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cj_tokeniz
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1947fix
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66a1e209e3 | ||
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4afb2656b3 | ||
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6d9a3c4d81 |
50
examples/llama-3/fft-8b-fsdp.yml
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50
examples/llama-3/fft-8b-fsdp.yml
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@@ -0,0 +1,50 @@
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base_model: meta-llama/Llama-3.1-8B-Instruct
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save_safetensors: true
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datasets:
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- path: teknium/GPT4-LLM-Cleaned
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type: alpaca
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dataset_prepared_path: ./last_run_prepared
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output_dir: ./outputs/fft-out
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sequence_len: 8192
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gradient_accumulation_steps: 1
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micro_batch_size: 1
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num_epochs: 1
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optimizer: adamw_torch
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learning_rate: 2e-5
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bf16: auto
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fp16:
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tf32: false
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logging_steps: 2
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xformers_attention:
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flash_attention: true
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warmup_steps: 2
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evals_per_epoch: 2
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save_steps: 2
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max_steps: 2
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weight_decay: 0.0
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fsdp:
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- full_shard
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- auto_wrap
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fsdp_config:
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fsdp_limit_all_gathers: true
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fsdp_sync_module_states: true
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fsdp_offload_params: false
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fsdp_use_orig_params: true
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fsdp_cpu_ram_efficient_loading: false
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fsdp_auto_wrap_policy: TRANSFORMER_BASED_WRAP
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fsdp_transformer_layer_cls_to_wrap: LlamaDecoderLayer
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fsdp_state_dict_type: FULL_STATE_DICT
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fsdp_sharding_strategy: FULL_SHARD
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fsdp_backward_prefetch: BACKWARD_PRE
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special_tokens:
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pad_token: "<|end_of_text|>"
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@@ -11,7 +11,6 @@ rl: dpo
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datasets:
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datasets:
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- path: fozziethebeat/alpaca_messages_2k_dpo_test
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- path: fozziethebeat/alpaca_messages_2k_dpo_test
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type: chat_template.default
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type: chat_template.default
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chat_template: llama3
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field_messages: conversation
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field_messages: conversation
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field_chosen: chosen
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field_chosen: chosen
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field_rejected: rejected
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field_rejected: rejected
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@@ -10,7 +10,6 @@ chat_template: llama3
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datasets:
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datasets:
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- path: fozziethebeat/alpaca_messages_2k_test
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- path: fozziethebeat/alpaca_messages_2k_test
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type: chat_template
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type: chat_template
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chat_template: llama3
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field_messages: messages
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field_messages: messages
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message_field_role: role
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message_field_role: role
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message_field_content: content
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message_field_content: content
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