llama4 support (#2493)

* llama4 support

* add xet support [skip ci]

* be flexible on transformers version and skip test on version

* don't use deepspeed for the fix_untrained_tokens test

* reordering to trigger torch 2.6.0 tests first

* slightly smaller train set

* use 4.51.0 for now

* remove stray print, add llama4 chat template to schema, bump peft to 0.15.1

* patches to make llama4 performant

* add preliminary fp8 support
This commit is contained in:
Wing Lian
2025-04-07 10:49:15 -04:00
committed by GitHub
parent 5f4af3665d
commit 8bbad21bfd
17 changed files with 409 additions and 34 deletions

View File

@@ -0,0 +1,75 @@
base_model: meta-llama/Llama-4-Scout-17B-16E
model_type: Llama4ForConditionalGeneration
# Automatically upload checkpoint and final model to HF
# hub_model_id: username/custom_model_name
strict: false
# torch_compile: true
adapter: lora
lora_r: 32
lora_alpha: 64
lora_target_modules:
- self_attn.q_proj
- self_attn.k_proj
- self_attn.v_proj
- self_attn.o_proj
lora_modules_to_save:
- lm_head
- embed_tokens
chat_template: llama4
datasets:
- path: mlabonne/FineTome-100k
type: chat_template
split: train[:20%]
field_messages: conversations
message_property_mappings:
role: from
content: value
dataset_prepared_path: last_run_prepared
val_set_size: 0.0
output_dir: ./outputs/out
sequence_len: 4096
sample_packing: true
pad_to_sequence_len: true
gradient_accumulation_steps: 1
micro_batch_size: 1
num_epochs: 1
optimizer: adamw_torch_8bit
lr_scheduler: cosine
learning_rate: 2e-5
bf16: true
tf32: true
# gradient_checkpointing: true
# gradient_checkpointing_kwargs:
# use_reentrant: false
logging_steps: 1
flash_attention: true
warmup_steps: 100
evals_per_epoch: 2
saves_per_epoch: 1
weight_decay: 0.0
fsdp:
- auto_wrap
- full_shard
fsdp_config:
fsdp_version: 2
fsdp_offload_params: false
fsdp_cpu_ram_efficient_loading: true
fsdp_auto_wrap_policy: TRANSFORMER_BASED_WRAP
fsdp_transformer_layer_cls_to_wrap: Llama4TextDecoderLayer
fsdp_state_dict_type: SHARDED_STATE_DICT
fsdp_sharding_strategy: FULL_SHARD
fsdp_reshard_after_forward: true
fsdp_activation_checkpointing: true
special_tokens:
pad_token: <|finetune_right_pad_id|>
eos_token: <|eot|>