Create configs/config.yml

configs/config.yml

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+base_model: bigcode/starcoderplus
+base_model_config: bigcode/starcoderplus
+load_in_8bit: false
+load_in_4bit: true
+gptq: false
+strict: false
+push_dataset_to_hub: winglian
+hf_use_auth_token: true
+datasets:
+  - path: winglian/evals
+    data_files:
+      - hf/ARC-Challenge.jsonl
+      - hf/ARC-Easy.jsonl
+      - hf/riddle_sense.jsonl
+      - hf/piqa.jsonl
+    type: explainchoice:chat
+  - path: winglian/evals
+    data_files:
+      - hf/gsm8k.jsonl
+      - hf/winogrande.jsonl
+    type: alpaca_chat.load_qa
+  - path: winglian/evals
+    data_files:
+      - custom/n_task.jsonl
+      - custom/misconceptions.jsonl
+      - custom/context_insensitivity.jsonl
+    type: alpaca_chat
+  - path: camel-ai/math
+    type: alpaca_chat.load_camel_ai
+  - path: camel-ai/biology
+    type: alpaca_chat.load_camel_ai
+  - path: camel-ai/physics
+    type: alpaca_chat.load_camel_ai
+  - path: camel-ai/chemistry
+    type: alpaca_chat.load_camel_ai
+  - path: winglian/evals
+    data_files:
+      - custom/in_context_qa.jsonl
+    type: context_qa
+  - path: winglian/evals
+    data_files:
+      - custom/in_context_qa.jsonl
+    type: context_qa.load_404
+  - path: winglian/evals
+    data_files:
+      - custom/jokes_explained_500up.jsonl
+    type: sharegpt_jokes
+  - path: winglian/evals
+    data_files:
+      - custom/classify-self-chat.sharegpt.jsonl
+      - custom/coding-self-chat.sharegpt.jsonl
+      - custom/prose-gpt4.sharegpt.jsonl
+      - custom/prose-rewrite-gpt4.sharegpt.jsonl
+    type: sharegpt_simple.load_role
+  - path: winglian/evals
+    data_files:
+      - openai/tldr.jsonl
+    type: summarizetldr:chat
+  - path: winglian/evals
+    data_files:
+      - hellaswag/hellaswag.jsonl
+    type: explainchoice:chat
+  - path: metaeval/ScienceQA_text_only
+    type: concisechoice:chat
+  - path: teknium/GPT4-LLM-Cleaned
+    type: alpaca_chat
+  - path: teknium/GPTeacher-General-Instruct
+    data_files: gpt4-instruct-similarity-0.6-dataset.json
+    type: gpteacher:chat
+  - path: QingyiSi/Alpaca-CoT
+    data_files:
+      - Chain-of-Thought/formatted_cot_data/aqua_train.json
+      - Chain-of-Thought/formatted_cot_data/creak_train.json
+      - Chain-of-Thought/formatted_cot_data/ecqa_train.json
+      - Chain-of-Thought/formatted_cot_data/esnli_train.json
+      - Chain-of-Thought/formatted_cot_data/qasc_train.json
+      - Chain-of-Thought/formatted_cot_data/qed_train.json
+      - Chain-of-Thought/formatted_cot_data/sensemaking_train.json
+      - Chain-of-Thought/formatted_cot_data/strategyqa_train.json
+      - GPTeacher/Roleplay/formatted_roleplay-similarity_0.6-instruct-dataset.json
+    type: alpaca_chat
+  - path: ehartford/WizardLM_alpaca_evol_instruct_70k_unfiltered
+    type: alpaca_chat
+  - path: ehartford/wizard_vicuna_70k_unfiltered
+    type: sharegpt:chat
+dataset_prepared_path: last_run_prepared
+val_set_size: 0.01
+adapter: qlora
+lora_model_dir:
+sequence_len: 8192
+max_packed_sequence_len: 8192
+lora_r: 40
+lora_alpha: 32
+lora_dropout: 0.1
+lora_target_modules:
+  - c_attn
+  - c_proj
+  - c_fc
+lora_target_linear: true
+lora_fan_in_fan_out:
+wandb_project: minotaur-16b-8k
+wandb_watch:
+wandb_run_id:
+wandb_log_model:
+output_dir: ./minotaur-16b-8k
+gradient_accumulation_steps: 1
+micro_batch_size: 1
+num_epochs: 3
+optimizer: adamw_bnb_8bit
+torchdistx_path:
+lr_scheduler: cosine
+learning_rate: 0.00013
+train_on_inputs: false
+group_by_length: true
+bf16: true
+fp16: false
+tf32: true
+gradient_checkpointing: true
+early_stopping_patience:
+resume_from_checkpoint:
+local_rank:
+logging_steps: 1
+xformers_attention: false
+flash_attention:
+gptq_groupsize:
+gptq_model_v1:
+warmup_steps: 100
+eval_steps: 20
+save_steps: 51
+load_best_model_at_end: false
+debug:
+deepspeed:
+weight_decay: 0.01
+fsdp:
+fsdp_config:
+special_tokens:
+  pad_token: "<|endoftext|>"
+  bos_token: "<|endoftext|>"
+  eos_token: "<|endoftext|>"
+  unk_token: "<|endoftext|>"