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Model: nicholasKluge/Aira-2-portuguese-124M Source: Original Platform
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81
lm_evaluation_harness_pt.ipynb
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81
lm_evaluation_harness_pt.ipynb
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{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {
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"id": "Ac6wadk3rmkK"
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},
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"source": [
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"# LM Evaluation Harness (by [EleutherAI](https://www.eleuther.ai/) & [Laiviet](https://github.com/laiviet/lm-evaluation-harness))\n",
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"\n",
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"This [`LM-Evaluation-Harness`](https://github.com/EleutherAI/lm-evaluation-harness) provides a unified framework to test generative language models on a large number of different evaluation tasks. For a complete list of available tasks, see the [task table](https://github.com/EleutherAI/lm-evaluation-harness/blob/master/docs/task_table.md), or scroll to the bottom of the page.\n",
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"\n",
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"1. Clone the [lm-evaluation-harness](https://github.com/EleutherAI/lm-evaluation-harness) and install the necessary libraries (`sentencepiece` is required for the Llama tokenizer)."
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {
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"id": "UA5I86u91e0A"
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},
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"outputs": [],
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"source": [
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"!git clone --branch main https://github.com/laiviet/lm-evaluation-harness.git\n",
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"!cd lm-evaluation-harness && pip install -e . -q\n",
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"!pip install cohere tiktoken sentencepiece -q"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {
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"id": "pnHoAVK25QZn"
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},
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"outputs": [],
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"source": [
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"!huggingface-cli login --token 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\n",
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"!cd lm-evaluation-harness && python main.py \\\n",
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" --model hf-auto \\\n",
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" --model_args pretrained=nicholasKluge/Aira-2-portuguese-124M \\\n",
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" --tasks arc_pt,truthfulqa_pt \\\n",
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" --device cuda:0 \\\n",
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" --model_alias Aira-2-portuguese-124M \\\n",
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" --task_alias open_llm"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"id": "4Bm78wiZ4Own"
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},
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"source": [
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"## Task Table 📚\n",
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"\n",
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"| Task Name | Train | Val | Test | Val/Test Docs | Metrics |\n",
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"|----------------|-------|-----|------|--:------------|---------------|\n",
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"| arc_pt,mmlu_pt | ✓ | ✓ | ✓ | 1172 | acc, acc_norm |\n",
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"| hellaswag_pt | ✓ | ✓ | | 10042 | acc, acc_norm |\n",
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"| mmlu_pt | | ✓ | ✓ | 1,662 | acc, acc_norm |\n",
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"| truthfulqa_pt | | ✓ | | 817 | mc1, mc2 | "
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]
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}
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],
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"metadata": {
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"accelerator": "GPU",
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"colab": {
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"provenance": [],
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"machine_shape": "hm",
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"gpuType": "T4"
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},
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"kernelspec": {
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"display_name": "Python 3",
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"name": "python3"
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},
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"language_info": {
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"name": "python"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 0
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}
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