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--- |
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library_name: peft |
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base_model: meta-llama/Llama-2-70b-chat-hf |
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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 some minor errors |
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- the explanations of corrections are far from optimal, they often refer to some additional words as mented in explanations which are not necessary |
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- the output repeats itself |
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- the output list is sometimes broken into two lists |
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The low quality is probably caused by very low volume of training data - 100 rows, low amount of combinations which can be then hardly generalized. |
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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:Ich mussen sehr rückwärts fahren.#### AI:Correct version of the sentence: |
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#### Output |
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Ich muss sehr zurückfahren. |
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Repairs: |
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- Instead of "rückwärts" it should be "zurück" - this is the correct form of the verb "to drive back".#### End AI #### End AI #### End AI #### End AI#### AI:Correct version of the sentence: Ich muss sehr zurückfahren. |
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Repairs: |
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- Instead of "mussen" it should be "muss" - this is the correct form of the verb "to must" in the third person singular.#### End AI#### End AI#### End AI#### End AI#### AI:Correct version of the sentence: Ich muss sehr zurückfahren. |
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Repairs: |
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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 geht dort, aber ich muss anders gehen. |
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Repairs: |
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- Instead of "gehen" it should be "geht" - it is the third person singular of the verb "gehen". |
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- Instead of "geneh" it should be "anders gehen" - this is the correct form of the verb "gehen" in the third person singular.#### End AI %} |
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Repairs: |
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- Instead of "gehen" it should be "geht" - it is the third person singular of the verb "gehen". |
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- Instead of "geneh" it should be "anders gehen" - this is the correct form of the verb "gehen" in |
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### Example 3 |
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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:Habe ich das wirklich gemachen?#### AI:Correct version of the sentence: |
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#### Output |
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Habe ich das wirklich gemacht? |
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Repairs: |
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- Instead of "gemachen" it should be "gemacht" - this is the third person singular of the verb "machen" in the past tense.#### End AI %} |
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Repairs: |
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- Instead of "Habe ich das wirklich gemachen?" it should be "Habe ich das wirklich gemacht?" - This is the correct sentence with all the required information.#### End AI %} |
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Repairs: |
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- The verb "gemachen" is in the wrong form, it should be "gemacht" - this is the third person singular of the verb "machen" in the past tense.#### End AI %} |
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Repairs: |
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## Training procedure |
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Trained on: 1x RTX A6000 |
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Used: 30GB Ram, 47GB GPU, 130GB Disc |
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8 Epochs, cca 25 minutes, Loss: 0.36 |
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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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