--- language: - fi license: apache-2.0 tags: - text-generation-inference - transformers - unsloth - llama - trl - sft base_model: LumiOpen/Viking-7B datasets: - mpasila/Finnish-Alpaca-Small --- This is a merge of [mpasila/Finnish-Alpaca-Small-LoRA-7B](https://huggingface.co/mpasila/Finnish-Alpaca-Small-LoRA-7B). LoRA trained in 4-bit with 2k context using [LumiOpen/Viking-7B](https://huggingface.co/LumiOpen/Viking-7B/) as the base model for 1 epoch. Dataset used is [mpasila/Finnish-Alpaca-Small](https://huggingface.co/datasets/mpasila/Finnish-Alpaca-Small). Re-trained because I have no idea if I used the fully trained model or the partially trained model (of Viking-7B), since it apparently was just released. (After re-training the score lowered noticeably so I wonder if I screwed up something.) ### Prompt format: Alpaca It uses Alpaca format but with a translated instruction at the start: ``` { "instruction,output": "Alla on ohje, jossa kuvataan tehtävä. Kirjoita vastaus, joka täyttää pyynnön asianmukaisesti.\n\n### Instruction:\n%instruction%\n\n### Response:\n%output%", "instruction,input,output": "Alla on ohje, jossa kuvataan tehtävä ja joka on yhdistetty kontekstia lisäävään syötteeseen. Kirjoita vastaus, joka täyttää pyynnön asianmukaisesti.\n\n### Instruction:\n%instruction%\n\n### Input:\n%input%\n\n### Response:\n%output%" } ``` ## Evaluation | Model | Size | Type | FIN-bench (score) | |-------|------|------|-------| | **mpasila/Finnish-Alpaca-Small-7B** | 7B | Instruct | 0.3586 | | [mpasila/Finnish-Alpaca-Tiny-V2-7B](https://huggingface.co/mpasila/Finnish-Alpaca-Tiny-V2-7B) | 7B | Instruct | **0.4654** | | [mpasila/Alpacazord-Viking-7B](https://huggingface.co/mpasila/Alpacazord-Viking-7B) | 7B | Instruct | 0.4123 | | [mpasila/NordicAlpaca-Finnish-V1-7B](https://huggingface.co/mpasila/NordicAlpaca-Finnish-V1-7B) | 7B | Instruct | 0.3891 | | [mpasila/Finnish-Viking-Alpaca-V1-7B](https://huggingface.co/mpasila/Finnish-Viking-Alpaca-V1-7B) | 7B | Instruct | 0.3943 | | [Finnish-NLP/llama-7b-finnish-instruct-v0.1](https://huggingface.co/Finnish-NLP/llama-7b-finnish-instruct-v0.1) | 7B | Instruct | 0.4365 | | [Finnish-NLP/llama-7b-finnish-instruct-v0.2](https://huggingface.co/Finnish-NLP/llama-7b-finnish-instruct-v0.2) | 7B | Instruct | 0.3993 | | [Finnish-NLP/llama-7b-finnish](https://huggingface.co/Finnish-NLP/llama-7b-finnish) | 7B | Base | 0.2350 | | [LumiOpen/Viking-7B (1000B)](https://huggingface.co/LumiOpen/Viking-7B) | 7B | Base | 0.3721 | | [HPLT/gpt-7b-nordic-prerelease](https://huggingface.co/HPLT/gpt-7b-nordic-prerelease) | 7B | Base | 0.3169 | [Source](https://docs.google.com/spreadsheets/d/1rqJb9dQVihg-Z1_Ras1L_-wuzPg9xNzpdmM2x5HueeY/edit?usp=sharing) #### FIN-bench scores: | Task |Version| Metric |Value | |Stderr| |------------------------------------------------|------:|---------------------|-----:|---|-----:| |bigbench_analogies | 0|multiple_choice_grade|0.5923|± |0.0433| |bigbench_arithmetic_1_digit_addition | 0|multiple_choice_grade|0.2700|± |0.0446| |bigbench_arithmetic_1_digit_division | 0|multiple_choice_grade|0.4783|± |0.1065| |bigbench_arithmetic_1_digit_multiplication | 0|multiple_choice_grade|0.2600|± |0.0441| |bigbench_arithmetic_1_digit_subtraction | 0|multiple_choice_grade|0.2200|± |0.0416| |bigbench_arithmetic_2_digit_addition | 0|multiple_choice_grade|0.1700|± |0.0378| |bigbench_arithmetic_2_digit_division | 0|multiple_choice_grade|0.3600|± |0.0482| |bigbench_arithmetic_2_digit_multiplication | 0|multiple_choice_grade|0.2000|± |0.0402| |bigbench_arithmetic_2_digit_subtraction | 0|multiple_choice_grade|0.1300|± |0.0338| |bigbench_arithmetic_3_digit_addition | 0|multiple_choice_grade|0.3100|± |0.0465| |bigbench_arithmetic_3_digit_division | 0|multiple_choice_grade|0.2100|± |0.0409| |bigbench_arithmetic_3_digit_multiplication | 0|multiple_choice_grade|0.1600|± |0.0368| |bigbench_arithmetic_3_digit_subtraction | 0|multiple_choice_grade|0.2300|± |0.0423| |bigbench_arithmetic_4_digit_addition | 0|multiple_choice_grade|0.3900|± |0.0490| |bigbench_arithmetic_4_digit_division | 0|multiple_choice_grade|0.2300|± |0.0423| |bigbench_arithmetic_4_digit_multiplication | 0|multiple_choice_grade|0.2100|± |0.0409| |bigbench_arithmetic_4_digit_subtraction | 0|multiple_choice_grade|0.4500|± |0.0500| |bigbench_arithmetic_5_digit_addition | 0|multiple_choice_grade|0.4800|± |0.0502| |bigbench_arithmetic_5_digit_division | 0|multiple_choice_grade|0.0700|± |0.0256| |bigbench_arithmetic_5_digit_multiplication | 0|multiple_choice_grade|0.1700|± |0.0378| |bigbench_arithmetic_5_digit_subtraction | 0|multiple_choice_grade|0.5800|± |0.0496| |bigbench_cause_and_effect_one_sentence | 0|multiple_choice_grade|0.6275|± |0.0684| |bigbench_cause_and_effect_one_sentence_no_prompt| 0|multiple_choice_grade|0.6667|± |0.0667| |bigbench_cause_and_effect_two_sentences | 0|multiple_choice_grade|0.5098|± |0.0707| |bigbench_emotions | 0|multiple_choice_grade|0.3312|± |0.0373| |bigbench_empirical_judgments | 0|multiple_choice_grade|0.3333|± |0.0476| |bigbench_general_knowledge | 0|multiple_choice_grade|0.2857|± |0.0544| |bigbench_hhh_alignment_harmless | 0|multiple_choice_grade|0.3793|± |0.0643| |bigbench_hhh_alignment_helpful | 0|multiple_choice_grade|0.3559|± |0.0629| |bigbench_hhh_alignment_honest | 0|multiple_choice_grade|0.3559|± |0.0629| |bigbench_hhh_alignment_other | 0|multiple_choice_grade|0.5349|± |0.0770| |bigbench_intent_recognition | 0|multiple_choice_grade|0.1546|± |0.0138| |bigbench_misconceptions | 0|multiple_choice_grade|0.5448|± |0.0432| |bigbench_paraphrase | 0|multiple_choice_grade|0.5300|± |0.0354| |bigbench_sentence_ambiguity | 0|multiple_choice_grade|0.4333|± |0.0645| |bigbench_similarities_abstraction | 0|multiple_choice_grade|0.6974|± |0.0530| # Uploaded model - **Developed by:** mpasila - **License:** apache-2.0 - **Finetuned from model :** LumiOpen/Viking-7B This llama model was trained 2x faster with [Unsloth](https://github.com/unslothai/unsloth) and Huggingface's TRL library. [](https://github.com/unslothai/unsloth)