feat: add jamba chat_template (#1843)

* feat: add jamba chat_template

* fix: black

* feat: jamba fsdp+qlora

---------

Co-authored-by: Gal Cohen <galc@ai21.com>
This commit is contained in:
Gal Cohen (galco)
2024-08-21 20:37:17 +03:00
committed by GitHub
parent 649c19aba3
commit 9f917245f6
3 changed files with 63 additions and 0 deletions

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@@ -0,0 +1,61 @@
base_model: ai21labs/Jamba-v0.1
tokenizer_type: AutoTokenizer
load_in_4bit: true
strict: false
use_tensorboard: true
datasets:
- path: cgato/SlimOrcaDedupCleaned
type: chat_template
chat_template: jamba
drop_system_message: true
dataset_prepared_path: last_run_prepared
val_set_size: 0.0
output_dir: jamba-fsdp-qlora-ft
save_safetensors: true
adapter: qlora
sequence_len: 2048
sample_packing: true
pad_to_sequence_len: true
lora_r: 16
lora_alpha: 16
lora_dropout: 0.05
lora_target_modules: [down_proj,gate_proj,in_proj,k_proj,o_proj,out_proj,q_proj,up_proj,v_proj,x_proj]
lora_target_linear: false
gradient_accumulation_steps: 4
micro_batch_size: 1
num_epochs: 2
optimizer: adamw_torch
lr_scheduler: cosine
learning_rate: 0.00001
train_on_inputs: false
group_by_length: false
bf16: true
tf32: true
gradient_checkpointing: true
gradient_checkpointing_kwargs:
use_reentrant: true
logging_steps: 1
flash_attention: true
warmup_steps: 10
evals_per_epoch: 1
saves_per_epoch: 1
weight_decay: 0.0
fsdp:
- full_shard
- auto_wrap
fsdp_config:
fsdp_limit_all_gathers: true
fsdp_sync_module_states: true
fsdp_offload_params: false
fsdp_use_orig_params: false
fsdp_cpu_ram_efficient_loading: true
fsdp_auto_wrap_policy: TRANSFORMER_BASED_WRAP
fsdp_transformer_layer_cls_to_wrap: JambaAttentionDecoderLayer,JambaMambaDecoderLayer
fsdp_state_dict_type: FULL_STATE_DICT
fsdp_sharding_strategy: FULL_SHARD

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@@ -190,6 +190,7 @@ class ChatTemplate(str, Enum):
llama3 = "llama3" # pylint: disable=invalid-name
phi_3 = "phi_3" # pylint: disable=invalid-name
deepseek_v2 = "deepseek_v2" # pylint: disable=invalid-name
jamba = "jamba" # pylint: disable=invalid-name
class LoftQConfig(BaseModel):