feat: allow specifying the chat template as base64 to avoid weird escaping and templating issues

tests/artifacts/predefined_data_configs/__init__.py

@@ -43,6 +43,18 @@
 DATA_CONFIG_MULTITURN_CHAT_TOKENIZE_AND_MASKING_DATA_HANDLER = os.path.join(
     PREDEFINED_DATA_CONFIGS, "mt_data_granite_3_1B_tokenize_and_mask_handler.yaml"
 )
+DATA_CONFIG_VALID_BASE64_CHAT_TEMPLATE = os.path.join(
+    PREDEFINED_DATA_CONFIGS,
+    "granite_3_1b_valid_base64_data_handler.yaml",
+)
+DATA_CONFIG_INVALID_BASE64_CHAT_TEMPLATE = os.path.join(
+    PREDEFINED_DATA_CONFIGS,
+    "granite_3_1b_invalid_base64_data_handler.yaml",
+)
+GRANITE_3_1_B_CHAT_TEMPLATE = os.path.join(
+    PREDEFINED_DATA_CONFIGS,
+    "granite_3_1b_chat_template.txt",
+)
 DATA_CONFIG_YAML_STREAMING_INPUT_OUTPUT = os.path.join(
     PREDEFINED_DATA_CONFIGS, "tokenize_and_apply_input_masking_streaming.yaml"
 )

tests/artifacts/predefined_data_configs/granite_3_1b_chat_template.txt

@@ -0,0 +1,49 @@
+{%- if messages[0]['role'] == 'system' %}
+    {%- set system_message = messages[0]['content'] %}
+    {%- set loop_messages = messages[1:] %}
+{%- else %}
+    {%- set system_message = "Knowledge Cutoff Date: April 2024.\nToday's Date: " + strftime_now('%B %d, %Y') + ".\nYou are Granite, developed by IBM." %}
+    {%- if tools and documents %}
+        {%- set system_message = system_message + " You are a helpful AI assistant with access to the following tools. When a tool is required to answer the user's query, respond with <|tool_call|> followed by a JSON list of tools used. If a tool does not exist in the provided list of tools, notify the user that you do not have the ability to fulfill the request.\n\nWrite the response to the user's input by strictly aligning with the facts in the provided documents. If the information needed to answer the question is not available in the documents, inform the user that the question cannot be answered based on the available data." %}
+    {%- elif tools %}
+        {%- set system_message = system_message + " You are a helpful AI assistant with access to the following tools. When a tool is required to answer the user's query, respond with <|tool_call|> followed by a JSON list of tools used. If a tool does not exist in the provided list of tools, notify the user that you do not have the ability to fulfill the request." %}
+    {%- elif documents %}
+        {%- set system_message = system_message + " Write the response to the user's input by strictly aligning with the facts in the provided documents. If the information needed to answer the question is not available in the documents, inform the user that the question cannot be answered based on the available data." %}
+    {%- else %}
+        {%- set system_message = system_message + " You are a helpful AI assistant." %}    
+    {%- endif %}
+    {%- if 'citations' in controls and documents %}
+        {%- set system_message = system_message + '\n\nIn your response, use the symbols <co> and </co> to indicate when a fact comes from a document in the search result, e.g <co>0</co> for a fact from document 0. Afterwards, list all the citations with their corresponding documents in an ordered list.' %}
+    {%- endif %}
+    {%- if 'hallucinations' in controls and documents %}
+        {%- set system_message = system_message + '\n\nFinally, after the response is written, include a numbered list of sentences from the response that are potentially hallucinated and not based in the documents.' %}
+    {%- endif %}
+    {%- set loop_messages = messages %}
+{%- endif %}
+{{- '<|start_of_role|>system<|end_of_role|>' + system_message + '<|end_of_text|>\n' }}
+{%- if tools %}
+    {{- '<|start_of_role|>tools<|end_of_role|>' }}
+    {{- tools | tojson(indent=4) }}
+    {{- '<|end_of_text|>\n' }}
+{%- endif %}
+{%- if documents %}
+    {{- '<|start_of_role|>documents<|end_of_role|>' }}
+    {%- for document in documents %}
+        {{- 'Document ' + loop.index0 | string + '\n' }}
+        {{- document['text'] }}
+        {%- if not loop.last %}
+            {{- '\n\n'}}
+        {%- endif%}
+    {%- endfor %}
+    {{- '<|end_of_text|>\n' }}
+{%- endif %}
+{%- for message in loop_messages %}
+    {{- '<|start_of_role|>' + message['role'] + '<|end_of_role|>' + message['content'] + '<|end_of_text|>\n' }}
+    {%- if loop.last and add_generation_prompt %}
+        {{- '<|start_of_role|>assistant' }}
+            {%- if controls %}
+                {{- ' ' + controls | tojson()}}
+            {%- endif %}
+        {{- '<|end_of_role|>' }}
+    {%- endif %}
+{%- endfor %}

tests/artifacts/predefined_data_configs/granite_3_1b_invalid_base64_data_handler.yaml

@@ -0,0 +1,34 @@
+dataprocessor:
+    type: default
+    chat_template_base64: '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'
+datasets:
+  - name: dataset_1
+    data_paths:
+      - "FILE_PATH"
+    data_handlers:
+      - name: tokenize_and_apply_chat_template_with_masking
+        arguments:
+          remove_columns: all
+          fn_kwargs:
+            max_seq_length: 1024
+            conversation_column: "messages"
+  - name: dataset_2
+    data_paths:
+      - "FILE_PATH"
+    data_handlers:
+      - name: tokenize_and_apply_chat_template_with_masking
+        arguments:
+          remove_columns: all
+          fn_kwargs:
+            max_seq_length: 1024
+            conversation_column: "messages"
+  - name: dataset_3
+    data_paths:
+      - "FILE_PATH"
+    data_handlers:
+      - name: tokenize_and_apply_chat_template_with_masking
+        arguments:
+          remove_columns: all
+          fn_kwargs:
+            max_seq_length: 1024
+            conversation_column: "messages"

tests/artifacts/predefined_data_configs/granite_3_1b_valid_base64_data_handler.yaml

@@ -0,0 +1,34 @@
+dataprocessor:
+    type: default
+    chat_template_base64: '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'
+datasets:
+  - name: dataset_1
+    data_paths:
+      - "FILE_PATH"
+    data_handlers:
+      - name: tokenize_and_apply_chat_template_with_masking
+        arguments:
+          remove_columns: all
+          fn_kwargs:
+            max_seq_length: 1024
+            conversation_column: "messages"
+  - name: dataset_2
+    data_paths:
+      - "FILE_PATH"
+    data_handlers:
+      - name: tokenize_and_apply_chat_template_with_masking
+        arguments:
+          remove_columns: all
+          fn_kwargs:
+            max_seq_length: 1024
+            conversation_column: "messages"
+  - name: dataset_3
+    data_paths:
+      - "FILE_PATH"
+    data_handlers:
+      - name: tokenize_and_apply_chat_template_with_masking
+        arguments:
+          remove_columns: all
+          fn_kwargs:
+            max_seq_length: 1024
+            conversation_column: "messages"

tests/test_sft_trainer.py

@@ -38,6 +38,7 @@
 from scripts.run_inference import TunedCausalLM
 from tests.artifacts.predefined_data_configs import (
     DATA_CONFIG_DUPLICATE_COLUMNS,
+    DATA_CONFIG_INVALID_BASE64_CHAT_TEMPLATE,
     DATA_CONFIG_MULTIPLE_DATASETS_SAMPLING_YAML,
     DATA_CONFIG_MULTITURN_CHAT_TOKENIZE_AND_MASKING_DATA_HANDLER,
     DATA_CONFIG_MULTITURN_DATA_YAML,
@@ -46,8 +47,10 @@
     DATA_CONFIG_SKIP_LARGE_TEXT_HANDLER,
     DATA_CONFIG_TOKENIZE_AND_APPLY_INPUT_MASKING_YAML,
     DATA_CONFIG_TOKENIZE_AND_TRAIN_WITH_HANDLER,
+    DATA_CONFIG_VALID_BASE64_CHAT_TEMPLATE,
     DATA_CONFIG_YAML_STREAMING_INPUT_OUTPUT,
     DATA_CONFIG_YAML_STREAMING_PRETOKENIZED,
+    GRANITE_3_1_B_CHAT_TEMPLATE,
 )
 from tests.artifacts.testdata import (
     CHAT_DATA_MULTI_TURN,
@@ -84,6 +87,7 @@
     DataHandlerConfig,
     DataPreProcessorConfig,
     DataSetConfig,
+    load_and_validate_data_config,
 )
 from tuning.data.data_handlers import (
     DataHandler,
@@ -1391,6 +1395,25 @@ def test_run_chat_style_ft_using_dataconfig_for_chat_template(
         assert 'Provide two rhyming words for the word "love"' in output_inference
 
 
+def test_data_config_chat_template_as_base64():
+    """Check that the chat_template specified as base64 is parsed correctly."""
+    expected_chat_template_path = GRANITE_3_1_B_CHAT_TEMPLATE
+    with open(expected_chat_template_path, "r", encoding="utf-8") as f:
+        expected_chat_template = f.read()
+    data_config_path = DATA_CONFIG_VALID_BASE64_CHAT_TEMPLATE
+    assert os.path.isfile(data_config_path)
+    data_config = load_and_validate_data_config(data_config_path)
+    parsed_chat_template = data_config.dataprocessor.chat_template
+    assert parsed_chat_template is not None, "the chat_template wasn't parsed correctly"
+    assert (
+        data_config.dataprocessor.chat_template == expected_chat_template
+    ), "the chat_template wasn't parsed correctly"
+    # --------------------------------------------
+    with pytest.raises(ValueError):
+        data_config_path = DATA_CONFIG_INVALID_BASE64_CHAT_TEMPLATE
+        data_config = load_and_validate_data_config(data_config_path)
+
+
 @pytest.mark.parametrize(
     "data_args",
     [

tuning/data/data_config.py

@@ -13,6 +13,7 @@
 # limitations under the License.
 
 # Standard
+from base64 import b64decode
 from dataclasses import dataclass
 from typing import Dict, List, Optional
 import logging
@@ -153,6 +154,24 @@ def _validate_dataprocessor_config(dataprocessor_config) -> DataPreProcessorConf
         chat_template = kwargs["chat_template"]
         assert isinstance(chat_template, str), "chat_template should be a string"
         c.chat_template = chat_template
+    elif "chat_template_base64" in kwargs:
+        chat_template_base64 = kwargs["chat_template_base64"]
+        assert isinstance(
+            chat_template_base64, str
+        ), "chat_template_base64 should be a string"
+        logger.warning(
+            "You are using the 'chat_template_base64' field. "
+            + "Please use the 'chat_template' field instead for better readability."
+        )
+        try:
+            chat_template_bytes = b64decode(chat_template_base64)
+            chat_template = chat_template_bytes.decode("utf-8")
+            c.chat_template = chat_template
+        except Exception as e:
+            raise ValueError(
+                "You passed the 'chat_template_base64' field which failed during decoding."
+                + "Please check it or use a decoded chat template with the 'chat_template' field."
+            ) from e
     return c