the phi3 model not learning from training data using orpo.

#44
by Imran1 - opened

i train the model using ORPO trainer but the model not learn the training data.
should i need to run it for more epoch?

Microsoft org

Could you please post more information about your training?

@gugarosa
The dataset size is, 25k sample.
Having instructions, question, reject and chosen.
Try with both learning 1e-6 and 8e-6 as in the paper suggest with 3 and 5 epochs.
After that when I ask that domain related questions, so the model fail to answer some time repeat the answer.
However the model perform well in other questions which not related to that domain.

The model does not learn well because they destroyed it by deleting the tokens they had.

I trained him here and I see that he is destroyed, for me.

https://huggingface.co/NickyNicky/Phi-3-mini-4k-instruct_orpo_V2

add these new tokens to see but I don't really like it:
https://huggingface.co/NickyNicky/Phi-3-mini-4k-instruct_orpo_V2/blob/main/added_tokens.json
https://huggingface.co/NickyNicky/Phi-3-mini-4k-instruct_orpo_V2/blob/main/tokenizer_config.json

I managed to download some files and leave it almost as it was but for me it is destroyed.

add new 120k dataset function_call :
https://huggingface.co/datasets/NickyNicky/oasst2_orpo_mix_function_call_phi_3_v1

tokens deleted:

"32011": {
"content": "<|function_list|>",
"lstrip": false,
"normalized": false,
"rstrip": true,
"single_word": false,
"special": true
},
"32012": {
"content": "<|calc|>",
"lstrip": false,
"normalized": false,
"rstrip": true,
"single_word": false,
"special": true
},
"32013": {
"content": "<|code|>",
"lstrip": false,
"normalized": false,
"rstrip": true,
"single_word": false,
"special": true
},
"32014": {
"content": "<|/code|>",
"lstrip": false,
"normalized": false,
"rstrip": true,
"single_word": false,
"special": true
},
"32015": {
"content": "<|summary|>",
"lstrip": false,
"normalized": false,
"rstrip": true,
"single_word": false,
"special": true
},
"32016": {
"content": "<|resource|>",
"lstrip": false,
"normalized": false,
"rstrip": true,
"single_word": false,
"special": true
},
"32017": {
"content": "<|assistant_mask|>",
"lstrip": false,
"normalized": false,
"rstrip": true,
"single_word": false,
"special": true
},
"32018": {
"content": "<|start|>",
"lstrip": false,
"normalized": false,
"rstrip": true,
"single_word": false,
"special": true
},
"32019": {
"content": "<|message|>",
"lstrip": false,
"normalized": false,
"rstrip": true,
"single_word": false,
"special": true
},
"32020": {
"content": "<|fim_prefix|>",
"lstrip": false,
"normalized": false,
"rstrip": true,
"single_word": false,
"special": true
},
"32021": {
"content": "<|fim_middle|>",
"lstrip": false,
"normalized": false,
"rstrip": true,
"single_word": false,
"special": true
},
"32022": {
"content": "<|fim_suffix|>",
"lstrip": false,
"normalized": false,
"rstrip": true,
"single_word": false,
"special": true
},
"32023": {
"content": "<|meta_start|>",
"lstrip": false,
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"rstrip": true,
"single_word": false,
"special": true
},
"32024": {
"content": "<|ipynb_marker|>",
"lstrip": false,
"normalized": false,
"rstrip": true,
"single_word": false,
"special": true
},
"32025": {
"content": "<|diff_marker|>",
"lstrip": false,
"normalized": false,
"rstrip": true,
"single_word": false,
"special": true
},
"32026": {
"content": "<|ghissue|>",
"lstrip": false,
"normalized": false,
"rstrip": true,
"single_word": false,
"special": true
},
"32027": {
"content": "<|ghreview|>",
"lstrip": false,
"normalized": false,
"rstrip": true,
"single_word": false,
"special": true
},
"32028": {
"content": "<|disc_start|>",
"lstrip": false,
"normalized": false,
"rstrip": true,
"single_word": false,
"special": true
},
"32029": {
"content": "<|disc_sep|>",
"lstrip": false,
"normalized": false,
"rstrip": true,
"single_word": false,
"special": true
},
"32030": {
"content": "<|disc_thread|><|query|>",
"lstrip": false,
"normalized": false,
"rstrip": true,
"single_word": false,
"special": true
},
"32031": {
"content": "<|/query|>",
"lstrip": false,
"normalized": false,
"rstrip": true,
"single_word": false,
"special": true
},
"32032": {
"content": "<|data|>",
"lstrip": false,
"normalized": false,
"rstrip": true,
"single_word": false,
"special": true
},
"32033": {
"content": "<|/data|>",
"lstrip": false,
"normalized": false,
"rstrip": true,
"single_word": false,
"special": true
},
"32034": {
"content": "<|sys|>",
"lstrip": false,
"normalized": false,
"rstrip": true,
"single_word": false,
"special": true
},
"32035": {
"content": "<|/sys|>",
"lstrip": false,
"normalized": false,
"rstrip": true,
"single_word": false,
"special": true
},
"32036": {
"content": "<|inst|>",
"lstrip": false,
"normalized": false,
"rstrip": true,
"single_word": false,
"special": true
},
"32037": {
"content": "<|/inst|>",
"lstrip": false,
"normalized": false,
"rstrip": true,
"single_word": false,
"special": true
}
},
"additional_special_tokens": [
"<|/inst|>"
],

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