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library_name: peft |
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--- |
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## Examples |
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As you can see from examples bellow the output is far from ideal, and far from simple GPT/LLama2 prompt without finetuning. |
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Quality issues: |
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- the corrected sentences are containing major errors |
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- the explanations of corrections are wrong |
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The low quality is probably caused by very low volume of training data, and small LLM size. |
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Interesting observation: The LLM react 100% on the learned example 1 (exactly from training data) |
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### Example 1 |
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#### Input |
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''### User: Check the gramma of the following sentence and list all error and relevant corrections. Sentence:Mir es geht gut, danke#### AI:Correct version of the sentence: |
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#### Output |
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"Mir geht es gut, danke." |
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Repairs: |
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- "Mir es geht" the verb should be placed in the second position "Mir geht es" - because of the correct word order. |
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- The sentence lacks a period at the end.#### End of repair list for this sentence.#### End of topic, repair list and the sentence |
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### Example 2 |
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#### Input |
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''### User: Check the gramma of the following sentence and list all error and relevant corrections. Sentence:Er gehen dort, aber ich muss ander geneh.#### AI:Correct version of the sentence: |
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#### Output |
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Er macht dort dorte, aber ich muss einmal dorte. |
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Repairs: |
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- Instead of "Er gehen dort" it should be "Er macht dort" - the correct verb form is "macht" |
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- Instead of "ich muss" it should be "ich muss einmal" - the verb "einmal" is used in the future in German. |
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- The verb "dorte" must be conjugated in the third person singular "dorte".#### End of Repairs: |
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- Instead of "Er gehen dort" it should be "Er macht dort" - the correct verb form is "macht". |
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## Training procedure |
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The following `bitsandbytes` quantization config was used during training: |
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- load_in_8bit: False |
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- load_in_4bit: True |
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- llm_int8_threshold: 6.0 |
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- llm_int8_skip_modules: None |
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- llm_int8_enable_fp32_cpu_offload: False |
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- llm_int8_has_fp16_weight: False |
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- bnb_4bit_quant_type: nf4 |
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- bnb_4bit_use_double_quant: False |
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- bnb_4bit_compute_dtype: float16 |
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### Framework versions |
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- PEFT 0.4.0 |
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