diff --git a/src/axolotl/monkeypatch/multipack.py b/src/axolotl/monkeypatch/multipack.py index 3ee89d2e5..f2a87192a 100644 --- a/src/axolotl/monkeypatch/multipack.py +++ b/src/axolotl/monkeypatch/multipack.py @@ -25,6 +25,7 @@ SUPPORTED_MULTIPACK_MODEL_TYPES = [ "gemmoe", "starcoder2", "deepseek_v2", + "deepseek_v3", ] diff --git a/src/axolotl/utils/chat_templates.py b/src/axolotl/utils/chat_templates.py index f435bb858..9f6550689 100644 --- a/src/axolotl/utils/chat_templates.py +++ b/src/axolotl/utils/chat_templates.py @@ -27,6 +27,7 @@ _CHAT_TEMPLATES = { "phi_3": "{{ bos_token }}{% for message in messages %}{% if (message['role'] == 'system') %}{{'<|system|>' + '\n' + message['content'] + '<|end|>' + '\n'}}{% elif (message['role'] == 'user') %}{{'<|user|>' + '\n' + message['content'] + '<|end|>' + '\n' + '<|assistant|>' + '\n'}}{% elif message['role'] == 'assistant' %}{{message['content'] + '<|end|>' + '\n'}}{% endif %}{% endfor %}", "phi_35": "{% for message in messages %}{% if message['role'] == 'system' and message['content'] %}{{'<|system|>\n' + message['content'] + '<|end|>\n'}}{% elif message['role'] == 'user' %}{{'<|user|>\n' + message['content'] + '<|end|>\n'}}{% elif message['role'] == 'assistant' %}{{'<|assistant|>\n' + message['content'] + '<|end|>\n'}}{% endif %}{% endfor %}{% if add_generation_prompt %}{{ '<|assistant|>\n' }}{% endif %}", "deepseek_v2": "{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{{ bos_token }}{% for message in messages %}{% if message['role'] == 'user' %}{{ '<|User|>' + message['content'] }}{% elif message['role'] == 'assistant' %}{{ '<|Assistant|>' + message['content'] + eos_token }}{% elif message['role'] == 'system' %}{{ message['content'] + '\n\n' }}{% endif %}{% endfor %}{% if add_generation_prompt %}{{ '<|Assistant|>' }}{% endif %}", + "deepseek_v3": "{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% set ns = namespace(is_first=false, is_tool=false, is_output_first=true, system_prompt='', is_first_sp=true) %}{%- for message in messages %}{%- if message['role'] == 'system' %}{%- if ns.is_first_sp %}{% set ns.system_prompt = ns.system_prompt + message['content'] %}{% set ns.is_first_sp = false %}{%- else %}{% set ns.system_prompt = ns.system_prompt + '\\n\\n' + message['content'] %}{%- endif %}{%- endif %}{%- endfor %}{{ bos_token }}{{ ns.system_prompt }}{%- for message in messages %}{%- if message['role'] == 'user' %}{%- set ns.is_tool = false -%}{{'<|User|>' + message['content']}}{%- endif %}{%- if message['role'] == 'assistant' and 'tool_calls' in message %}{%- set ns.is_tool = false -%}{%- for tool in message['tool_calls'] %}{%- if not ns.is_first %}{%- if message['content'] is none %}{{'<|Assistant|><|tool▁calls▁begin|><|tool▁call▁begin|>' + tool['type'] + '<|tool▁sep|>' + tool['function']['name'] + '\\n' + '```json' + '\\n' + tool['function']['arguments'] + '\\n' + '```' + '<|tool▁call▁end|>'}}{%- else %}{{'<|Assistant|>' + message['content'] + '<|tool▁calls▁begin|><|tool▁call▁begin|>' + tool['type'] + '<|tool▁sep|>' + tool['function']['name'] + '\\n' + '```json' + '\\n' + tool['function']['arguments'] + '\\n' + '```' + '<|tool▁call▁end|>'}}{%- endif %}{%- set ns.is_first = true -%}{%- else %}{{'\\n' + '<|tool▁call▁begin|>' + tool['type'] + '<|tool▁sep|>' + tool['function']['name'] + '\\n' + '```json' + '\\n' + tool['function']['arguments'] + '\\n' + '```' + '<|tool▁call▁end|>'}}{%- endif %}{%- endfor %}{{'<|tool▁calls▁end|><|end▁of▁sentence|>'}}{%- endif %}{%- if message['role'] == 'assistant' and 'tool_calls' not in message %}{%- if ns.is_tool %}{{'<|tool▁outputs▁end|>' + message['content'] + '<|end▁of▁sentence|>'}}{%- set ns.is_tool = false -%}{%- else %}{% set content = message['content'] %}{% if '' in content %}{% set content = content.split('')[-1] %}{% endif %}{{'<|Assistant|>' + content + '<|end▁of▁sentence|>'}}{%- endif %}{%- endif %}{%- if message['role'] == 'tool' %}{%- set ns.is_tool = true -%}{%- if ns.is_output_first %}{{'<|tool▁outputs▁begin|><|tool▁output▁begin|>' + message['content'] + '<|tool▁output▁end|>'}}{%- set ns.is_output_first = false %}{%- else %}{{'<|tool▁output▁begin|>' + message['content'] + '<|tool▁output▁end|>'}}{%- endif %}{%- endif %}{%- endfor -%}{% if ns.is_tool %}{{'<|tool▁outputs▁end|>'}}{% endif %}{% if add_generation_prompt and not ns.is_tool %}{{'<|Assistant|>'}}{% endif %}", "jamba": '{# Variables #}\n{% set ns = namespace(message_count=0, is_last_checked_defined=False) %}\n{##}\n{% set bom_str = bom_str or "<|bom|>" %}\n{% set eom_str = eom_str or "<|eom|>" %}\n{% set default_system_message = "" %}\n{##}\n{% set documents_prefix = "" %}\n{% set documents_suffix = "" %}\n{% set tool_definitions_prefix = "" %}\n{% set tool_definitions_suffix = "" %}\n{% set active_modes_prefix = "" %}\n{% set active_modes_suffix = "" %}\n{##}\n{% set tool_calls_prefix = "" %}\n{% set tool_calls_suffix = "" %}\n{% set citations_prefix = "" %}\n{% set citations_suffix = "" %}\n{##}\n{% if add_generation_prompt is not defined %}\n {% set add_generation_prompt = True %}\n{% endif %}\n{% set role_to_predict = role_to_predict or "assistant" %}\n{% if messages|length > 0 and messages[0].role == "system" %}\n {% set system_message = messages[0].content %}\n {% set loop_messages = messages[1:] %}\n{% else %}\n {% set system_message = default_system_message %}\n {% set loop_messages = messages %}\n{% endif %}\n{##}\n{##}\n{# Macros #}\n{% macro handle_tool_definitions(tools) %}\n {{- tool_definitions_prefix -}}\n {{- "\\n# Tools" -}}\n {{- "\\n\\n## Functions" -}}\n {% for tool in tools %}\n {% set _ = is_param_set(tool, field="type") %}\n {% set is_tool_type_set = ns.is_last_checked_defined %}\n {% if is_tool_type_set %}\n {% if tool.type == "function" %}\n {% set tool = tool.function %}\n {% else %}\n {{ raise_exception("Currently, the only supported tool type is `function`") }}\n {% endif %}\n {% endif %}\n {{- "\\n\\n" + (tool|tojson(indent=2)) -}}\n {% endfor %}\n {{- "\\n" + tool_definitions_suffix -}}\n{% endmacro %}\n{##}\n{% macro handle_first_system_message(system_message, tools) %}\n {{- bom_str + handle_role("system") -}}\n {% set _ = is_param_set(system_message) %}\n {% set is_system_message_set = ns.is_last_checked_defined %}\n {% if is_system_message_set %}\n {{- system_message -}}\n {% endif %}\n {% set _ = is_param_set(tools, is_list=True) %}\n {% set is_tools_set = ns.is_last_checked_defined %}\n {% if is_tools_set %}\n {% if system_message %}\n {{- "\\n\\n" -}}\n {% endif %}\n {{- handle_tool_definitions(tools) -}}\n {% endif %}\n {% set ns.message_count = ns.message_count + 1 %}\n{% endmacro %}\n{##}\n{% macro handle_tool_calls(tool_calls) %}\n {{- tool_calls_prefix + "[\\n" -}}\n {% for tool_call in tool_calls %}\n {% set _ = is_param_set(tool_call, field="function") %}\n {% set is_tool_call_function_set = ns.is_last_checked_defined %}\n {% if is_tool_call_function_set %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {% set arguments = tool_call.arguments %}\n {% if arguments is not string %}\n {%- set arguments = arguments|tojson -%}\n {%- endif %}\n {{ "{\\"name\\": \\"" + tool_call.name + "\\", \\"arguments\\": " + arguments + "}" -}}\n {% if not loop.last %}\n {{- "," }}\n {% endif %}\n {% endfor %}\n {{- "\\n]" + tool_calls_suffix -}}\n{% endmacro %}\n{##}\n{% macro handle_documents(documents) %}\n {{- documents_prefix -}}\n {{- "\\n# Documents" -}}\n {{- "\\n\\nYou can use the following documents for reference:" -}}\n {% for doc in documents %}\n {{- "\\n\\n## Document ID: " + loop.index0|string -}}\n {% set _ = is_param_set(doc, field="title") %}\n {% set is_doc_title_set = ns.is_last_checked_defined %}\n {% if is_doc_title_set %}\n {{- "\\nTitle: " + doc.title -}}\n {% endif %}\n {% for key, value in doc.items() %}\n {% if key not in ["title", "text"] %}\n {{- "\\n" + key|title + ": " + value|string -}}\n {% endif %}\n {% endfor %}\n {{- "\\nText: " + doc.text -}}\n {% endfor %}\n {{- "\\n" + documents_suffix -}}\n{% endmacro %}\n{##}\n{% macro handle_knobs(knobs) %}\n {{- active_modes_prefix -}}\n {{- "\\n# Active Modes" -}}\n {{ "\\n\\nThe following modes configure the format or style of your responses. You should adhere to all currently" -}}\n {{ " active modes simultaneously." -}}\n {% if knobs.citation_mode == "fast" %}\n {{- "\\n\\n## Citation Mode" -}}\n {{- "\\n\\nProvide a list of references only for the documents you base your response on. Format your response" -}}\n {{ " with the original answer followed by a citation section. Use this template:" -}}\n {{ " `{answer}" + citations_prefix + "DOCUMENT_IDS" + citations_suffix + "`, where DOCUMENT_IDS are the relevant document numbers" -}}\n {{ " (e.g. [2, 5, 9]), or [] if the answer cannot be supported by the provided documents." -}}\n {% endif %}\n {% if knobs.response_format == "json_object" %}\n {{- "\\n\\n## JSON Mode" -}}\n {{ "\\n\\nProvide your response in JSON format. Adhere strictly to any schema given by the user." -}}\n {{ " If an appropriate JSON format exists, use it without modification." -}}\n {% endif %}\n {{- "\\n" + active_modes_suffix -}}\n{% endmacro %}\n{##}\n{% macro get_last_user_index(messages) %}\n {% set ns.last_user_index = 0 %}\n {% for message in messages %}\n {% if message.role == \'user\' %}\n {% set ns.last_user_index = loop.index0 %}\n {% endif %}\n {% endfor %}\n {{- ns.last_user_index -}}\n{% endmacro %}\n{##}\n{% macro handle_last_system_message(documents, knobs, use_documents, use_knobs) %}\n {{- bom_str + handle_role("system") -}}\n {% set macros_to_call = [] %}\n {% set params_for_macros = [] %}\n {% if use_documents %}\n {% set macros_to_call = macros_to_call + [handle_documents] %}\n {% set params_for_macros = params_for_macros + [[documents]] %}\n {% endif %}\n {% if use_knobs %}\n {% set macros_to_call = macros_to_call + [handle_knobs] %}\n {% set params_for_macros = params_for_macros + [[knobs]] %}\n {% endif %}\n {% for i in range(macros_to_call|length) %}\n {% if i > 0 %}\n {{- "\\n\\n" -}}\n {% endif %}\n {{- macros_to_call[i](*params_for_macros[i]) -}}\n {% endfor %}\n {% set ns.message_count = ns.message_count + 1 %}\n{% endmacro %}\n{##}\n{% macro handle_role(role, add_space=True) %}\n {{- "<|" + role + "|>" -}}\n {% if add_space %}\n {{- " " -}}\n {% endif %}\n{% endmacro %}\n{##}\n{% macro is_param_set(param, field=none, is_list=False) %}\n {% if field is not none %}\n {% if field in param %}\n {% set param = param[field] %}\n {% else %}\n {% set param = none %}\n {% endif %}\n {% endif %}\n {% set is_defined = param is defined and param is not none %}\n {% if is_list %}\n {% set ns.is_last_checked_defined = is_defined and param|length > 0 %}\n {% else %}\n {% set ns.is_last_checked_defined = is_defined %}\n {% endif %}\n{% endmacro %}\n{##}\n{##}\n{# Template #}\n{{- "<|startoftext|>" -}}\n{% set _ = is_param_set(system_message) %}\n{% set is_system_message_set = ns.is_last_checked_defined %}\n{% set _ = is_param_set(tools, is_list=True) %}\n{% set is_tools_set = ns.is_last_checked_defined %}\n{% set has_system_message = (is_system_message_set or is_tools_set) %}\n{% if has_system_message %}\n {{- handle_first_system_message(system_message, tools) -}}\n{% endif %}\n{% set last_user_index = get_last_user_index(loop_messages)|int %}\n{% for message in loop_messages %}\n {% if loop.index0 == last_user_index %}\n {% set _ = is_param_set(documents, is_list=True) %}\n {% set use_documents = ns.is_last_checked_defined %}\n {% set _ = is_param_set(knobs) %}\n {% set use_knobs = ns.is_last_checked_defined and knobs.is_set %}\n {% set add_last_system_message = use_documents or use_knobs %}\n {% if add_last_system_message %}\n {% if ns.message_count > 0 %}\n {{- eom_str -}}\n {% endif %}\n {{- handle_last_system_message(documents, knobs, use_documents, use_knobs) -}}\n {% endif %}\n {% endif %}\n {% set role = message.role %}\n {% set _ = is_param_set(message, field="name") %}\n {% set is_message_name_set = ns.is_last_checked_defined %}\n {% if is_message_name_set %}\n {% set message_prefix = handle_role(role) + "(" + message.name + ")" %}\n {% else %}\n {% set message_prefix = handle_role(role) %}\n {% endif %}\n {% set content = (message.content or "") %}\n {% if content is not string %}\n {% set content = content|tojson %}\n {% endif %}\n {% if ns.message_count > 0 %}\n {{- eom_str -}}\n {% endif %}\n {{- bom_str + message_prefix + content -}}\n {% set _ = is_param_set(message, field="tool_calls", is_list=True) %}\n {% set is_tool_calls_set = ns.is_last_checked_defined %}\n {% if role == "assistant" and is_tool_calls_set %}\n {{- handle_tool_calls(message.tool_calls) -}}\n {% endif %}\n {% set _ = is_param_set(message, field="citations", is_list=True) %}\n {% set is_citations_set = ns.is_last_checked_defined %}\n {% if role == "assistant" and is_citations_set %}\n {{- citations_prefix + message.citations|map(attribute="document_id")|list|string + citations_suffix -}}\n {% endif %}\n {% set ns.message_count = ns.message_count + 1 %}\n{% endfor %}\n{% if add_generation_prompt %}\n {% if ns.message_count > 0 %}\n {{- eom_str -}}\n {% endif %}\n {{- bom_str + handle_role(role_to_predict, add_space=False) -}}\n {% set _ = is_param_set(generation_preamble) %}\n {% set is_generation_preamble_set = ns.is_last_checked_defined %}\n {% if is_generation_preamble_set and generation_preamble.strip() != "" %}\n {{- " " + generation_preamble -}}\n {% endif %}\n {% set ns.message_count = ns.message_count + 1 %}\n{% else %}\n {% if ns.message_count > 0 %}\n {{- eom_str -}}\n {% endif %}\n{% endif %}\n', "qwen_25": "{%- if tools %}\n {{- '<|im_start|>system\\n' }}\n {%- if messages[0]['role'] == 'system' %}\n {{- messages[0]['content'] }}\n {%- else %}\n {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }}\n {%- endif %}\n {{- \"\\n\\n# Tools\\n\\nYou may call one or more functions to assist with the user query.\\n\\nYou are provided with function signatures within XML tags:\\n\" }}\n {%- for tool in tools %}\n {{- \"\\n\" }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- \"\\n\\n\\nFor each function call, return a json object with function name and arguments within XML tags:\\n\\n{\\\"name\\\": , \\\"arguments\\\": }\\n<|im_end|>\\n\" }}\n{%- else %}\n {%- if messages[0]['role'] == 'system' %}\n {{- '<|im_start|>system\\n' + messages[0]['content'] + '<|im_end|>\\n' }}\n {%- else %}\n {{- '<|im_start|>system\\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\\n' }}\n {%- endif %}\n{%- endif %}\n{%- for message in messages %}\n {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) or (message.role == \"assistant\" and not message.tool_calls) %}\n {{- '<|im_start|>' + message.role + '\\n' + message.content + '<|im_end|>' + '\\n' }}\n {%- elif message.role == \"assistant\" %}\n {{- '<|im_start|>' + message.role }}\n {%- if message.content %}\n {{- '\\n' + message.content }}\n {%- endif %}\n {%- for tool_call in message.tool_calls %}\n {%- if tool_call.function is defined %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {{- '\\n\\n{\"name\": \"' }}\n {{- tool_call.name }}\n {{- '\", \"arguments\": ' }}\n {{- tool_call.arguments | tojson }}\n {{- '}\\n' }}\n {%- endfor %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != \"tool\") %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {{- '\\n\\n' }}\n {{- message.content }}\n {{- '\\n' }}\n {%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n {{- '<|im_start|>assistant\\n' }}\n{%- endif %}\n", "exaone": "{% for message in messages %}{% if loop.first and message['role'] != 'system' %}{{ '[|system|][|endofturn|]\n' }}{% endif %}{{ '[|' + message['role'] + '|]' + message['content'] }}{% if message['role'] == 'user' %}{{ '\n' }}{% else %}{{ '[|endofturn|]\n' }}{% endif %}{% endfor %}{% if add_generation_prompt %}{{ '[|assistant|]' }}{% endif %}", diff --git a/src/axolotl/utils/config/models/input/v0_4_1/__init__.py b/src/axolotl/utils/config/models/input/v0_4_1/__init__.py index 1810413be..c7803b8cc 100644 --- a/src/axolotl/utils/config/models/input/v0_4_1/__init__.py +++ b/src/axolotl/utils/config/models/input/v0_4_1/__init__.py @@ -55,6 +55,7 @@ class ChatTemplate(str, Enum): phi_3 = "phi_3" # pylint: disable=invalid-name phi_35 = "phi_35" # pylint: disable=invalid-name deepseek_v2 = "deepseek_v2" # pylint: disable=invalid-name + deepseek_v3 = "deepseek_v3" # pylint: disable=invalid-name jamba = "jamba" # pylint: disable=invalid-name jinja = "jinja" # pylint: disable=invalid-name qwen_25 = "qwen_25" # pylint: disable=invalid-name diff --git a/tests/e2e/test_deepseekv3.py b/tests/e2e/test_deepseekv3.py new file mode 100644 index 000000000..de8513078 --- /dev/null +++ b/tests/e2e/test_deepseekv3.py @@ -0,0 +1,130 @@ +""" +E2E tests for lora llama +""" + +import logging +import os +from pathlib import Path + +import pytest + +from axolotl.cli.args import TrainerCliArgs +from axolotl.common.datasets import load_datasets +from axolotl.train import train +from axolotl.utils.config import normalize_config, validate_config +from axolotl.utils.dict import DictDefault + +LOG = logging.getLogger("axolotl.tests.e2e") +os.environ["WANDB_DISABLED"] = "true" + + +class TestDeepseekV3: + """ + Test case for DeepseekV3 models + """ + + @pytest.mark.parametrize( + "sample_packing", + [True, False], + ) + def test_lora_deepseekv3(self, temp_dir, sample_packing): + # pylint: disable=duplicate-code + cfg = DictDefault( + { + "base_model": "axolotl-ai-co/DeepSeek-V3-11M", + "trust_remote_code": True, + "sample_packing": sample_packing, + "flash_attention": True, + "sequence_len": 2048, + "adapter": "lora", + "lora_r": 8, + "lora_alpha": 16, + "lora_dropout": 0.05, + "lora_target_linear": True, + "val_set_size": 0, + "datasets": [ + { + "path": "mlabonne/FineTome-100k", + "type": "chat_template", + "field_messages": "conversations", + "message_property_mappings": { + "role": "from", + "content": "value", + }, + "drop_system_message": True, + "split": "train[:1%]", + }, + ], + "special_tokens": { + "bos_token": "<|begin▁of▁sentence|>", + "eos_token": "<|end▁of▁sentence|>", + }, + "chat_template": "deepseek_v3", + "num_epochs": 1, + "micro_batch_size": 1, + "gradient_accumulation_steps": 4, + "output_dir": temp_dir, + "learning_rate": 0.00001, + "optimizer": "adamw_bnb_8bit", + "lr_scheduler": "cosine", + "max_steps": 5, + "save_safetensors": True, + "bf16": True, + } + ) + cfg = validate_config(cfg) + normalize_config(cfg) + cli_args = TrainerCliArgs() + dataset_meta = load_datasets(cfg=cfg, cli_args=cli_args) + + train(cfg=cfg, dataset_meta=dataset_meta) + assert (Path(temp_dir) / "adapter_model.safetensors").exists() + + @pytest.mark.parametrize( + "sample_packing", + [True, False], + ) + def test_fft_deepseekv3(self, temp_dir, sample_packing): + # pylint: disable=duplicate-code + cfg = DictDefault( + { + "base_model": "axolotl-ai-co/DeepSeek-V3-11M", + "trust_remote_code": True, + "sample_packing": sample_packing, + "flash_attention": True, + "sequence_len": 2048, + "val_set_size": 0, + "datasets": [ + { + "path": "mlabonne/FineTome-100k", + "type": "chat_template", + "field_messages": "conversations", + "message_field_role": "from", + "message_field_content": "value", + "split": "train[:1%]", + }, + ], + "chat_template": "deepseek_v3", + "special_tokens": { + "bos_token": "<|begin▁of▁sentence|>", + "eos_token": "<|end▁of▁sentence|>", + }, + "num_epochs": 1, + "micro_batch_size": 1, + "gradient_accumulation_steps": 4, + "output_dir": temp_dir, + "learning_rate": 0.00001, + "optimizer": "adamw_bnb_8bit", + "lr_scheduler": "cosine", + "max_steps": 5, + "save_safetensors": True, + "bf16": True, + } + ) + cfg = validate_config(cfg) + normalize_config(cfg) + cli_args = TrainerCliArgs() + dataset_meta = load_datasets(cfg=cfg, cli_args=cli_args) + + train(cfg=cfg, dataset_meta=dataset_meta) + assert (Path(temp_dir) / "model.safetensors").exists()