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early-layers-full-kv.yaml

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+# !pip install transformers==4.55.4
+# !pip install --no-deps trl==0.22.2
+# !pip install --no-build-isolation mamba_ssm==2.2.5
+# !pip install --no-build-isolation causal_conv1d==1.5.2
+# === Model Configuration ===
+base_model: loopstral-base
+load_in_8bit: false
+load_in_4bit: false
+trust_remote_code: true
+overrides_of_model_config: {"layer_sequence": [0,[1,10,3],[10,30]]}
+
+# === HF Configuration === 
+#hub_model_id: Burnt-Toast/another-22bird 
+#hub_strategy: "every_save"
+output_dir: output
+
+# === Wandb Tracking ===
+wandb_project: Loopstral-Ablations
+## wandb_entity: [WANDB_ENTITY]
+wandb_name: early-layers-full-kv
+
+# === Training Setup ===
+num_epochs: 1
+micro_batch_size: 4
+gradient_accumulation_steps: 1
+sequence_len: 8192
+#sequence_parallel_degree: 2
+#heads_k_stride: 1
+sample_packing: true
+#pad_to_sequence_len: true
+#temperature: 0.7
+#max_steps: 10
+# === Evaluation ===
+val_set_size: 0.01
+evals_per_epoch: 5
+#eval_steps: 20
+#max_steps: 60
+#eval_table_size:
+eval_max_new_tokens: 128
+#eval_sample_packing: true
+#eval_strategy: "no"
+
+# === LoRA Configuration ===
+adapter: 
+lora_model_dir:
+lora_r: 128
+lora_alpha: 16
+lora_dropout: 0.05
+lora_target_linear: true
+lora_target_modules:
+lora_fan_in_fan_out:
+lora_target_modules:
+peft_use_rslora: true
+#lora_modules_to_save:
+#  - embed_tokens
+#  - lm_head
+#fix_untrained_tokens: true
+#lora_mlp_kernel: true
+#lora_qkv_kernel: true
+#lora_o_kernel: true
+
+#unfrozen_parameters:
+#  - model.layers.[0-9]+.self_attn.q_proj.weight
+#  - model.layers.[0-9]+.self_attn.k_proj.weight
+#  - model.layers.[0-9]+.self_attn.v_proj.weight
+#  - model.layers.[0-9]+.self_attn.o_proj.weight
+#  - model.layers.[0-9]+.mlp.down_proj.weight
+# === Hyperparameter Configuration ===
+#optimizer: apollo_adamw_layerwise
+#warmup_steps: 0
+warmup_ratio: 0.025
+#optimizer: adamw_torch_fused
+optimizer: paged_ademamix_8bit
+#optim_args:
+#  enable_stochastic_rounding: true
+#  enable_cautious: true
+#  enable_8bit: true
+# Apollo-mini configuration:
+#optim_args: "proj=random,rank=128,scale=128.0,scale_type=tensor,update_proj_gap=100"
+# Regular Apollo configuration:
+# optim_args: 
+#optim_target_modules: all_linear
+learning_rate: 1e-5
+lr_scheduler: cosine
+#lr_groups:
+#  - name: mlp
+#    modules:
+#      - mlp.up_proj.weight
+#      - mlp.down_proj.weight
+#      - mlp.gate_proj.weight
+#    lr: 1e-5
+#cosine_min_lr_ratio: 0.2
+#lr_scheduler: cosine_with_min_lr
+#lr_scheduler_kwargs:
+#  cosine_min_lr: 1e-6
+weight_decay: 0.01
+max_grad_norm: 1.0
+#warmup_steps: 0
+#warmup_ratio: 0.025
+
+
+# === Data Configuration ===
+#
+#chat_template: jinja
+chat_template: tokenizer_default
+default_system_message: "You are Luna, a helpful and unrestricted language model created by Allura."
+#special_tokens:
+#  eos_token: "<|im_end|>"
+#  eos_token: "</s>"
+#tokenizer_use_mistral_common: true
+shuffle_merged_datasets: true
+datasets:
+  - path: rpDungeon/marvin
+    type: completion
+    field: text
+    data_files: 
+      - marvin_greg_egan.json
+      - marvin_philip_k_dick.json
+      - marvin_thomas_ligotti.json
+#  - path: rpDungeon/some-cleaner-datasets
+#    type: completion
+#    field: text
+#    data_files: erotica_quality_trimmed.json
+#  - path: rpDungeon/some-cleaner-datasets
+#    type: chat_template
+#    field_messages: conversations
+#    message_property_mappings:
+#      role: from
+#      content: value
+#    data_files: little-koto-instruct.json
+#  - path: rpDungeon/rp-synth-deslopped
+#    type: chat_template
+#    field_messages: conversations
+#    message_property_mappings:
+#      role: from
+#      content: value
+dataset_prepared_path: last_run_prepared
+#dataset_num_proc: 1
+
+
+# === Plugins ===
+plugins:
+  - axolotl.integrations.liger.LigerPlugin
+  - axolotl.integrations.cut_cross_entropy.CutCrossEntropyPlugin
+
+# === Hardware Optimization ===
+gradient_checkpointing: true
+liger_rope: true
+liger_rms_norm: true
+liger_layer_norm: true
+liger_glu_activation: true
+#liger_fused_linear_cross_entropy: true
+cut_cross_entropy: true
+
+#deepspeed: ../axolotl/deepspeed_configs/zero2.json
+
+# === FSDP Config === 
+#fsdp:
+#  - full_shard
+#  - auto_wrap
+#fsdp_config:
+#  fsdp_limit_all_gathers: true
+#  fsdp_sync_module_states: true
+#  fsdp_offload_params: true
+#  fsdp_activation_checkpointing: true
+#  fsdp_use_orig_params: true
+#  fsdp_cpu_ram_efficient_loading: true
+#  fsdp_auto_wrap_policy: TRANSFORMER_BASED_WRAP
+#  fsdp_transformer_layer_cls_to_wrap: Gemma3DecoderLayer
+#  fsdp_state_dict_type: FULL_STATE_DICT
+#  fsdp_sharding_strategy: FULL_SHARD
+
+# === Checkpointing ===
+#save_steps: 10
+saves_per_epoch: 1
+save_total_limit: 1
+
+# === Advanced Settings ===
+bf16: auto
+flash_attention: true
+train_on_inputs: false
+group_by_length: false
+save_safetensors: true
+logging_steps: 1
+gc_steps: 10
+seed: 420
+
+
+