prep for tuning with P2

.gitattributes

@@ -49,3 +49,6 @@ results/mgtv-results_nv4080_r2.csv filter=lfs diff=lfs merge=lfs -text
 results/mgtv-results_t4.csv filter=lfs diff=lfs merge=lfs -text
 results/mgtv-results_t4_r2.csv filter=lfs diff=lfs merge=lfs -text
 results/mgtv-results_t4_r3.csv filter=lfs diff=lfs merge=lfs -text
+llama-factory/data/alpaca_mac.json filter=lfs diff=lfs merge=lfs -text
+llama-factory/data/alpaca_mgtv_p2.json filter=lfs diff=lfs merge=lfs -text
+llama-factory/data/dataset_info.json filter=lfs diff=lfs merge=lfs -text

llama-factory/config/internlm2_5_7b_lora_sft_4bit_p2.yaml

@@ -0,0 +1,47 @@
+### model
+model_name_or_path: internlm/internlm2_5-7b-chat-1m
+
+### method
+stage: sft
+do_train: true
+finetuning_type: lora
+lora_target: all
+quantization_bit: 4                     # use 4-bit QLoRA
+loraplus_lr_ratio: 16.0                 # use LoRA+ with lambda=16.0
+# use_unsloth: true                       # use UnslothAI's LoRA optimization for 2x faster training
+upcast_layernorm: true
+
+### dataset
+dataset: alpaca_mgtv_p2
+template: chatml
+cutoff_len: 1024
+max_samples: 5000
+overwrite_cache: true
+preprocessing_num_workers: 16
+
+### output
+output_dir: saves/internlm2_5_7b/lora/sft_p2
+logging_steps: 100
+save_steps: 562
+plot_loss: true
+overwrite_output_dir: true
+# resume_from_checkpoint: true
+
+### train
+per_device_train_batch_size: 1
+gradient_accumulation_steps: 8
+learning_rate: 1.0e-4
+num_train_epochs: 6.0
+lr_scheduler_type: cosine
+warmup_ratio: 0.1
+bf16: true
+ddp_timeout: 180000000
+
+### eval
+val_size: 0.1
+per_device_eval_batch_size: 1
+eval_strategy: steps
+eval_steps: 562
+
+report_to: none
+run_name: internlm2_5_7b # optional

llama-factory/data/alpaca_mgtv_p2.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:12360f3fa7e5b62de84fd7b7bb8153abd35932a754e310414663c229499b57e6
+size 94426969

llama-factory/data/dataset_info.json

@@ -1,574 +1,3 @@
-{
-  "mgtv_train": {
-    "file_name": "mgtv_train.json"
-  },
-  "alpaca_mgtv_p1": {
-    "file_name": "alpaca_mgtv_p1.json"
-  },
-  "alpaca_mac": {
-    "file_name": "alpaca_mac.json"
-  },
-  "identity": {
-    "file_name": "identity.json"
-  },
-  "alpaca_en_demo": {
-    "file_name": "alpaca_en_demo.json"
-  },
-  "alpaca_zh_demo": {
-    "file_name": "alpaca_zh_demo.json"
-  },
-  "glaive_toolcall_en_demo": {
-    "file_name": "glaive_toolcall_en_demo.json",
-    "formatting": "sharegpt",
-    "columns": {
-      "messages": "conversations",
-      "tools": "tools"
-    }
-  },
-  "glaive_toolcall_zh_demo": {
-    "file_name": "glaive_toolcall_zh_demo.json",
-    "formatting": "sharegpt",
-    "columns": {
-      "messages": "conversations",
-      "tools": "tools"
-    }
-  },
-  "mllm_demo": {
-    "file_name": "mllm_demo.json",
-    "formatting": "sharegpt",
-    "columns": {
-      "messages": "messages",
-      "images": "images"
-    },
-    "tags": {
-      "role_tag": "role",
-      "content_tag": "content",
-      "user_tag": "user",
-      "assistant_tag": "assistant"
-    }
-  },
-  "alpaca_en": {
-    "hf_hub_url": "llamafactory/alpaca_en",
-    "ms_hub_url": "llamafactory/alpaca_en"
-  },
-  "alpaca_zh": {
-    "hf_hub_url": "llamafactory/alpaca_zh",
-    "ms_hub_url": "llamafactory/alpaca_zh"
-  },
-  "alpaca_gpt4_en": {
-    "hf_hub_url": "llamafactory/alpaca_gpt4_en",
-    "ms_hub_url": "llamafactory/alpaca_gpt4_en"
-  },
-  "alpaca_gpt4_zh": {
-    "hf_hub_url": "llamafactory/alpaca_gpt4_zh",
-    "ms_hub_url": "llamafactory/alpaca_gpt4_zh"
-  },
-  "glaive_toolcall_en": {
-    "hf_hub_url": "llamafactory/glaive_toolcall_en",
-    "formatting": "sharegpt",
-    "columns": {
-      "messages": "conversations",
-      "tools": "tools"
-    }
-  },
-  "glaive_toolcall_zh": {
-    "hf_hub_url": "llamafactory/glaive_toolcall_zh",
-    "formatting": "sharegpt",
-    "columns": {
-      "messages": "conversations",
-      "tools": "tools"
-    }
-  },
-  "lima": {
-    "hf_hub_url": "llamafactory/lima",
-    "formatting": "sharegpt"
-  },
-  "guanaco": {
-    "hf_hub_url": "JosephusCheung/GuanacoDataset",
-    "ms_hub_url": "AI-ModelScope/GuanacoDataset"
-  },
-  "belle_2m": {
-    "hf_hub_url": "BelleGroup/train_2M_CN",
-    "ms_hub_url": "AI-ModelScope/train_2M_CN"
-  },
-  "belle_1m": {
-    "hf_hub_url": "BelleGroup/train_1M_CN",
-    "ms_hub_url": "AI-ModelScope/train_1M_CN"
-  },
-  "belle_0.5m": {
-    "hf_hub_url": "BelleGroup/train_0.5M_CN",
-    "ms_hub_url": "AI-ModelScope/train_0.5M_CN"
-  },
-  "belle_dialog": {
-    "hf_hub_url": "BelleGroup/generated_chat_0.4M",
-    "ms_hub_url": "AI-ModelScope/generated_chat_0.4M"
-  },
-  "belle_math": {
-    "hf_hub_url": "BelleGroup/school_math_0.25M",
-    "ms_hub_url": "AI-ModelScope/school_math_0.25M"
-  },
-  "belle_multiturn": {
-    "script_url": "belle_multiturn",
-    "formatting": "sharegpt"
-  },
-  "ultra_chat": {
-    "script_url": "ultra_chat",
-    "formatting": "sharegpt"
-  },
-  "open_platypus": {
-    "hf_hub_url": "garage-bAInd/Open-Platypus",
-    "ms_hub_url": "AI-ModelScope/Open-Platypus"
-  },
-  "codealpaca": {
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-    "ms_hub_url": "AI-ModelScope/CodeAlpaca-20k"
-  },
-  "alpaca_cot": {
-    "hf_hub_url": "QingyiSi/Alpaca-CoT",
-    "ms_hub_url": "AI-ModelScope/Alpaca-CoT"
-  },
-  "openorca": {
-    "hf_hub_url": "Open-Orca/OpenOrca",
-    "ms_hub_url": "AI-ModelScope/OpenOrca",
-    "columns": {
-      "prompt": "question",
-      "response": "response",
-      "system": "system_prompt"
-    }
-  },
-  "slimorca": {
-    "hf_hub_url": "Open-Orca/SlimOrca",
-    "formatting": "sharegpt"
-  },
-  "mathinstruct": {
-    "hf_hub_url": "TIGER-Lab/MathInstruct",
-    "ms_hub_url": "AI-ModelScope/MathInstruct",
-    "columns": {
-      "prompt": "instruction",
-      "response": "output"
-    }
-  },
-  "firefly": {
-    "hf_hub_url": "YeungNLP/firefly-train-1.1M",
-    "columns": {
-      "prompt": "input",
-      "response": "target"
-    }
-  },
-  "wikiqa": {
-    "hf_hub_url": "wiki_qa",
-    "columns": {
-      "prompt": "question",
-      "response": "answer"
-    }
-  },
-  "webqa": {
-    "hf_hub_url": "suolyer/webqa",
-    "ms_hub_url": "AI-ModelScope/webqa",
-    "columns": {
-      "prompt": "input",
-      "response": "output"
-    }
-  },
-  "webnovel": {
-    "hf_hub_url": "zxbsmk/webnovel_cn",
-    "ms_hub_url": "AI-ModelScope/webnovel_cn"
-  },
-  "nectar_sft": {
-    "hf_hub_url": "AstraMindAI/SFT-Nectar",
-    "ms_hub_url": "AI-ModelScope/SFT-Nectar"
-  },
-  "deepctrl": {
-    "ms_hub_url": "deepctrl/deepctrl-sft-data"
-  },
-  "adgen": {
-    "hf_hub_url": "HasturOfficial/adgen",
-    "ms_hub_url": "AI-ModelScope/adgen",
-    "columns": {
-      "prompt": "content",
-      "response": "summary"
-    }
-  },
-  "sharegpt_hyper": {
-    "hf_hub_url": "totally-not-an-llm/sharegpt-hyperfiltered-3k",
-    "formatting": "sharegpt"
-  },
-  "sharegpt4": {
-    "hf_hub_url": "shibing624/sharegpt_gpt4",
-    "ms_hub_url": "AI-ModelScope/sharegpt_gpt4",
-    "formatting": "sharegpt"
-  },
-  "ultrachat_200k": {
-    "hf_hub_url": "HuggingFaceH4/ultrachat_200k",
-    "ms_hub_url": "AI-ModelScope/ultrachat_200k",
-    "formatting": "sharegpt",
-    "columns": {
-      "messages": "messages"
-    },
-    "tags": {
-      "role_tag": "role",
-      "content_tag": "content",
-      "user_tag": "user",
-      "assistant_tag": "assistant"
-    }
-  },
-  "agent_instruct": {
-    "hf_hub_url": "THUDM/AgentInstruct",
-    "ms_hub_url": "ZhipuAI/AgentInstruct",
-    "formatting": "sharegpt"
-  },
-  "lmsys_chat": {
-    "hf_hub_url": "lmsys/lmsys-chat-1m",
-    "ms_hub_url": "AI-ModelScope/lmsys-chat-1m",
-    "formatting": "sharegpt",
-    "columns": {
-      "messages": "conversation"
-    },
-    "tags": {
-      "role_tag": "role",
-      "content_tag": "content",
-      "user_tag": "human",
-      "assistant_tag": "assistant"
-    }
-  },
-  "evol_instruct": {
-    "hf_hub_url": "WizardLM/WizardLM_evol_instruct_V2_196k",
-    "ms_hub_url": "AI-ModelScope/WizardLM_evol_instruct_V2_196k",
-    "formatting": "sharegpt"
-  },
-  "glaive_toolcall_100k": {
-    "hf_hub_url": "hiyouga/glaive-function-calling-v2-sharegpt",
-    "formatting": "sharegpt",
-    "columns": {
-      "messages": "conversations",
-      "tools": "tools"
-    }
-  },
-  "cosmopedia": {
-    "hf_hub_url": "HuggingFaceTB/cosmopedia",
-    "columns": {
-      "prompt": "prompt",
-      "response": "text"
-    }
-  },
-  "stem_zh": {
-    "hf_hub_url": "hfl/stem_zh_instruction"
-  },
-  "ruozhiba_gpt4": {
-    "hf_hub_url": "hfl/ruozhiba_gpt4_turbo"
-  },
-  "neo_sft": {
-    "hf_hub_url": "m-a-p/neo_sft_phase2",
-    "formatting": "sharegpt"
-  },
-  "magpie_pro_300k": {
-    "hf_hub_url": "Magpie-Align/Magpie-Pro-300K-Filtered",
-    "formatting": "sharegpt"
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-  "web_instruct": {
-    "hf_hub_url": "TIGER-Lab/WebInstructSub",
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-      "prompt": "question",
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-    "columns": {
-      "messages": "messages",
-      "images": "images"
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-      "content_tag": "content",
-      "user_tag": "user",
-      "assistant_tag": "assistant"
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-      "messages": "messages",
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-    "formatting": "sharegpt",
-    "columns": {
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-      "images": "images"
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-      "role_tag": "role",
-      "content_tag": "content",
-      "user_tag": "user",
-      "assistant_tag": "assistant"
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-  },
-  "mllm_pt_demo": {
-    "hf_hub_url": "BUAADreamer/mllm_pt_demo",
-    "formatting": "sharegpt",
-    "columns": {
-      "messages": "messages",
-      "images": "images"
-    },
-    "tags": {
-      "role_tag": "role",
-      "content_tag": "content",
-      "user_tag": "user",
-      "assistant_tag": "assistant"
-    }
-  },
-  "oasst_de": {
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-  },
-  "dolly_15k_de": {
-    "hf_hub_url": "mayflowergmbh/dolly-15k_de"
-  },
-  "alpaca-gpt4_de": {
-    "hf_hub_url": "mayflowergmbh/alpaca-gpt4_de"
-  },
-  "openschnabeltier_de": {
-    "hf_hub_url": "mayflowergmbh/openschnabeltier_de"
-  },
-  "evol_instruct_de": {
-    "hf_hub_url": "mayflowergmbh/evol-instruct_de"
-  },
-  "dolphin_de": {
-    "hf_hub_url": "mayflowergmbh/dolphin_de"
-  },
-  "booksum_de": {
-    "hf_hub_url": "mayflowergmbh/booksum_de"
-  },
-  "airoboros_de": {
-    "hf_hub_url": "mayflowergmbh/airoboros-3.0_de"
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-  "ultrachat_de": {
-    "hf_hub_url": "mayflowergmbh/ultra-chat_de"
-  },
-  "dpo_en_demo": {
-    "file_name": "dpo_en_demo.json",
-    "ranking": true,
-    "formatting": "sharegpt",
-    "columns": {
-      "messages": "conversations",
-      "chosen": "chosen",
-      "rejected": "rejected"
-    }
-  },
-  "dpo_zh_demo": {
-    "file_name": "dpo_zh_demo.json",
-    "ranking": true,
-    "formatting": "sharegpt",
-    "columns": {
-      "messages": "conversations",
-      "chosen": "chosen",
-      "rejected": "rejected"
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-    "formatting": "sharegpt",
-    "columns": {
-      "messages": "conversations",
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-    "columns": {
-      "messages": "conversations",
-      "chosen": "chosen",
-      "rejected": "rejected"
-    }
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-    "ms_hub_url": "llamafactory/ultrafeedback_binarized",
-    "ranking": true,
-    "columns": {
-      "prompt": "instruction",
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-      "rejected": "rejected"
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-      "prompt": "question",
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-    "ms_hub_url": "AI-ModelScope/RLAIF-Nectar",
-    "ranking": true
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