add example for falcoln support
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13
README.md
13
README.md
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## Axolotl supports
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## Axolotl supports
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| | fp16/fp32 | fp16/fp32 w/ lora | 4bit-quant | 4bit-quant w/flash attention | flash attention | xformers attention |
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| | fp16/fp32 | fp16/fp32 w/ lora | qlora | 4bit-quant | 4bit-quant w/flash attention | flash attention | xformers attention |
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|----------|:----------|:------------------|------------|------------------------------|-----------------|--------------------|
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|---------|:----------|:------------------|------|------------|------------------------------|-----------------|--------------------|
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| llama | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
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| llama | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
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| Pythia | ✅ | ✅ | ❌ | ❌ | ❌ | ❓ |
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| Pythia | ✅ | ✅ | ❓ | ❌ | ❌ | ❌ | ❓ |
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| cerebras | ✅ | ✅ | ❌ | ❌ | ❌ | ❓ |
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| cerebras | ✅ | ✅ | ❓ | ❌ | ❌ | ❌ | ❓ |
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| mpt | ✅ | ❌ | ❌ | ❌ | ❌ | ❓ |
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| mpt | ✅ | ❌ | ❓ | ❌ | ❌ | ❌ | ❓ |
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| falcon | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❓ |
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## Quickstart ⚡
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## Quickstart ⚡
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64
examples/falcon/config-7b.yml
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64
examples/falcon/config-7b.yml
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base_model: tiiuae/falcon-7b
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base_model_config: tiiuae/falcon-7b
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trust_remote_code: true
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model_type: AutoModelForCausalLM
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tokenizer_type: AutoTokenizer
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load_in_8bit: false
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load_in_4bit: false
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gptq: false
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strict: false
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push_dataset_to_hub:
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datasets:
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- path: teknium/GPT4-LLM-Cleaned
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type: alpaca:chat
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dataset_prepared_path: last_run_prepared
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val_set_size: 0.01
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adapter:
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lora_model_dir:
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sequence_len: 2048
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max_packed_sequence_len:
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lora_r: 64
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lora_alpha: 32
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lora_dropout: 0.0
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lora_target_modules:
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lora_target_linear: true
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lora_fan_in_fan_out:
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wandb_project: falcon-7b
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wandb_watch:
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wandb_run_id:
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wandb_log_model:
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output_dir: ./falcon-7b
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batch_size: 512
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micro_batch_size: 8
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num_epochs: 4
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optimizer: adamw_bnb_8bit
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torchdistx_path:
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lr_scheduler: cosine
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learning_rate: 0.00003
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train_on_inputs: false
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group_by_length: false
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bf16: true
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fp16: false
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tf32: true
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gradient_checkpointing: true
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early_stopping_patience:
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resume_from_checkpoint:
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local_rank:
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logging_steps: 1
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xformers_attention: true
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flash_attention:
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gptq_groupsize:
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gptq_model_v1:
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warmup_steps: 40
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eval_steps: 5
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save_steps: 43
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debug:
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deepspeed:
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weight_decay: 0.0
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fsdp:
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fsdp_config:
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special_tokens:
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pad_token: "<|endoftext|>"
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bos_token: ">>ABSTRACT<<"
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eos_token: "<|endoftext|>"
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