
||||
),
|
||||
tokenizer=llama3_tokenizer,
|
||||
train_on_inputs=True,
|
||||
@@ -184,7 +184,7 @@ class TestChatTemplateConfigurations:
|
||||
LOG.info("Testing with empty roles_to_train")
|
||||
strategy = ChatTemplateStrategy(
|
||||
ChatTemplatePrompter(
|
||||
llama3_tokenizer, chat_template=chat_templates("llama3")
|
||||
llama3_tokenizer, chat_template=get_chat_template("llama3")
|
||||
),
|
||||
tokenizer=llama3_tokenizer,
|
||||
train_on_inputs=False,
|
||||
@@ -205,7 +205,7 @@ class TestChatTemplateConfigurations:
|
||||
LOG.info("Testing with train_on_eos='all'")
|
||||
strategy = ChatTemplateStrategy(
|
||||
ChatTemplatePrompter(
|
||||
llama3_tokenizer, chat_template=chat_templates("llama3")
|
||||
llama3_tokenizer, chat_template=get_chat_template("llama3")
|
||||
),
|
||||
tokenizer=llama3_tokenizer,
|
||||
train_on_inputs=False,
|
||||
@@ -232,7 +232,7 @@ class TestChatTemplateConfigurations:
|
||||
LOG.info("Testing with train_on_eos='turn'")
|
||||
strategy = ChatTemplateStrategy(
|
||||
ChatTemplatePrompter(
|
||||
llama3_tokenizer, chat_template=chat_templates("llama3")
|
||||
llama3_tokenizer, chat_template=get_chat_template("llama3")
|
||||
),
|
||||
tokenizer=llama3_tokenizer,
|
||||
train_on_inputs=False,
|
||||
@@ -282,7 +282,7 @@ class TestChatTemplateConfigurations:
|
||||
LOG.info("Testing with train_on_eos='last'")
|
||||
strategy = ChatTemplateStrategy(
|
||||
ChatTemplatePrompter(
|
||||
llama3_tokenizer, chat_template=chat_templates("llama3")
|
||||
llama3_tokenizer, chat_template=get_chat_template("llama3")
|
||||
),
|
||||
tokenizer=llama3_tokenizer,
|
||||
train_on_inputs=False,
|
||||
@@ -315,7 +315,7 @@ class TestChatTemplateConfigurations:
|
||||
LOG.info("Testing with train_on_eos='none'")
|
||||
strategy = ChatTemplateStrategy(
|
||||
ChatTemplatePrompter(
|
||||
llama3_tokenizer, chat_template=chat_templates("llama3")
|
||||
llama3_tokenizer, chat_template=get_chat_template("llama3")
|
||||
),
|
||||
tokenizer=llama3_tokenizer,
|
||||
train_on_inputs=False,
|
||||
@@ -343,7 +343,7 @@ class TestChatTemplateConfigurations:
|
||||
strategy = ChatTemplateStrategy(
|
||||
ChatTemplatePrompter(
|
||||
llama3_tokenizer,
|
||||
chat_template=chat_templates("llama3"),
|
||||
chat_template=get_chat_template("llama3"),
|
||||
drop_system_message=True,
|
||||
),
|
||||
tokenizer=llama3_tokenizer,
|
||||
@@ -371,7 +371,7 @@ class TestChatTemplateConfigurations:
|
||||
strategy = ChatTemplateStrategy(
|
||||
ChatTemplatePrompter(
|
||||
llama3_tokenizer,
|
||||
chat_template=chat_templates("llama3"),
|
||||
chat_template=get_chat_template("llama3"),
|
||||
roles=custom_roles,
|
||||
),
|
||||
tokenizer=llama3_tokenizer,
|
||||
@@ -424,7 +424,7 @@ class TestChatTemplateConfigurations:
|
||||
strategy = ChatTemplateStrategy(
|
||||
ChatTemplatePrompter(
|
||||
llama3_tokenizer,
|
||||
chat_template=chat_templates("llama3"),
|
||||
chat_template=get_chat_template("llama3"),
|
||||
message_field_training="train",
|
||||
message_field_training_detail="train_detail",
|
||||
),
|
||||
|
||||
Reference in New Issue
Block a user