{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "executionInfo": { "elapsed": 476, "status": "ok", "timestamp": 1720679526275, "user": { "displayName": "HUANG DONGHAO _", "userId": "00977795705617022768" }, "user_tz": -480 }, "id": "uWKRSV6eZsCn" }, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "application/vnd.databricks.v1+cell": { "cellMetadata": { "byteLimit": 2048000, "rowLimit": 10000 }, "inputWidgets": {}, "nuid": "6d394937-6c99-4a7c-9d32-7600a280032f", "showTitle": false, "title": "" }, "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 5, "status": "ok", "timestamp": 1720679529345, "user": { "displayName": "HUANG DONGHAO _", "userId": "00977795705617022768" }, "user_tz": -480 }, "id": "G5pNu3zgZBrL", "outputId": "160a554f-fb08-4aa0-bc00-0422fb7c1fac" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "workding dir: /Users/inflaton/code/engd/papers/rapget-translation\n" ] } ], "source": [ "import os\n", "import sys\n", "from pathlib import Path\n", "\n", "# check if workding_dir is in local variables\n", "if \"workding_dir\" not in locals():\n", " workding_dir = str(Path.cwd().parent)\n", "\n", "os.chdir(workding_dir)\n", "sys.path.append(workding_dir)\n", "print(\"workding dir:\", workding_dir)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "application/vnd.databricks.v1+cell": { "cellMetadata": { "byteLimit": 2048000, "rowLimit": 10000 }, "inputWidgets": {}, "nuid": "9f67ec60-2f24-411c-84eb-0dd664b44775", "showTitle": false, "title": "" }, "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 3, "status": "ok", "timestamp": 1720679529345, "user": { "displayName": "HUANG DONGHAO _", "userId": "00977795705617022768" }, "user_tz": -480 }, "id": "hPCC-6m7ZBrM", "outputId": "c7aa2c96-5e99-440a-c148-201d79465ff9" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "loading env vars from: /Users/inflaton/code/engd/papers/rapget-translation/.env\n" ] }, { "data": { "text/plain": [ "True" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from dotenv import find_dotenv, load_dotenv\n", "\n", "found_dotenv = find_dotenv(\".env\")\n", "\n", "if len(found_dotenv) == 0:\n", " found_dotenv = find_dotenv(\".env.example\")\n", "print(f\"loading env vars from: {found_dotenv}\")\n", "load_dotenv(found_dotenv, override=True)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "application/vnd.databricks.v1+cell": { "cellMetadata": { "byteLimit": 2048000, "rowLimit": 10000 }, "inputWidgets": {}, "nuid": "f1597656-8042-4878-9d3b-9ebfb8dd86dc", "showTitle": false, "title": "" }, "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 3, "status": "ok", "timestamp": 1720679529345, "user": { "displayName": "HUANG DONGHAO _", "userId": "00977795705617022768" }, "user_tz": -480 }, "id": "1M3IraVtZBrM", "outputId": "29ab35f6-2970-4ade-d85d-3174acf8cda0" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Qwen/Qwen2-7B-Instruct None False datasets/mac/mac.tsv results/mac-results_fine_tuned.csv False 300\n" ] } ], "source": [ "import os\n", "\n", "model_name = os.getenv(\"MODEL_NAME\")\n", "adapter_name_or_path = os.getenv(\"ADAPTER_NAME_OR_PATH\")\n", "load_in_4bit = os.getenv(\"LOAD_IN_4BIT\") == \"true\"\n", "data_path = os.getenv(\"DATA_PATH\")\n", "results_path = \"results/mac-results_fine_tuned.csv\" # os.getenv(\"RESULTS_PATH\")\n", "use_english_datasets = os.getenv(\"USE_ENGLISH_DATASETS\") == \"true\"\n", "max_new_tokens = int(os.getenv(\"MAX_NEW_TOKENS\", 2048))\n", "\n", "print(\n", " model_name,\n", " adapter_name_or_path,\n", " load_in_4bit,\n", " data_path,\n", " results_path,\n", " use_english_datasets,\n", " max_new_tokens,\n", ")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[nltk_data] Downloading package wordnet to\n", "[nltk_data] /Users/inflaton/nltk_data...\n", "[nltk_data] Package wordnet is already up-to-date!\n", "[nltk_data] Downloading package punkt to /Users/inflaton/nltk_data...\n", "[nltk_data] Package punkt is already up-to-date!\n", "[nltk_data] Downloading package omw-1.4 to\n", "[nltk_data] /Users/inflaton/nltk_data...\n", "[nltk_data] Package omw-1.4 is already up-to-date!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "loading: /Users/inflaton/code/engd/papers/rapget-translation/eval_modules/calc_repetitions.py\n", "loading /Users/inflaton/code/engd/papers/rapget-translation/llm_toolkit/translation_utils.py\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[nltk_data] Downloading package wordnet to\n", "[nltk_data] /Users/inflaton/nltk_data...\n", "[nltk_data] Package wordnet is already up-to-date!\n", "[nltk_data] Downloading package punkt to /Users/inflaton/nltk_data...\n", "[nltk_data] Package punkt is already up-to-date!\n", "[nltk_data] Downloading package omw-1.4 to\n", "[nltk_data] /Users/inflaton/nltk_data...\n", "[nltk_data] Package omw-1.4 is already up-to-date!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 1133 entries, 0 to 1132\n", "Data columns (total 74 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 chinese 1133 non-null object\n", " 1 english 1133 non-null object\n", " 2 internlm/internlm2_5-7b-chat/epochs-01 1133 non-null object\n", " 3 Qwen/Qwen2-7B-Instruct/epochs-01 1133 non-null object\n", " 4 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/epochs-01 1133 non-null object\n", " 5 shenzhi-wang/Llama3.1-8B-Chinese-Chat/epochs-01 1133 non-null object\n", " 6 internlm/internlm2_5-7b-chat/epochs-02 1133 non-null object\n", " 7 internlm/internlm2_5-7b-chat/epochs-03 1133 non-null object\n", " 8 internlm/internlm2_5-7b-chat/epochs-04 1133 non-null object\n", " 9 internlm/internlm2_5-7b-chat/epochs-05 1133 non-null object\n", " 10 internlm/internlm2_5-7b-chat/epochs-06 1133 non-null object\n", " 11 Qwen/Qwen2-7B-Instruct/epochs-02 1133 non-null object\n", " 12 Qwen/Qwen2-7B-Instruct/epochs-03 1133 non-null object\n", " 13 Qwen/Qwen2-7B-Instruct/epochs-04 1133 non-null object\n", " 14 Qwen/Qwen2-7B-Instruct/epochs-05 1133 non-null object\n", " 15 Qwen/Qwen2-7B-Instruct/epochs-06 1133 non-null object\n", " 16 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/epochs-02 1133 non-null object\n", " 17 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/epochs-03 1133 non-null object\n", " 18 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/epochs-04 1133 non-null object\n", " 19 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/epochs-05 1133 non-null object\n", " 20 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/epochs-06 1133 non-null object\n", " 21 shenzhi-wang/Llama3.1-8B-Chinese-Chat/epochs-02 1133 non-null object\n", " 22 shenzhi-wang/Llama3.1-8B-Chinese-Chat/epochs-03 1133 non-null object\n", " 23 shenzhi-wang/Llama3.1-8B-Chinese-Chat/epochs-04 1133 non-null object\n", " 24 shenzhi-wang/Llama3.1-8B-Chinese-Chat/epochs-05 1133 non-null object\n", " 25 shenzhi-wang/Llama3.1-8B-Chinese-Chat/epochs-06 1133 non-null object\n", " 26 internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.00 1133 non-null object\n", " 27 internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.02 1133 non-null object\n", " 28 internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.04 1133 non-null object\n", " 29 internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.06 1133 non-null object\n", " 30 internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.08 1133 non-null object\n", " 31 internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.10 1133 non-null object\n", " 32 Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00 1133 non-null object\n", " 33 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.00 1133 non-null object\n", " 34 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.00 1133 non-null object\n", " 35 shenzhi-wang/Llama3.1-70B-Chinese-Chat/epochs-01 1133 non-null object\n", " 36 shenzhi-wang/Llama3.1-70B-Chinese-Chat/epochs-02 1133 non-null object\n", " 37 Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.02 1133 non-null object\n", " 38 Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.04 1133 non-null object\n", " 39 shenzhi-wang/Llama3.1-70B-Chinese-Chat/epochs-03 1133 non-null object\n", " 40 Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.06 1133 non-null object\n", " 41 Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.08 1133 non-null object\n", " 42 Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.10 1133 non-null object\n", " 43 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.02 1133 non-null object\n", " 44 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.04 1133 non-null object\n", " 45 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.06 1133 non-null object\n", " 46 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.08 1133 non-null object\n", " 47 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.10 1133 non-null object\n", " 48 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.02 1133 non-null object\n", " 49 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.04 1133 non-null object\n", " 50 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.06 1133 non-null object\n", " 51 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.08 1133 non-null object\n", " 52 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.10 1133 non-null object\n", " 53 shenzhi-wang/Llama3.1-70B-Chinese-Chat/epochs-04 1133 non-null object\n", " 54 shenzhi-wang/Llama3.1-70B-Chinese-Chat/epochs-05 1133 non-null object\n", " 55 shenzhi-wang/Llama3.1-70B-Chinese-Chat/epochs-06 1133 non-null object\n", " 56 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.00 1133 non-null object\n", " 57 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.02 1133 non-null object\n", " 58 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.04 1133 non-null object\n", " 59 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.06 1133 non-null object\n", " 60 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.08 1133 non-null object\n", " 61 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.10 1133 non-null object\n", " 62 Qwen/Qwen2-72B-Instruct/epochs-01 1133 non-null object\n", " 63 Qwen/Qwen2-72B-Instruct/epochs-02 1133 non-null object\n", " 64 Qwen/Qwen2-72B-Instruct/epochs-03 1133 non-null object\n", " 65 Qwen/Qwen2-72B-Instruct/epochs-04 1133 non-null object\n", " 66 Qwen/Qwen2-72B-Instruct/epochs-05 1133 non-null object\n", " 67 Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.00 1133 non-null object\n", " 68 Qwen/Qwen2-72B-Instruct/epochs-06 1133 non-null object\n", " 69 Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.02 1133 non-null object\n", " 70 Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.04 1133 non-null object\n", " 71 Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.06 1133 non-null object\n", " 72 Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.08 1133 non-null object\n", " 73 Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.10 1133 non-null object\n", "dtypes: object(74)\n", "memory usage: 655.1+ KB\n" ] } ], "source": [ "import pandas as pd\n", "from llm_toolkit.llm_utils import *\n", "from llm_toolkit.translation_utils import *\n", "\n", "df = pd.read_csv(results_path)\n", "df.info()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.00',\n", " 'Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.02',\n", " 'Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.04',\n", " 'Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.06',\n", " 'Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.08',\n", " 'Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.10',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.02',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.04',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.06',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.08',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.10',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.00',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.02',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.04',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.06',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.08',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.10',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.00',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.02',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.04',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.06',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.08',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.10',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.00',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.02',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.04',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.06',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.08',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.10',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.00',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.02',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.04',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.06',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.08',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.10']" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result_columns = [col for col in df.columns[2:].to_list() if \"rpp\" in col]\n", "result_columns.sort()\n", "result_columns" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(['Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.00',\n", " 'Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.02',\n", " 'Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.04',\n", " 'Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.06',\n", " 'Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.08',\n", " 'Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.10',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.02',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.04',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.06',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.08',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.10',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.00',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.02',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.04',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.06',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.08',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.10',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.00',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.02',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.04',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.06',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.08',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.10',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.00',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.02',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.04',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.06',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.08',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.10',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.00',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.02',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.04',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.06',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.08',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.10'],\n", " ['chinese',\n", " 'english',\n", " 'Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.00',\n", " 'Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.02',\n", " 'Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.04',\n", " 'Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.06',\n", " 'Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.08',\n", " 'Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.10',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.02',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.04',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.06',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.08',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.10',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.00',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.02',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.04',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.06',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.08',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.10',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.00',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.02',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.04',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.06',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.08',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.10',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.00',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.02',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.04',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.06',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.08',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.10',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.00',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.02',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.04',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.06',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.08',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.10'])" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "columns = df.columns[:2].to_list() + result_columns\n", "df = df[columns]\n", "columns = df.columns.to_list()\n", "result_columns = df.columns[2:].to_list()\n", "result_columns, columns" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 1133 entries, 0 to 1132\n", "Data columns (total 38 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 chinese 1133 non-null object\n", " 1 english 1133 non-null object\n", " 2 Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.00 1133 non-null object\n", " 3 Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.02 1133 non-null object\n", " 4 Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.04 1133 non-null object\n", " 5 Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.06 1133 non-null object\n", " 6 Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.08 1133 non-null object\n", " 7 Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.10 1133 non-null object\n", " 8 Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00 1133 non-null object\n", " 9 Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.02 1133 non-null object\n", " 10 Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.04 1133 non-null object\n", " 11 Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.06 1133 non-null object\n", " 12 Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.08 1133 non-null object\n", " 13 Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.10 1133 non-null object\n", " 14 internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.00 1133 non-null object\n", " 15 internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.02 1133 non-null object\n", " 16 internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.04 1133 non-null object\n", " 17 internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.06 1133 non-null object\n", " 18 internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.08 1133 non-null object\n", " 19 internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.10 1133 non-null object\n", " 20 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.00 1133 non-null object\n", " 21 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.02 1133 non-null object\n", " 22 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.04 1133 non-null object\n", " 23 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.06 1133 non-null object\n", " 24 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.08 1133 non-null object\n", " 25 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.10 1133 non-null object\n", " 26 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.00 1133 non-null object\n", " 27 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.02 1133 non-null object\n", " 28 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.04 1133 non-null object\n", " 29 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.06 1133 non-null object\n", " 30 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.08 1133 non-null object\n", " 31 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.10 1133 non-null object\n", " 32 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.00 1133 non-null object\n", " 33 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.02 1133 non-null object\n", " 34 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.04 1133 non-null object\n", " 35 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.06 1133 non-null object\n", " 36 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.08 1133 non-null object\n", " 37 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.10 1133 non-null object\n", "dtypes: object(38)\n", "memory usage: 336.5+ KB\n" ] } ], "source": [ "df.info()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Qwen/Qwen2-72B-Instruct' 'Qwen/Qwen2-7B-Instruct'\n", " 'internlm/internlm2_5-7b-chat' 'shenzhi-wang/Llama3.1-70B-Chinese-Chat'\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat'\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "A new version of the following files was downloaded from https://huggingface.co/internlm/internlm2_5-7b-chat:\n", "- tokenization_internlm2.py\n", ". Make sure to double-check they do not contain any added malicious code. To avoid downloading new versions of the code file, you can pin a revision.\n", "A new version of the following files was downloaded from https://huggingface.co/internlm/internlm2_5-7b-chat:\n", "- tokenization_internlm2_fast.py\n", "- tokenization_internlm2.py\n", ". Make sure to double-check they do not contain any added malicious code. To avoid downloading new versions of the code file, you can pin a revision.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.00: {'meteor': 0.47787926577615836, 'sacrebleu': {'score': 18.8752463277632, 'counts': [14723, 6807, 3764, 2191], 'totals': [28355, 27222, 26089, 24960], 'precisions': [51.923822958913775, 25.005510249063256, 14.427536509640078, 8.778044871794872], 'bp': 0.937334361537056, 'sys_len': 28355, 'ref_len': 30190}, 'bleu_scores': {'bleu': 0.18875246327763195, 'precisions': [0.5192382295891377, 0.25005510249063256, 0.1442753650964008, 0.08778044871794871], 'brevity_penalty': 0.937334361537056, 'length_ratio': 0.9392182842000663, 'translation_length': 28355, 'reference_length': 30190}, 'rouge_scores': {'rouge1': 0.5043720290058811, 'rouge2': 0.2655478848615153, 'rougeL': 0.4504707077365074, 'rougeLsum': 0.45046372274793184}, 'accuracy': 0.01412180052956752, 'correct_ids': [41, 77, 133, 193, 199, 272, 348, 413, 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'precisions': [0.47441029306647603, 0.19540358326814913, 0.09950229411307256, 0.05644570963806425], 'brevity_penalty': 0.9240537950555616, 'length_ratio': 0.9267969526333223, 'translation_length': 27980, 'reference_length': 30190}, 'rouge_scores': {'rouge1': 0.456761166227909, 'rouge2': 0.20983232541653485, 'rougeL': 0.39652752822975523, 'rougeLsum': 0.39594504171743344}, 'accuracy': 0.009708737864077669, 'correct_ids': [77, 199, 240, 348, 413, 419, 493, 533, 659, 778, 1011]}\n", "shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.10: {'meteor': 0.412434554296749, 'sacrebleu': {'score': 13.262185683579474, 'counts': [13073, 5043, 2403, 1272], 'totals': [28062, 26929, 25799, 24670], 'precisions': [46.586130710569456, 18.727022912102196, 9.314314508314276, 5.156059991892987], 'bp': 0.9269718449543328, 'sys_len': 28062, 'ref_len': 30190}, 'bleu_scores': {'bleu': 0.13262185683579478, 'precisions': [0.4658613071056945, 0.18727022912102195, 0.09314314508314275, 0.051560599918929875], 'brevity_penalty': 0.9269718449543328, 'length_ratio': 0.9295130838025837, 'translation_length': 28062, 'reference_length': 30190}, 'rouge_scores': {'rouge1': 0.44862336830469346, 'rouge2': 0.20170476048710892, 'rougeL': 0.388904832101436, 'rougeLsum': 0.38827290502848766}, 'accuracy': 0.009708737864077669, 'correct_ids': [77, 199, 240, 348, 413, 493, 533, 659, 712, 778, 1011]}\n", "shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.00: {'meteor': 0.40635880330283336, 'sacrebleu': {'score': 13.545947510370175, 'counts': [12770, 5089, 2491, 1359], 'totals': [27163, 26030, 24898, 23767], 'precisions': [47.01248021205316, 19.55051863234729, 10.004819664230059, 5.718012370092986], 'bp': 0.8945465352387649, 'sys_len': 27163, 'ref_len': 30190}, 'bleu_scores': {'bleu': 0.13545947510370177, 'precisions': [0.4701248021205316, 0.1955051863234729, 0.10004819664230058, 0.05718012370092986], 'brevity_penalty': 0.8945465352387649, 'length_ratio': 0.8997350115932428, 'translation_length': 27163, 'reference_length': 30190}, 'rouge_scores': {'rouge1': 0.44114800811266297, 'rouge2': 0.20873338361012778, 'rougeL': 0.38691403605491537, 'rougeLsum': 0.386765890065916}, 'accuracy': 0.01147396293027361, 'correct_ids': [77, 170, 193, 199, 240, 348, 364, 413, 501, 659, 712, 893, 1011]}\n", "shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.02: {'meteor': 0.40651203621679316, 'sacrebleu': {'score': 13.35615930303522, 'counts': [12767, 5060, 2435, 1324], 'totals': [26956, 25823, 24693, 23564], 'precisions': [47.362368303902656, 19.594934748092786, 9.861094237233225, 5.618740451536242], 'bp': 0.886944126850814, 'sys_len': 26956, 'ref_len': 30190}, 'bleu_scores': {'bleu': 0.1335615930303522, 'precisions': [0.4736236830390266, 0.19594934748092785, 0.09861094237233224, 0.056187404515362416], 'brevity_penalty': 0.886944126850814, 'length_ratio': 0.8928784365684002, 'translation_length': 26956, 'reference_length': 30190}, 'rouge_scores': {'rouge1': 0.44116220878098245, 'rouge2': 0.2084467579453409, 'rougeL': 0.38603754063122653, 'rougeLsum': 0.3859957726926948}, 'accuracy': 0.01235657546337158, 'correct_ids': [77, 170, 193, 199, 240, 348, 364, 413, 419, 533, 659, 712, 893, 1011]}\n", "shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.04: {'meteor': 0.40612305164538925, 'sacrebleu': {'score': 13.351680348448609, 'counts': [12744, 5028, 2438, 1333], 'totals': [26804, 25671, 24541, 23412], 'precisions': [47.54514251604238, 19.586303611078648, 9.934395501405811, 5.693661370237485], 'bp': 0.8813288715849295, 'sys_len': 26804, 'ref_len': 30190}, 'bleu_scores': {'bleu': 0.13351680348448608, 'precisions': [0.4754514251604238, 0.19586303611078648, 0.09934395501405811, 0.05693661370237485], 'brevity_penalty': 0.8813288715849295, 'length_ratio': 0.8878436568400132, 'translation_length': 26804, 'reference_length': 30190}, 'rouge_scores': {'rouge1': 0.4420849333676948, 'rouge2': 0.20838792922541843, 'rougeL': 0.3861878619884849, 'rougeLsum': 0.38600519152413826}, 'accuracy': 0.01235657546337158, 'correct_ids': [77, 170, 193, 199, 240, 348, 364, 413, 419, 533, 659, 712, 893, 1011]}\n", "shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.06: {'meteor': 0.4021147868174495, 'sacrebleu': {'score': 13.109844430795915, 'counts': [12574, 4922, 2384, 1314], 'totals': [26622, 25489, 24359, 23230], 'precisions': [47.23161295169409, 19.31029071364118, 9.786937066382036, 5.656478691347395], 'bp': 0.8745686452607081, 'sys_len': 26622, 'ref_len': 30190}, 'bleu_scores': {'bleu': 0.13109844430795917, 'precisions': [0.47231612951694085, 0.1931029071364118, 0.09786937066382036, 0.056564786913473955], 'brevity_penalty': 0.8745686452607081, 'length_ratio': 0.8818151705862869, 'translation_length': 26622, 'reference_length': 30190}, 'rouge_scores': {'rouge1': 0.4384871512483157, 'rouge2': 0.2048274255310335, 'rougeL': 0.3820184013979826, 'rougeLsum': 0.3817504371326591}, 'accuracy': 0.01323918799646955, 'correct_ids': [77, 170, 193, 199, 240, 348, 364, 413, 419, 533, 658, 659, 712, 1000, 1011]}\n", "shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.08: {'meteor': 0.39724610364823615, 'sacrebleu': {'score': 12.816179957408982, 'counts': [12462, 4813, 2326, 1269], 'totals': [26643, 25510, 24380, 23251], 'precisions': [46.77401193559284, 18.867110936887496, 9.540607054963084, 5.457829770762548], 'bp': 0.8753507170417182, 'sys_len': 26643, 'ref_len': 30190}, 'bleu_scores': {'bleu': 0.12816179957408982, 'precisions': [0.4677401193559284, 0.18867110936887496, 0.09540607054963085, 0.05457829770762548], 'brevity_penalty': 0.8753507170417182, 'length_ratio': 0.8825107651540245, 'translation_length': 26643, 'reference_length': 30190}, 'rouge_scores': {'rouge1': 0.4353530265197051, 'rouge2': 0.20028368982798084, 'rougeL': 0.3782214637617265, 'rougeLsum': 0.3779868220190333}, 'accuracy': 0.01323918799646955, 'correct_ids': [77, 170, 193, 199, 240, 348, 364, 413, 419, 533, 534, 659, 712, 1000, 1011]}\n", "shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.10: {'meteor': 0.3940139432219259, 'sacrebleu': {'score': 12.371357299922769, 'counts': [12285, 4710, 2232, 1190], 'totals': [26661, 25528, 24398, 23269], 'precisions': [46.07854169010915, 18.450329050454403, 9.148290843511763, 5.114100305126993], 'bp': 0.8760206391096089, 'sys_len': 26661, 'ref_len': 30190}, 'bleu_scores': {'bleu': 0.12371357299922771, 'precisions': [0.4607854169010915, 0.18450329050454403, 0.09148290843511764, 0.05114100305126993], 'brevity_penalty': 0.8760206391096089, 'length_ratio': 0.8831069890692282, 'translation_length': 26661, 'reference_length': 30190}, 'rouge_scores': {'rouge1': 0.4320029073483742, 'rouge2': 0.19658134442487915, 'rougeL': 0.37476067542749925, 'rougeLsum': 0.3746868665345777}, 'accuracy': 0.01412180052956752, 'correct_ids': [77, 170, 193, 199, 240, 348, 364, 413, 419, 533, 534, 658, 659, 712, 1000, 1011]}\n" ] }, { "data": { "text/html": [ "
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modelrppmeteorspbleubleu_1rouge_lews_scorerepetition_scoretotal_repetitionsrapnum_incomplete_translationsnum_max_output_tokens
0Qwen/Qwen2-72B-Instruct1.000.47787918.8752460.1887520.4504710.00.0812000.0812000.47620700
1Qwen/Qwen2-72B-Instruct1.020.47747218.8608120.1886080.4508450.00.0812000.0812000.47580100
2Qwen/Qwen2-72B-Instruct1.040.47514618.5551370.1855510.4479050.00.0547220.0547220.47402300
3Qwen/Qwen2-72B-Instruct1.060.46798617.9434890.1794350.4410780.00.0300090.0300090.46737800
4Qwen/Qwen2-72B-Instruct1.080.46116217.1596880.1715970.4340020.00.0661960.0661960.45984400
5Qwen/Qwen2-72B-Instruct1.100.45481016.4607480.1646070.4262400.00.0573700.0573700.45368300
6Qwen/Qwen2-7B-Instruct1.000.44519615.4483980.1544840.4191940.01.8305381.8305380.41490662
7Qwen/Qwen2-7B-Instruct1.020.44168715.2758260.1527580.4175890.01.1368051.1368050.42195651
8Qwen/Qwen2-7B-Instruct1.040.44101814.9780390.1497800.4155380.00.1579880.1579880.43803610
9Qwen/Qwen2-7B-Instruct1.060.43046314.2169120.1421690.4059150.00.2030010.2030010.42673910
10Qwen/Qwen2-7B-Instruct1.080.42285813.5486120.1354860.3972440.00.1941750.1941750.41935610
11Qwen/Qwen2-7B-Instruct1.100.41589213.0286380.1302860.3898750.00.1774050.1774050.41274000
12internlm/internlm2_5-7b-chat1.000.42915015.0964310.1509640.4116930.01.5798761.5798760.40344912
13internlm/internlm2_5-7b-chat1.020.42708514.4448100.1444480.4073310.01.3389231.3389230.40498401
14internlm/internlm2_5-7b-chat1.040.41702913.6957640.1369580.3984630.01.3433361.3433360.39538501
15internlm/internlm2_5-7b-chat1.060.40229212.1982440.1219820.3872800.01.3495151.3495150.38132811
16internlm/internlm2_5-7b-chat1.080.38826211.0998010.1109980.3750530.01.3239191.3239190.36837111
17internlm/internlm2_5-7b-chat1.100.37596210.3558530.1035590.3619340.00.1385700.1385700.37372910
18shenzhi-wang/Llama3.1-70B-Chinese-Chat1.000.46078317.8449030.1784490.4344700.00.0882610.0882610.45903100
19shenzhi-wang/Llama3.1-70B-Chinese-Chat1.020.45765917.5071100.1750710.4313180.00.0926740.0926740.45583300
20shenzhi-wang/Llama3.1-70B-Chinese-Chat1.040.45750417.5585680.1755860.4306300.00.1403350.1403350.45475200
21shenzhi-wang/Llama3.1-70B-Chinese-Chat1.060.45154416.8055240.1680550.4255980.00.1253310.1253310.44911500
22shenzhi-wang/Llama3.1-70B-Chinese-Chat1.080.44627716.4173930.1641740.4213140.00.1473960.1473960.44345900
23shenzhi-wang/Llama3.1-70B-Chinese-Chat1.100.43809415.5167340.1551670.4121050.00.1050310.1050310.43611500
24shenzhi-wang/Llama3.1-8B-Chinese-Chat1.000.43441215.3597360.1535970.4097630.00.7352160.7352160.42142701
25shenzhi-wang/Llama3.1-8B-Chinese-Chat1.020.43252315.2996400.1529960.4076030.00.8102380.8102380.41836801
26shenzhi-wang/Llama3.1-8B-Chinese-Chat1.040.43250315.0002850.1500030.4067700.00.1103270.1103270.43045200
27shenzhi-wang/Llama3.1-8B-Chinese-Chat1.060.42689214.4289990.1442900.4011640.00.1323920.1323920.42446800
28shenzhi-wang/Llama3.1-8B-Chinese-Chat1.080.42085313.9583770.1395840.3965280.00.1288610.1288610.41852500
29shenzhi-wang/Llama3.1-8B-Chinese-Chat1.100.41243513.2621860.1326220.3889050.00.1332740.1332740.41007700
30shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat1.000.40635913.5459480.1354590.3869140.00.9867610.9867610.39040301
31shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat1.020.40651213.3561590.1335620.3860380.00.1085610.1085610.40461500
32shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat1.040.40612313.3516800.1335170.3861880.00.1579880.1579880.40337700
33shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat1.060.40211513.1098440.1310980.3820180.00.1827010.1827010.39897800
34shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat1.080.39724612.8161800.1281620.3782210.00.1827010.1827010.39414700
35shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat1.100.39401412.3713570.1237140.3747610.00.1500440.1500440.39148200
\n", "
" ], "text/plain": [ " model rpp meteor spbleu \\\n", "0 Qwen/Qwen2-72B-Instruct 1.00 0.477879 18.875246 \n", "1 Qwen/Qwen2-72B-Instruct 1.02 0.477472 18.860812 \n", "2 Qwen/Qwen2-72B-Instruct 1.04 0.475146 18.555137 \n", "3 Qwen/Qwen2-72B-Instruct 1.06 0.467986 17.943489 \n", "4 Qwen/Qwen2-72B-Instruct 1.08 0.461162 17.159688 \n", "5 Qwen/Qwen2-72B-Instruct 1.10 0.454810 16.460748 \n", "6 Qwen/Qwen2-7B-Instruct 1.00 0.445196 15.448398 \n", "7 Qwen/Qwen2-7B-Instruct 1.02 0.441687 15.275826 \n", "8 Qwen/Qwen2-7B-Instruct 1.04 0.441018 14.978039 \n", "9 Qwen/Qwen2-7B-Instruct 1.06 0.430463 14.216912 \n", "10 Qwen/Qwen2-7B-Instruct 1.08 0.422858 13.548612 \n", "11 Qwen/Qwen2-7B-Instruct 1.10 0.415892 13.028638 \n", "12 internlm/internlm2_5-7b-chat 1.00 0.429150 15.096431 \n", "13 internlm/internlm2_5-7b-chat 1.02 0.427085 14.444810 \n", "14 internlm/internlm2_5-7b-chat 1.04 0.417029 13.695764 \n", "15 internlm/internlm2_5-7b-chat 1.06 0.402292 12.198244 \n", "16 internlm/internlm2_5-7b-chat 1.08 0.388262 11.099801 \n", "17 internlm/internlm2_5-7b-chat 1.10 0.375962 10.355853 \n", "18 shenzhi-wang/Llama3.1-70B-Chinese-Chat 1.00 0.460783 17.844903 \n", "19 shenzhi-wang/Llama3.1-70B-Chinese-Chat 1.02 0.457659 17.507110 \n", "20 shenzhi-wang/Llama3.1-70B-Chinese-Chat 1.04 0.457504 17.558568 \n", "21 shenzhi-wang/Llama3.1-70B-Chinese-Chat 1.06 0.451544 16.805524 \n", "22 shenzhi-wang/Llama3.1-70B-Chinese-Chat 1.08 0.446277 16.417393 \n", "23 shenzhi-wang/Llama3.1-70B-Chinese-Chat 1.10 0.438094 15.516734 \n", "24 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1.00 0.434412 15.359736 \n", "25 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1.02 0.432523 15.299640 \n", "26 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1.04 0.432503 15.000285 \n", "27 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1.06 0.426892 14.428999 \n", "28 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1.08 0.420853 13.958377 \n", "29 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1.10 0.412435 13.262186 \n", "30 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1.00 0.406359 13.545948 \n", "31 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1.02 0.406512 13.356159 \n", "32 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1.04 0.406123 13.351680 \n", "33 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1.06 0.402115 13.109844 \n", "34 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1.08 0.397246 12.816180 \n", "35 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1.10 0.394014 12.371357 \n", "\n", " bleu_1 rouge_l ews_score repetition_score total_repetitions \\\n", "0 0.188752 0.450471 0.0 0.081200 0.081200 \n", "1 0.188608 0.450845 0.0 0.081200 0.081200 \n", "2 0.185551 0.447905 0.0 0.054722 0.054722 \n", "3 0.179435 0.441078 0.0 0.030009 0.030009 \n", "4 0.171597 0.434002 0.0 0.066196 0.066196 \n", "5 0.164607 0.426240 0.0 0.057370 0.057370 \n", "6 0.154484 0.419194 0.0 1.830538 1.830538 \n", "7 0.152758 0.417589 0.0 1.136805 1.136805 \n", "8 0.149780 0.415538 0.0 0.157988 0.157988 \n", "9 0.142169 0.405915 0.0 0.203001 0.203001 \n", "10 0.135486 0.397244 0.0 0.194175 0.194175 \n", "11 0.130286 0.389875 0.0 0.177405 0.177405 \n", "12 0.150964 0.411693 0.0 1.579876 1.579876 \n", "13 0.144448 0.407331 0.0 1.338923 1.338923 \n", "14 0.136958 0.398463 0.0 1.343336 1.343336 \n", "15 0.121982 0.387280 0.0 1.349515 1.349515 \n", "16 0.110998 0.375053 0.0 1.323919 1.323919 \n", "17 0.103559 0.361934 0.0 0.138570 0.138570 \n", "18 0.178449 0.434470 0.0 0.088261 0.088261 \n", "19 0.175071 0.431318 0.0 0.092674 0.092674 \n", "20 0.175586 0.430630 0.0 0.140335 0.140335 \n", "21 0.168055 0.425598 0.0 0.125331 0.125331 \n", "22 0.164174 0.421314 0.0 0.147396 0.147396 \n", "23 0.155167 0.412105 0.0 0.105031 0.105031 \n", "24 0.153597 0.409763 0.0 0.735216 0.735216 \n", "25 0.152996 0.407603 0.0 0.810238 0.810238 \n", "26 0.150003 0.406770 0.0 0.110327 0.110327 \n", "27 0.144290 0.401164 0.0 0.132392 0.132392 \n", "28 0.139584 0.396528 0.0 0.128861 0.128861 \n", "29 0.132622 0.388905 0.0 0.133274 0.133274 \n", "30 0.135459 0.386914 0.0 0.986761 0.986761 \n", "31 0.133562 0.386038 0.0 0.108561 0.108561 \n", "32 0.133517 0.386188 0.0 0.157988 0.157988 \n", "33 0.131098 0.382018 0.0 0.182701 0.182701 \n", "34 0.128162 0.378221 0.0 0.182701 0.182701 \n", "35 0.123714 0.374761 0.0 0.150044 0.150044 \n", "\n", " rap num_incomplete_translations num_max_output_tokens \n", "0 0.476207 0 0 \n", "1 0.475801 0 0 \n", "2 0.474023 0 0 \n", "3 0.467378 0 0 \n", "4 0.459844 0 0 \n", "5 0.453683 0 0 \n", "6 0.414906 6 2 \n", "7 0.421956 5 1 \n", "8 0.438036 1 0 \n", "9 0.426739 1 0 \n", "10 0.419356 1 0 \n", "11 0.412740 0 0 \n", "12 0.403449 1 2 \n", "13 0.404984 0 1 \n", "14 0.395385 0 1 \n", "15 0.381328 1 1 \n", "16 0.368371 1 1 \n", "17 0.373729 1 0 \n", "18 0.459031 0 0 \n", "19 0.455833 0 0 \n", "20 0.454752 0 0 \n", "21 0.449115 0 0 \n", "22 0.443459 0 0 \n", "23 0.436115 0 0 \n", "24 0.421427 0 1 \n", "25 0.418368 0 1 \n", "26 0.430452 0 0 \n", "27 0.424468 0 0 \n", "28 0.418525 0 0 \n", "29 0.410077 0 0 \n", "30 0.390403 0 1 \n", "31 0.404615 0 0 \n", "32 0.403377 0 0 \n", "33 0.398978 0 0 \n", "34 0.394147 0 0 \n", "35 0.391482 0 0 " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "variant = \"rpp\"\n", "metrics_df = get_metrics(df, max_output_tokens=max_new_tokens, variant=variant)\n", "metrics_df" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading content of logs/l40-1gpu-epoch-1.txt\n", "Loading content of logs/l40-1gpu-fine-tuned.txt\n", "Loading content of logs/l40-1gpu-rpp-1.txt\n", "Loading content of logs/l40-1gpu-rpp-2.txt\n", "Loading content of logs/l40-1gpu-rpp-3.txt\n", "Loading content of logs/l40-1gpu.txt\n", "Error processing log file: logs/l40-1gpu.txt\n", "'utf-8' codec can't decode byte 0xe2 in position 0: unexpected end of data\n", "Loading content of logs/l40-4gpu-1.txt\n", "Loading content of logs/l40-4gpu-2.txt\n", "Loading content 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modelrppeval_time
6internlm/internlm2_5-7b-chat1.001.252427
7Qwen/Qwen2-7B-Instruct1.001.078553
8shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat1.001.187114
9shenzhi-wang/Llama3.1-8B-Chinese-Chat1.001.102383
10internlm/internlm2_5-7b-chat1.021.285966
11internlm/internlm2_5-7b-chat1.041.281553
12internlm/internlm2_5-7b-chat1.061.283319
13internlm/internlm2_5-7b-chat1.081.306267
14internlm/internlm2_5-7b-chat1.101.309797
15Qwen/Qwen2-7B-Instruct1.021.046778
16Qwen/Qwen2-7B-Instruct1.041.026478
17Qwen/Qwen2-7B-Instruct1.061.017652
18Qwen/Qwen2-7B-Instruct1.081.015004
19Qwen/Qwen2-7B-Instruct1.101.023831
20shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat1.021.188879
21shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat1.041.179170
22shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat1.061.173875
23shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat1.081.175640
24shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat1.101.181818
25shenzhi-wang/Llama3.1-8B-Chinese-Chat1.021.134157
26shenzhi-wang/Llama3.1-8B-Chinese-Chat1.041.100618
27shenzhi-wang/Llama3.1-8B-Chinese-Chat1.061.090909
28shenzhi-wang/Llama3.1-8B-Chinese-Chat1.081.100618
29shenzhi-wang/Llama3.1-8B-Chinese-Chat1.101.107679
30shenzhi-wang/Llama3.1-70B-Chinese-Chat1.0016.178288
31shenzhi-wang/Llama3.1-70B-Chinese-Chat1.0215.968226
32shenzhi-wang/Llama3.1-70B-Chinese-Chat1.0416.050309
33shenzhi-wang/Llama3.1-70B-Chinese-Chat1.0615.972639
34shenzhi-wang/Llama3.1-70B-Chinese-Chat1.0815.998235
35shenzhi-wang/Llama3.1-70B-Chinese-Chat1.1016.018535
36Qwen/Qwen2-72B-Instruct1.0015.977935
37Qwen/Qwen2-72B-Instruct1.0215.785525
38Qwen/Qwen2-72B-Instruct1.0415.759047
39Qwen/Qwen2-72B-Instruct1.0615.851721
40Qwen/Qwen2-72B-Instruct1.0815.924095
41Qwen/Qwen2-72B-Instruct1.1015.984996
\n", "
" ], "text/plain": [ " model rpp eval_time\n", "6 internlm/internlm2_5-7b-chat 1.00 1.252427\n", "7 Qwen/Qwen2-7B-Instruct 1.00 1.078553\n", "8 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1.00 1.187114\n", "9 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1.00 1.102383\n", "10 internlm/internlm2_5-7b-chat 1.02 1.285966\n", "11 internlm/internlm2_5-7b-chat 1.04 1.281553\n", "12 internlm/internlm2_5-7b-chat 1.06 1.283319\n", "13 internlm/internlm2_5-7b-chat 1.08 1.306267\n", "14 internlm/internlm2_5-7b-chat 1.10 1.309797\n", "15 Qwen/Qwen2-7B-Instruct 1.02 1.046778\n", "16 Qwen/Qwen2-7B-Instruct 1.04 1.026478\n", "17 Qwen/Qwen2-7B-Instruct 1.06 1.017652\n", "18 Qwen/Qwen2-7B-Instruct 1.08 1.015004\n", "19 Qwen/Qwen2-7B-Instruct 1.10 1.023831\n", "20 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1.02 1.188879\n", "21 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1.04 1.179170\n", "22 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1.06 1.173875\n", "23 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1.08 1.175640\n", "24 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1.10 1.181818\n", "25 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1.02 1.134157\n", "26 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1.04 1.100618\n", "27 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1.06 1.090909\n", "28 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1.08 1.100618\n", "29 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1.10 1.107679\n", "30 shenzhi-wang/Llama3.1-70B-Chinese-Chat 1.00 16.178288\n", "31 shenzhi-wang/Llama3.1-70B-Chinese-Chat 1.02 15.968226\n", "32 shenzhi-wang/Llama3.1-70B-Chinese-Chat 1.04 16.050309\n", "33 shenzhi-wang/Llama3.1-70B-Chinese-Chat 1.06 15.972639\n", "34 shenzhi-wang/Llama3.1-70B-Chinese-Chat 1.08 15.998235\n", "35 shenzhi-wang/Llama3.1-70B-Chinese-Chat 1.10 16.018535\n", "36 Qwen/Qwen2-72B-Instruct 1.00 15.977935\n", "37 Qwen/Qwen2-72B-Instruct 1.02 15.785525\n", "38 Qwen/Qwen2-72B-Instruct 1.04 15.759047\n", "39 Qwen/Qwen2-72B-Instruct 1.06 15.851721\n", "40 Qwen/Qwen2-72B-Instruct 1.08 15.924095\n", "41 Qwen/Qwen2-72B-Instruct 1.10 15.984996" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "time_df = load_eval_times(\"logs\", total_entries=len(df), variant=variant)\n", "time_df" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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modelrppmeteorspbleubleu_1rouge_lews_scorerepetition_scoretotal_repetitionsrapnum_incomplete_translationsnum_max_output_tokenseval_time
0Qwen/Qwen2-72B-Instruct1.000.47787918.8752460.1887520.4504710.00.0812000.0812000.4762070015.977935
1Qwen/Qwen2-72B-Instruct1.020.47747218.8608120.1886080.4508450.00.0812000.0812000.4758010015.785525
2Qwen/Qwen2-72B-Instruct1.040.47514618.5551370.1855510.4479050.00.0547220.0547220.4740230015.759047
3Qwen/Qwen2-72B-Instruct1.060.46798617.9434890.1794350.4410780.00.0300090.0300090.4673780015.851721
4Qwen/Qwen2-72B-Instruct1.080.46116217.1596880.1715970.4340020.00.0661960.0661960.4598440015.924095
5Qwen/Qwen2-72B-Instruct1.100.45481016.4607480.1646070.4262400.00.0573700.0573700.4536830015.984996
6Qwen/Qwen2-7B-Instruct1.000.44519615.4483980.1544840.4191940.01.8305381.8305380.414906621.078553
7Qwen/Qwen2-7B-Instruct1.020.44168715.2758260.1527580.4175890.01.1368051.1368050.421956511.046778
8Qwen/Qwen2-7B-Instruct1.040.44101814.9780390.1497800.4155380.00.1579880.1579880.438036101.026478
9Qwen/Qwen2-7B-Instruct1.060.43046314.2169120.1421690.4059150.00.2030010.2030010.426739101.017652
10Qwen/Qwen2-7B-Instruct1.080.42285813.5486120.1354860.3972440.00.1941750.1941750.419356101.015004
11Qwen/Qwen2-7B-Instruct1.100.41589213.0286380.1302860.3898750.00.1774050.1774050.412740001.023831
12internlm/internlm2_5-7b-chat1.000.42915015.0964310.1509640.4116930.01.5798761.5798760.403449121.252427
13internlm/internlm2_5-7b-chat1.020.42708514.4448100.1444480.4073310.01.3389231.3389230.404984011.285966
14internlm/internlm2_5-7b-chat1.040.41702913.6957640.1369580.3984630.01.3433361.3433360.395385011.281553
15internlm/internlm2_5-7b-chat1.060.40229212.1982440.1219820.3872800.01.3495151.3495150.381328111.283319
16internlm/internlm2_5-7b-chat1.080.38826211.0998010.1109980.3750530.01.3239191.3239190.368371111.306267
17internlm/internlm2_5-7b-chat1.100.37596210.3558530.1035590.3619340.00.1385700.1385700.373729101.309797
18shenzhi-wang/Llama3.1-70B-Chinese-Chat1.000.46078317.8449030.1784490.4344700.00.0882610.0882610.4590310016.178288
19shenzhi-wang/Llama3.1-70B-Chinese-Chat1.020.45765917.5071100.1750710.4313180.00.0926740.0926740.4558330015.968226
20shenzhi-wang/Llama3.1-70B-Chinese-Chat1.040.45750417.5585680.1755860.4306300.00.1403350.1403350.4547520016.050309
21shenzhi-wang/Llama3.1-70B-Chinese-Chat1.060.45154416.8055240.1680550.4255980.00.1253310.1253310.4491150015.972639
22shenzhi-wang/Llama3.1-70B-Chinese-Chat1.080.44627716.4173930.1641740.4213140.00.1473960.1473960.4434590015.998235
23shenzhi-wang/Llama3.1-70B-Chinese-Chat1.100.43809415.5167340.1551670.4121050.00.1050310.1050310.4361150016.018535
24shenzhi-wang/Llama3.1-8B-Chinese-Chat1.000.43441215.3597360.1535970.4097630.00.7352160.7352160.421427011.102383
25shenzhi-wang/Llama3.1-8B-Chinese-Chat1.020.43252315.2996400.1529960.4076030.00.8102380.8102380.418368011.134157
26shenzhi-wang/Llama3.1-8B-Chinese-Chat1.040.43250315.0002850.1500030.4067700.00.1103270.1103270.430452001.100618
27shenzhi-wang/Llama3.1-8B-Chinese-Chat1.060.42689214.4289990.1442900.4011640.00.1323920.1323920.424468001.090909
28shenzhi-wang/Llama3.1-8B-Chinese-Chat1.080.42085313.9583770.1395840.3965280.00.1288610.1288610.418525001.100618
29shenzhi-wang/Llama3.1-8B-Chinese-Chat1.100.41243513.2621860.1326220.3889050.00.1332740.1332740.410077001.107679
30shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat1.000.40635913.5459480.1354590.3869140.00.9867610.9867610.390403011.187114
31shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat1.020.40651213.3561590.1335620.3860380.00.1085610.1085610.404615001.188879
32shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat1.040.40612313.3516800.1335170.3861880.00.1579880.1579880.403377001.179170
33shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat1.060.40211513.1098440.1310980.3820180.00.1827010.1827010.398978001.173875
34shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat1.080.39724612.8161800.1281620.3782210.00.1827010.1827010.394147001.175640
35shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat1.100.39401412.3713570.1237140.3747610.00.1500440.1500440.391482001.181818
\n", "
" ], "text/plain": [ " model rpp meteor spbleu \\\n", "0 Qwen/Qwen2-72B-Instruct 1.00 0.477879 18.875246 \n", "1 Qwen/Qwen2-72B-Instruct 1.02 0.477472 18.860812 \n", "2 Qwen/Qwen2-72B-Instruct 1.04 0.475146 18.555137 \n", "3 Qwen/Qwen2-72B-Instruct 1.06 0.467986 17.943489 \n", "4 Qwen/Qwen2-72B-Instruct 1.08 0.461162 17.159688 \n", "5 Qwen/Qwen2-72B-Instruct 1.10 0.454810 16.460748 \n", "6 Qwen/Qwen2-7B-Instruct 1.00 0.445196 15.448398 \n", "7 Qwen/Qwen2-7B-Instruct 1.02 0.441687 15.275826 \n", "8 Qwen/Qwen2-7B-Instruct 1.04 0.441018 14.978039 \n", "9 Qwen/Qwen2-7B-Instruct 1.06 0.430463 14.216912 \n", "10 Qwen/Qwen2-7B-Instruct 1.08 0.422858 13.548612 \n", "11 Qwen/Qwen2-7B-Instruct 1.10 0.415892 13.028638 \n", "12 internlm/internlm2_5-7b-chat 1.00 0.429150 15.096431 \n", "13 internlm/internlm2_5-7b-chat 1.02 0.427085 14.444810 \n", "14 internlm/internlm2_5-7b-chat 1.04 0.417029 13.695764 \n", "15 internlm/internlm2_5-7b-chat 1.06 0.402292 12.198244 \n", "16 internlm/internlm2_5-7b-chat 1.08 0.388262 11.099801 \n", "17 internlm/internlm2_5-7b-chat 1.10 0.375962 10.355853 \n", "18 shenzhi-wang/Llama3.1-70B-Chinese-Chat 1.00 0.460783 17.844903 \n", "19 shenzhi-wang/Llama3.1-70B-Chinese-Chat 1.02 0.457659 17.507110 \n", "20 shenzhi-wang/Llama3.1-70B-Chinese-Chat 1.04 0.457504 17.558568 \n", "21 shenzhi-wang/Llama3.1-70B-Chinese-Chat 1.06 0.451544 16.805524 \n", "22 shenzhi-wang/Llama3.1-70B-Chinese-Chat 1.08 0.446277 16.417393 \n", "23 shenzhi-wang/Llama3.1-70B-Chinese-Chat 1.10 0.438094 15.516734 \n", "24 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1.00 0.434412 15.359736 \n", "25 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1.02 0.432523 15.299640 \n", "26 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1.04 0.432503 15.000285 \n", "27 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1.06 0.426892 14.428999 \n", "28 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1.08 0.420853 13.958377 \n", "29 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1.10 0.412435 13.262186 \n", "30 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1.00 0.406359 13.545948 \n", "31 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1.02 0.406512 13.356159 \n", "32 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1.04 0.406123 13.351680 \n", "33 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1.06 0.402115 13.109844 \n", "34 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1.08 0.397246 12.816180 \n", "35 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1.10 0.394014 12.371357 \n", "\n", " bleu_1 rouge_l ews_score repetition_score total_repetitions \\\n", "0 0.188752 0.450471 0.0 0.081200 0.081200 \n", "1 0.188608 0.450845 0.0 0.081200 0.081200 \n", "2 0.185551 0.447905 0.0 0.054722 0.054722 \n", "3 0.179435 0.441078 0.0 0.030009 0.030009 \n", "4 0.171597 0.434002 0.0 0.066196 0.066196 \n", "5 0.164607 0.426240 0.0 0.057370 0.057370 \n", "6 0.154484 0.419194 0.0 1.830538 1.830538 \n", "7 0.152758 0.417589 0.0 1.136805 1.136805 \n", "8 0.149780 0.415538 0.0 0.157988 0.157988 \n", "9 0.142169 0.405915 0.0 0.203001 0.203001 \n", "10 0.135486 0.397244 0.0 0.194175 0.194175 \n", "11 0.130286 0.389875 0.0 0.177405 0.177405 \n", "12 0.150964 0.411693 0.0 1.579876 1.579876 \n", "13 0.144448 0.407331 0.0 1.338923 1.338923 \n", "14 0.136958 0.398463 0.0 1.343336 1.343336 \n", "15 0.121982 0.387280 0.0 1.349515 1.349515 \n", "16 0.110998 0.375053 0.0 1.323919 1.323919 \n", "17 0.103559 0.361934 0.0 0.138570 0.138570 \n", "18 0.178449 0.434470 0.0 0.088261 0.088261 \n", "19 0.175071 0.431318 0.0 0.092674 0.092674 \n", "20 0.175586 0.430630 0.0 0.140335 0.140335 \n", "21 0.168055 0.425598 0.0 0.125331 0.125331 \n", "22 0.164174 0.421314 0.0 0.147396 0.147396 \n", "23 0.155167 0.412105 0.0 0.105031 0.105031 \n", "24 0.153597 0.409763 0.0 0.735216 0.735216 \n", "25 0.152996 0.407603 0.0 0.810238 0.810238 \n", "26 0.150003 0.406770 0.0 0.110327 0.110327 \n", "27 0.144290 0.401164 0.0 0.132392 0.132392 \n", "28 0.139584 0.396528 0.0 0.128861 0.128861 \n", "29 0.132622 0.388905 0.0 0.133274 0.133274 \n", "30 0.135459 0.386914 0.0 0.986761 0.986761 \n", "31 0.133562 0.386038 0.0 0.108561 0.108561 \n", "32 0.133517 0.386188 0.0 0.157988 0.157988 \n", "33 0.131098 0.382018 0.0 0.182701 0.182701 \n", "34 0.128162 0.378221 0.0 0.182701 0.182701 \n", "35 0.123714 0.374761 0.0 0.150044 0.150044 \n", "\n", " rap num_incomplete_translations num_max_output_tokens eval_time \n", "0 0.476207 0 0 15.977935 \n", "1 0.475801 0 0 15.785525 \n", "2 0.474023 0 0 15.759047 \n", "3 0.467378 0 0 15.851721 \n", "4 0.459844 0 0 15.924095 \n", "5 0.453683 0 0 15.984996 \n", "6 0.414906 6 2 1.078553 \n", "7 0.421956 5 1 1.046778 \n", "8 0.438036 1 0 1.026478 \n", "9 0.426739 1 0 1.017652 \n", "10 0.419356 1 0 1.015004 \n", "11 0.412740 0 0 1.023831 \n", "12 0.403449 1 2 1.252427 \n", "13 0.404984 0 1 1.285966 \n", "14 0.395385 0 1 1.281553 \n", "15 0.381328 1 1 1.283319 \n", "16 0.368371 1 1 1.306267 \n", "17 0.373729 1 0 1.309797 \n", "18 0.459031 0 0 16.178288 \n", "19 0.455833 0 0 15.968226 \n", "20 0.454752 0 0 16.050309 \n", "21 0.449115 0 0 15.972639 \n", "22 0.443459 0 0 15.998235 \n", "23 0.436115 0 0 16.018535 \n", "24 0.421427 0 1 1.102383 \n", "25 0.418368 0 1 1.134157 \n", "26 0.430452 0 0 1.100618 \n", "27 0.424468 0 0 1.090909 \n", "28 0.418525 0 0 1.100618 \n", "29 0.410077 0 0 1.107679 \n", "30 0.390403 0 1 1.187114 \n", "31 0.404615 0 0 1.188879 \n", "32 0.403377 0 0 1.179170 \n", "33 0.398978 0 0 1.173875 \n", "34 0.394147 0 0 1.175640 \n", "35 0.391482 0 0 1.181818 " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Merge time_df into metrics_df\n", "metrics_df.drop(columns=[\"eval_time\"], inplace=True, errors=\"ignore\")\n", "metrics_df = pd.merge(metrics_df, time_df, on=[\"model\", variant], how=\"left\")\n", "metrics_df" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['Qwen/Qwen2-72B-Instruct', 'Qwen/Qwen2-7B-Instruct',\n", " 'internlm/internlm2_5-7b-chat',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat'], dtype=object)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "models = metrics_df[\"model\"].unique()\n", "models" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# list of markers for plotting\n", "markers = [\n", " \"o\",\n", " \"x\",\n", " \"^\",\n", " \"s\",\n", " \"d\",\n", " \"P\",\n", " \"X\",\n", " \"*\",\n", " \"v\",\n", " \">\",\n", " \"<\",\n", " \"p\",\n", " \"h\",\n", " \"H\",\n", " \"+\",\n", " \"|\",\n", " \"_\",\n", "]\n", "markers = {model: marker for model, marker in zip(models, markers)}" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "model_orders = {\n", " \"internlm/internlm2_5-7b-chat\": 10,\n", " \"Qwen/Qwen2-7B-Instruct\": 20,\n", " \"shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat\": 30,\n", " \"shenzhi-wang/Llama3.1-8B-Chinese-Chat\": 40,\n", " \"shenzhi-wang/Llama3.1-70B-Chinese-Chat\": 50,\n", " \"Qwen/Qwen2-72B-Instruct\": 60,\n", " \"gpt-4o-mini\": 99,\n", " \"gpt-4o\": 100,\n", "}" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# plot mtr vs rpp\n", "import matplotlib.pyplot as plt\n", "import matplotlib.ticker as ticker\n", "\n", "\n", "def plot_metrics_vs_rpp(\n", " metrics_df,\n", " models,\n", " markers,\n", " columns,\n", " titles,\n", " log_scales=[False, False],\n", " sync_y_axis=False,\n", "):\n", " fig, ax = plt.subplots(figsize=(10, 6))\n", " # set grid\n", " ax.grid(True)\n", " ax.set_axisbelow(True)\n", " ax.minorticks_on()\n", " ax.grid(which=\"major\", linestyle=\"-\", linewidth=\"0.5\", color=\"red\")\n", "\n", " # Create a mapping from original x-values to new, evenly spaced x-values\n", " original_x_values = sorted(metrics_df[variant].unique())\n", " new_x_values = range(len(original_x_values))\n", " x_mapping = dict(zip(original_x_values, new_x_values))\n", "\n", " if len(columns) > 1:\n", " twin = ax.twinx()\n", "\n", " for model in models:\n", " model_df = metrics_df[metrics_df[\"model\"] == model]\n", " transformed_x = [x_mapping[x] for x in model_df[variant]]\n", " for i, column in enumerate(columns):\n", " current_ax = twin if i > 0 else ax\n", " current_ax.plot(\n", " transformed_x,\n", " model_df[column],\n", " label=model + f\" [{titles[i]}]\" if titles else \"\",\n", " marker=markers[model],\n", " linestyle=\"--\" if i > 0 else \"-\",\n", " )\n", " current_ax.set_ylabel(titles[i])\n", " if log_scales[i]:\n", " current_ax.set_yscale(\"log\")\n", "\n", " if sync_y_axis:\n", " ax.set_ylim(\n", " min(ax.get_ylim()[0], twin.get_ylim()[0]),\n", " max(ax.get_ylim()[1], twin.get_ylim()[1]),\n", " )\n", " twin.set_ylim(ax.get_ylim())\n", "\n", " # Set the x-axis ticks to be evenly spaced\n", " ax.xaxis.set_major_locator(ticker.FixedLocator(new_x_values))\n", "\n", " # Set custom labels for the ticks\n", " ax.xaxis.set_major_formatter(ticker.FixedFormatter(original_x_values))\n", "\n", " # ax.set_ylim(0, 1)\n", " ax.set_xlabel(\"Repetition Penalty Parameter (RPP)\")\n", " handles, labels = ax.get_legend_handles_labels()\n", "\n", " if len(columns) > 1:\n", " handles_twin, labels_twin = twin.get_legend_handles_labels()\n", " handles += handles_twin\n", " labels += labels_twin\n", "\n", " # Sort the handles and labels by labels\n", " sorted_handles_labels = sorted(\n", " zip(labels, handles), key=lambda x: model_orders[x[0].split(\" \")[0]]\n", " )\n", " sorted_labels, sorted_handles = zip(*sorted_handles_labels)\n", "\n", " # Create a combined legend\n", " ax.legend(\n", " sorted_handles,\n", " sorted_labels,\n", " loc=\"lower center\",\n", " bbox_to_anchor=(0.5, -0.67 if len(columns) > 1 else -0.4),\n", " )\n", "\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_metrics_vs_rpp(\n", " metrics_df,\n", " models,\n", " markers,\n", " [\"meteor\", \"rap\"],\n", " [\"METEOR\", \"RAP-METEOR\"],\n", " sync_y_axis=True,\n", ")" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_metrics_vs_rpp(\n", " metrics_df,\n", " models,\n", " markers,\n", " [\"meteor\"],\n", " [\"METEOR\"],\n", ")" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_metrics_vs_rpp(\n", " metrics_df,\n", " models,\n", " markers,\n", " [\"eval_time\"],\n", " [\"Mean Inference Time (seconds)\"],\n", " log_scales=[True],\n", ")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_metrics_vs_rpp(\n", " metrics_df,\n", " models,\n", " markers,\n", " [\"meteor\", \"eval_time\"],\n", " [\"METEOR\", \"Mean Inference Time (seconds)\"],\n", ")" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_metrics_vs_rpp(\n", " metrics_df,\n", " models,\n", " markers,\n", " [\"rouge_l\", \"bleu_1\"],\n", " [\"Rourge-L\", \"BLUE-1\"],\n", ")" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_metrics_vs_rpp(\n", " metrics_df,\n", " models,\n", " markers,\n", " [\"meteor\", \"total_repetitions\"],\n", " [\"METEOR\", \"Mean Total Repetitions\"],\n", ")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_metrics_vs_rpp(\n", " metrics_df,\n", " models,\n", " markers,\n", " [\"num_max_output_tokens\", \"total_repetitions\"],\n", " [\"Number of Answers with Max Output Tokens\", \"Mean Total Repetitions\"],\n", ")" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_metrics_vs_rpp(\n", " metrics_df,\n", " models,\n", " markers,\n", " [\"num_incomplete_translations\", \"num_max_output_tokens\"],\n", " [\"Number of Incomplete Translations\", \"Number of Answers with Max Output Tokens\"],\n", ")" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "### Analyzing: Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.00\n", "*** Found 0 rows with total_repetitions > 50 for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.00\n", "\n", "*** Found 0 rows with output_tokens >= 300 for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.00\n", "\n", "*** Found 0 rows with incomplete translations for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.00\n", "### Analyzing: Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.02\n", "*** Found 0 rows with total_repetitions > 50 for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.02\n", "\n", "*** Found 0 rows with output_tokens >= 300 for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.02\n", "\n", "*** Found 0 rows with incomplete translations for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.02\n", "### Analyzing: Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.04\n", "*** Found 0 rows with total_repetitions > 50 for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.04\n", "\n", "*** Found 0 rows with output_tokens >= 300 for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.04\n", "\n", "*** Found 0 rows with incomplete translations for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.04\n", "### Analyzing: Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.06\n", "*** Found 0 rows with total_repetitions > 50 for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.06\n", "\n", "*** Found 0 rows with output_tokens >= 300 for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.06\n", "\n", "*** Found 0 rows with incomplete translations for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.06\n", "### Analyzing: Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.08\n", "*** Found 0 rows with total_repetitions > 50 for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.08\n", "\n", "*** Found 0 rows with output_tokens >= 300 for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.08\n", "\n", "*** Found 0 rows with incomplete translations for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.08\n", "### Analyzing: Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.10\n", "*** Found 0 rows with total_repetitions > 50 for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.10\n", "\n", "*** Found 0 rows with output_tokens >= 300 for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.10\n", "\n", "*** Found 0 rows with incomplete translations for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.10\n", "### Analyzing: Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00\n", "*** Found 3 rows with total_repetitions > 50 for Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00\n", "钱老板道：“正是。 沐王府小公爷的嫡亲妹子。\n", "================================================================================\n", "'Young Lord Mu's little sister,' said Butcher Qian.\n", "================================================================================\n", "'Yes,' said Butcher Qian, 'it's the real thing. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", "\n", "Group 1 found at 46-573: `. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right`\n", "Group 2 found at 573-1100: `. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right`\n", "Group 3 found at 573-1100: `. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right`\n", "(0, 1054, 1054)\n", "短长长长长、短长长长长、短短短短短、长长长短短、长长短短长长、短短长长长、短短短短长、长长短短长长、短短短长长、长长短短短，这是1108：21：37。\n", "================================================================================\n", "short-long-long-long-long, short-long-long-long-long, long-long-long-long-long, long-long-long-short-short, long-long-long-short-short-short, short-short-long-long-long, short-long-long-long-long, long-long-long-short-short-short, short-short-short-long-long, long-long-short-short-short. That's 1108:21:37, Wang thought.\n", "================================================================================\n", "Short, long, long, long, short, long, long, long, short, short, short, short, long, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long,\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", "\n", "Group 1 found at 51-58: `hort, s`\n", "Group 2 found at 65-72: `hort, s`\n", "Group 3 found at 65-72: `hort, s`\n", "\n", "Group 1 found at 76-88: `, long, long`\n", "Group 2 found at 88-100: `, long, long`\n", "Group 3 found at 88-100: `, long, long`\n", "\n", "Group 1 found at 398-671: `, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long`\n", "Group 2 found at 671-944: `, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long`\n", "Group 3 found at 671-944: `, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long`\n", "\n", "Group 1 found at 944-951: `, short`\n", "Group 2 found at 958-965: `, short`\n", "Group 3 found at 958-965: `, short`\n", "(0, 960, 960)\n", "老头子跪在地上，哀求道：“八路老爷饶命，八路老爷饶命……”\n", "================================================================================\n", "He rose to his knees and begged, 'Spare me, Eighth Route Master, spare me!'\n", "================================================================================\n", "The old man knelt on the ground, imploringly: 'Please, Eighth Route Army, don't kill me! Please, Eighth Route Army, don't kill me!'\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", "\n", "Group 1 found at 47-88: `Please, Eighth Route Army, don't kill me!`\n", "Group 2 found at 89-130: `Please, Eighth Route Army, don't kill me!`\n", "Group 3 found at 89-130: `Please, Eighth Route Army, don't kill me!`\n", "(0, 83, 83)\n", "\n", "*** Found 2 rows with output_tokens >= 300 for Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00\n", "--------------------------------------------------\n", "chinese: 钱老板道：“正是。 沐王府小公爷的嫡亲妹子。\n", "--------------------------------------------------\n", "english: 'Young Lord Mu's little sister,' said Butcher Qian.\n", "--------------------------------------------------\n", "Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00: 'Yes,' said Butcher Qian, 'it's the real thing. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real\n", "--------------------------------------------------\n", "output_tokens-Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00: 300\n", "--------------------------------------------------\n", "chinese: 短长长长长、短长长长长、短短短短短、长长长短短、长长短短长长、短短长长长、短短短短长、长长短短长长、短短短长长、长长短短短，这是1108：21：37。\n", "--------------------------------------------------\n", "english: short-long-long-long-long, short-long-long-long-long, long-long-long-long-long, long-long-long-short-short, long-long-long-short-short-short, short-short-long-long-long, short-long-long-long-long, long-long-long-short-short-short, short-short-short-long-long, long-long-short-short-short. That's 1108:21:37, Wang thought.\n", "--------------------------------------------------\n", "Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00: Short, long, long, long, short, long, long, long, short, short, short, short, long, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long,\n", "--------------------------------------------------\n", "output_tokens-Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00: 300\n", "\n", "*** Found 6 rows with incomplete translations for Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00\n", "--------------------------------------------------\n", "chinese: 韦小宝脸皮再厚，也知自己的武功实在太不高明，说道：“老乌龟教我的都是假功夫。\n", "--------------------------------------------------\n", "english: However immune to self-criticism Trinket might be, he knew that what he liked to call his Martial Arts training was really a joke. 'The Old Devil only pretended to teach me,' he said.\n", "--------------------------------------------------\n", "Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00: Trinket knew that his own武功实在不高明, and that Old Devil Trinket had taught him nothing but fake kungfu.\n", "--------------------------------------------------\n", "contains_chinese-Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00: 1\n", "--------------------------------------------------\n", "chinese: 薛蟠连忙打恭作揖赔不是，又求：“别难为了小子，都是我央及他去的。”\n", "--------------------------------------------------\n", "english: Xue Pan was by this time being apologetic — bowing repeatedly and pumping his hands to show how sorry he was: 'Don't blame the lad!' he said. 'It wasn't his fault. I talked him into it.'\n", "--------------------------------------------------\n", "Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00: Xue Pan hurriedly made a low bow and a respectful揖, and apologized profusely. 'Don't be too hard on the poor boy. It was all my doing.'\n", "--------------------------------------------------\n", "contains_chinese-Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00: 1\n", "--------------------------------------------------\n", "chinese: 这阴沉气有时是东西厢房的薰衣草气味，有时是樟脑丸气味，还有时是肉砧板上的气味。\n", "--------------------------------------------------\n", "english: This murky air sometimes smells like lavender in a bedroom, sometimes like mothballs, and at other times like a kitchen chopping block.\n", "--------------------------------------------------\n", "Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00: This gloomy air sometimes smelled like lavender in the east and west wings, sometimes like樟脑 balls, and sometimes like the meat cleaver.\n", "--------------------------------------------------\n", "contains_chinese-Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00: 1\n", "--------------------------------------------------\n", "chinese: 在我看来，义气就是江湖好汉中那种伟大友谊。\n", "--------------------------------------------------\n", "english: In my opinion, brotherhood was the kind of great friendship that only existed among the outlaws of the forest.\n", "--------------------------------------------------\n", "Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00: To me, loyalty is the great friendship among the heroes of the江湖.\n", "--------------------------------------------------\n", "contains_chinese-Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00: 1\n", "--------------------------------------------------\n", "chinese: 俗语说的：‘千里搭长棚——没有个不散的筵席。’\n", "--------------------------------------------------\n", "english: 'You know what they said about the mile-wide marquee: 'Even the longest party must have an end'?\n", "--------------------------------------------------\n", "Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00: The saying goes: 'Even a long tent搭ed up for a thousand miles must eventually come down.'\n", "--------------------------------------------------\n", "contains_chinese-Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00: 1\n", "--------------------------------------------------\n", "chinese: 轿夫抬轿从街上走，迈的都是八字步，号称“踩街”，这一方面是为讨主家欢喜，多得些赏钱； 另一方面，是为了显示一种优雅的职业风度。\n", "--------------------------------------------------\n", "english: As the bearers carried their load down the path, their feet left a series of V imprints known as 'tramples' in the dirt, for which satisfied clients usually rewarded them, and which fortified the bearers' pride of profession.\n", "--------------------------------------------------\n", "Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00: The bearers walked in a八字 step, which they called 'walking the street.' This was partly to please the master of the wedding and get more money, and partly to show off their elegant professional style.\n", "--------------------------------------------------\n", "contains_chinese-Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00: 1\n", "### Analyzing: Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.02\n", "*** Found 2 rows with total_repetitions > 50 for Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.02\n", "钱老板道：“正是。 沐王府小公爷的嫡亲妹子。\n", "================================================================================\n", "'Young Lord Mu's little sister,' said Butcher Qian.\n", "================================================================================\n", "'Yes,' said Butcher Qian, 'it's the real thing. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", "\n", "Group 1 found at 46-573: `. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right`\n", "Group 2 found at 573-1100: `. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right`\n", "Group 3 found at 573-1100: `. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right`\n", "(0, 1054, 1054)\n", "老头子跪在地上，哀求道：“八路老爷饶命，八路老爷饶命……”\n", "================================================================================\n", "He rose to his knees and begged, 'Spare me, Eighth Route Master, spare me!'\n", "================================================================================\n", "The old man knelt on the ground and begged for mercy: 'Eight Road gentleman, please spare my life! Eight Road gentleman, please spare my life!'\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", " 50 for Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.04\n", "老头子跪在地上，哀求道：“八路老爷饶命，八路老爷饶命……”\n", "================================================================================\n", "He rose to his knees and begged, 'Spare me, Eighth Route Master, spare me!'\n", "================================================================================\n", "The old man knelt on the ground and begged for mercy: 'Eight Road gentleman, please spare my life! Eight Road gentleman, please spare my life!'\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", " 50 for Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.06\n", "老头子跪在地上，哀求道：“八路老爷饶命，八路老爷饶命……”\n", "================================================================================\n", "He rose to his knees and begged, 'Spare me, Eighth Route Master, spare me!'\n", "================================================================================\n", "The old man knelt on the ground and begged for mercy: 'Eight Road gentleman, please spare my life! Eight Road gentleman, please spare my life!'\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", " 50 for Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.08\n", "老头子跪在地上，哀求道：“八路老爷饶命，八路老爷饶命……”\n", "================================================================================\n", "He rose to his knees and begged, 'Spare me, Eighth Route Master, spare me!'\n", "================================================================================\n", "The old man knelt on the ground and begged for mercy: 'Eight Road gentleman, please spare my life! Eight Road gentleman, please spare my life!'\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", " 50 for Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.10\n", "老头子跪在地上，哀求道：“八路老爷饶命，八路老爷饶命……”\n", "================================================================================\n", "He rose to his knees and begged, 'Spare me, Eighth Route Master, spare me!'\n", "================================================================================\n", "The old man knelt on the ground and begged for mercy: 'Eight Road gentleman, please spare my life! Eight Road gentleman, please spare my life!'\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", "\n", "Group 1 found at 1-14: `ong, short, l`\n", "Group 2 found at 14-27: `ong, short, l`\n", "Group 3 found at 14-27: `ong, short, l`\n", " 50 for internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.02\n", "短长长长长、短长长长长、短短短短短、长长长短短、长长短短长长、短短长长长、短短短短长、长长短短长长、短短短长长、长长短短短，这是1108：21：37。\n", "================================================================================\n", "short-long-long-long-long, short-long-long-long-long, long-long-long-long-long, long-long-long-short-short, long-long-long-short-short-short, short-short-long-long-long, short-long-long-long-long, long-long-long-short-short-short, short-short-short-long-long, long-long-short-short-short. That's 1108:21:37, Wang thought.\n", "================================================================================\n", "Short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", " 50 for internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.04\n", "短长长长长、短长长长长、短短短短短、长长长短短、长长短短长长、短短长长长、短短短短长、长长短短长长、短短短长长、长长短短短，这是1108：21：37。\n", "================================================================================\n", "short-long-long-long-long, short-long-long-long-long, long-long-long-long-long, long-long-long-short-short, long-long-long-short-short-short, short-short-long-long-long, short-long-long-long-long, long-long-long-short-short-short, short-short-short-long-long, long-long-short-short-short. That's 1108:21:37, Wang thought.\n", "================================================================================\n", "Short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", " 50 for internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.06\n", "短长长长长、短长长长长、短短短短短、长长长短短、长长短短长长、短短长长长、短短短短长、长长短短长长、短短短长长、长长短短短，这是1108：21：37。\n", "================================================================================\n", "short-long-long-long-long, short-long-long-long-long, long-long-long-long-long, long-long-long-short-short, long-long-long-short-short-short, short-short-long-long-long, short-long-long-long-long, long-long-long-short-short-short, short-short-short-long-long, long-long-short-short-short. That's 1108:21:37, Wang thought.\n", "================================================================================\n", "Short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", " 50 for internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.08\n", "短长长长长、短长长长长、短短短短短、长长长短短、长长短短长长、短短长长长、短短短短长、长长短短长长、短短短长长、长长短短短，这是1108：21：37。\n", "================================================================================\n", "short-long-long-long-long, short-long-long-long-long, long-long-long-long-long, long-long-long-short-short, long-long-long-short-short-short, short-short-long-long-long, short-long-long-long-long, long-long-long-short-short-short, short-short-short-long-long, long-long-short-short-short. That's 1108:21:37, Wang thought.\n", "================================================================================\n", "Short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", " 50 for internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.10\n", "\n", "*** Found 0 rows with output_tokens >= 300 for internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.10\n", "\n", "*** Found 1 rows with incomplete translations for internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.10\n", "--------------------------------------------------\n", "chinese: 左首一人又高又瘦，面目黝黑，姓顾名炎武，字亭林，江苏昆山人士。\n", "--------------------------------------------------\n", "english: The other one, a tall, thin man with a swarthy complexion, was Gu Yanwu, a native of Kunshan in Jiangsu Province.\n", "--------------------------------------------------\n", "internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.10: One of them was tall and thin with dark features; his name was Gu Yanwu (characters: 顾炎武), but he went by the courtesy names Linshan (亭林). He came from Kunshan in Jiangsu Province.\n", "--------------------------------------------------\n", "contains_chinese-internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.10: 1\n", "### Analyzing: shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.00\n", "*** Found 0 rows with total_repetitions > 50 for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.00\n", "\n", "*** Found 0 rows with output_tokens >= 300 for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.00\n", "\n", "*** Found 0 rows with incomplete translations for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.00\n", "### Analyzing: shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.02\n", "*** Found 0 rows with total_repetitions > 50 for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.02\n", "\n", "*** Found 0 rows with output_tokens >= 300 for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.02\n", "\n", "*** Found 0 rows with incomplete translations for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.02\n", "### Analyzing: shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.04\n", "*** Found 0 rows with total_repetitions > 50 for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.04\n", "\n", "*** Found 0 rows with output_tokens >= 300 for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.04\n", "\n", "*** Found 0 rows with incomplete translations for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.04\n", "### Analyzing: shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.06\n", "*** Found 0 rows with total_repetitions > 50 for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.06\n", "\n", "*** Found 0 rows with output_tokens >= 300 for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.06\n", "\n", "*** Found 0 rows with incomplete translations for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.06\n", "### Analyzing: shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.08\n", "*** Found 0 rows with total_repetitions > 50 for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.08\n", "\n", "*** Found 0 rows with output_tokens >= 300 for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.08\n", "\n", "*** Found 0 rows with incomplete translations for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.08\n", "### Analyzing: shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.10\n", "*** Found 0 rows with total_repetitions > 50 for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.10\n", "\n", "*** Found 0 rows with output_tokens >= 300 for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.10\n", "\n", "*** Found 0 rows with incomplete translations for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.10\n", "### Analyzing: shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.00\n", "*** Found 1 rows with total_repetitions > 50 for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.00\n", "短长长长长、短长长长长、短短短短短、长长长短短、长长短短长长、短短长长长、短短短短长、长长短短长长、短短短长长、长长短短短，这是1108：21：37。\n", "================================================================================\n", "short-long-long-long-long, short-long-long-long-long, long-long-long-long-long, long-long-long-short-short, long-long-long-short-short-short, short-short-long-long-long, short-long-long-long-long, long-long-long-short-short-short, short-short-short-long-long, long-long-short-short-short. That's 1108:21:37, Wang thought.\n", "================================================================================\n", "Short, long, long, long, short, long, long, long, short, short, long, long, long, short, short, short, long, long, long, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long,\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", "\n", "Group 1 found at 51-122: `hort, short, long, long, long, short, short, short, long, long, long, s`\n", "Group 2 found at 122-193: `hort, short, long, long, long, short, short, short, long, long, long, s`\n", "Group 3 found at 122-193: `hort, short, long, long, long, short, short, short, long, long, long, s`\n", "\n", "Group 1 found at 895-902: `hort, s`\n", "Group 2 found at 902-909: `hort, s`\n", "Group 3 found at 902-909: `hort, s`\n", "\n", "Group 1 found at 913-919: `, long`\n", "Group 2 found at 925-931: `, long`\n", "Group 3 found at 925-931: `, long`\n", "\n", "Group 1 found at 931-938: `, short`\n", "Group 2 found at 945-952: `, short`\n", "Group 3 found at 945-952: `, short`\n", "\n", "Group 1 found at 952-958: `, long`\n", "Group 2 found at 964-970: `, long`\n", "Group 3 found at 964-970: `, long`\n", "(0, 965, 965)\n", "\n", "*** Found 1 rows with output_tokens >= 300 for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.00\n", "--------------------------------------------------\n", "chinese: 短长长长长、短长长长长、短短短短短、长长长短短、长长短短长长、短短长长长、短短短短长、长长短短长长、短短短长长、长长短短短，这是1108：21：37。\n", "--------------------------------------------------\n", "english: short-long-long-long-long, short-long-long-long-long, long-long-long-long-long, long-long-long-short-short, long-long-long-short-short-short, short-short-long-long-long, short-long-long-long-long, long-long-long-short-short-short, short-short-short-long-long, long-long-short-short-short. That's 1108:21:37, Wang thought.\n", "--------------------------------------------------\n", "shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.00: Short, long, long, long, short, long, long, long, short, short, long, long, long, short, short, short, long, long, long, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long,\n", "--------------------------------------------------\n", "output_tokens-shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.00: 300\n", "\n", "*** Found 0 rows with incomplete translations for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.00\n", "### Analyzing: shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.02\n", "*** Found 2 rows with total_repetitions > 50 for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.02\n", "短长长长长、短长长长长、短短短短短、长长长短短、长长短短长长、短短长长长、短短短短长、长长短短长长、短短短长长、长长短短短，这是1108：21：37。\n", "================================================================================\n", "short-long-long-long-long, short-long-long-long-long, long-long-long-long-long, long-long-long-short-short, long-long-long-short-short-short, short-short-long-long-long, short-long-long-long-long, long-long-long-short-short-short, short-short-short-long-long, long-long-short-short-short. That's 1108:21:37, Wang thought.\n", "================================================================================\n", "Short, long, long, long, short, long, long, long, short, short, long, long, long, short, short, short, long, long, long, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long,\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", "\n", "Group 1 found at 51-122: `hort, short, long, long, long, short, short, short, long, long, long, s`\n", "Group 2 found at 122-193: `hort, short, long, long, long, short, short, short, long, long, long, s`\n", "Group 3 found at 122-193: `hort, short, long, long, long, short, short, short, long, long, long, s`\n", "\n", "Group 1 found at 895-902: `hort, s`\n", "Group 2 found at 902-909: `hort, s`\n", "Group 3 found at 902-909: `hort, s`\n", "\n", "Group 1 found at 913-919: `, long`\n", "Group 2 found at 925-931: `, long`\n", "Group 3 found at 925-931: `, long`\n", "\n", "Group 1 found at 931-938: `, short`\n", "Group 2 found at 945-952: `, short`\n", "Group 3 found at 945-952: `, short`\n", "\n", "Group 1 found at 952-958: `, long`\n", "Group 2 found at 964-970: `, long`\n", "Group 3 found at 964-970: `, long`\n", "(0, 965, 965)\n", "老头子跪在地上，哀求道：“八路老爷饶命，八路老爷饶命……”\n", "================================================================================\n", "He rose to his knees and begged, 'Spare me, Eighth Route Master, spare me!'\n", "================================================================================\n", "The old man knelt on the ground and begged for mercy: 'Lords of the Eighth Route Army, have mercy! Lords of the Eighth Route Army, have mercy!'\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", " 50 for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.04\n", "\n", "*** Found 0 rows with output_tokens >= 300 for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.04\n", "\n", "*** Found 0 rows with incomplete translations for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.04\n", "### Analyzing: shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.06\n", "*** Found 0 rows with total_repetitions > 50 for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.06\n", "\n", "*** Found 0 rows with output_tokens >= 300 for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.06\n", "\n", "*** Found 0 rows with incomplete translations for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.06\n", "### Analyzing: shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.08\n", "*** Found 0 rows with total_repetitions > 50 for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.08\n", "\n", "*** Found 0 rows with output_tokens >= 300 for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.08\n", "\n", "*** Found 0 rows with incomplete translations for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.08\n", "### Analyzing: shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.10\n", "*** Found 0 rows with total_repetitions > 50 for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.10\n", "\n", "*** Found 0 rows with output_tokens >= 300 for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.10\n", "\n", "*** Found 0 rows with incomplete translations for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.10\n", "### Analyzing: shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.00\n", "*** Found 1 rows with total_repetitions > 50 for shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.00\n", "青天哟——蓝天哟——花花绿绿的天哟——棒槌哟亲哥哟你死了——可就塌了妹妹的天哟——\n", "================================================================================\n", "A blue sky yo – a sapphire sky yo – a painted sky yo – a mighty cudgel yo – dear elder brother yo – death has claimed you – you have brought down little sister's sky yo –.\n", "================================================================================\n", "'The sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue, the sky is blue\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", " 50 for shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.02\n", "\n", "*** Found 0 rows with output_tokens >= 300 for shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.02\n", "\n", "*** Found 0 rows with incomplete translations for shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.02\n", "### Analyzing: shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.04\n", "*** Found 1 rows with total_repetitions > 50 for shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.04\n", "老头子跪在地上，哀求道：“八路老爷饶命，八路老爷饶命……”\n", "================================================================================\n", "He rose to his knees and begged, 'Spare me, Eighth Route Master, spare me!'\n", "================================================================================\n", "The old man fell to his knees and pleaded for mercy: 'Eight-route sir, spare my life! Eight-route sir, spare my life!'\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", "