{ "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": [ "microsoft/Phi-3.5-mini-instruct None False datasets/mac/mac.tsv results/mac-results_rpp_with_mnt_2048.csv False 2048\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_rpp_with_mnt_2048.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_v2d.py\n", "loading /Users/inflaton/code/engd/papers/rapget-translation/llm_toolkit/translation_utils_v2.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" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ce07ed44eef0499a9fb830a317818106", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Fetching 5 files: 0%| | 0/5 [00:00\n", "RangeIndex: 1133 entries, 0 to 1132\n", "Data columns (total 44 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/checkpoint-140/rpp-1.00 1133 non-null object\n", " 3 internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.02 1133 non-null object\n", " 4 internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.04 1133 non-null object\n", " 5 internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.06 1133 non-null object\n", " 6 internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.08 1133 non-null object\n", " 7 internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.10 1133 non-null object\n", " 8 Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00 1133 non-null object\n", " 9 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.00 1133 non-null object\n", " 10 Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.02 1133 non-null object\n", " 11 Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.04 1133 non-null object\n", " 12 Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.06 1133 non-null object\n", " 13 Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.08 1133 non-null object\n", " 14 Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.10 1133 non-null object\n", " 15 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.00 1133 non-null object\n", " 16 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.02 1133 non-null object\n", " 17 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.04 1133 non-null object\n", " 18 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.06 1133 non-null object\n", " 19 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.08 1133 non-null object\n", " 20 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.10 1133 non-null object\n", " 21 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.00 1133 non-null object\n", " 22 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.02 1133 non-null object\n", " 23 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.02 1133 non-null object\n", " 24 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.04 1133 non-null object\n", " 25 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.06 1133 non-null object\n", " 26 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.08 1133 non-null object\n", " 27 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.10 1133 non-null object\n", " 28 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.04 1133 non-null object\n", " 29 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.06 1133 non-null object\n", " 30 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.08 1133 non-null object\n", " 31 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.10 1133 non-null object\n", " 32 Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.00 1133 non-null object\n", " 33 Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.02 1133 non-null object\n", " 34 Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.04 1133 non-null object\n", " 35 Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.06 1133 non-null object\n", " 36 Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.08 1133 non-null object\n", " 37 Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.10 1133 non-null object\n", " 38 microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00 1133 non-null object\n", " 39 microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.02 1133 non-null object\n", " 40 microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.04 1133 non-null object\n", " 41 microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.06 1133 non-null object\n", " 42 microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.08 1133 non-null object\n", " 43 microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.10 1133 non-null object\n", "dtypes: object(44)\n", "memory usage: 389.6+ KB\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/inflaton/anaconda3/envs/rapget/lib/python3.11/site-packages/pytorch_lightning/core/saving.py:195: Found keys that are not in the model state dict but in the checkpoint: ['encoder.model.embeddings.position_ids']\n" ] } ], "source": [ "import pandas as pd\n", "from llm_toolkit.llm_utils import *\n", "from llm_toolkit.translation_utils_v2 import *\n", "\n", "df = pd.read_csv(results_path)\n", "df.info()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['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", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00',\n", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.02',\n", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.04',\n", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.06',\n", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.08',\n", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/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 \"Qwen\" not in col]\n", "result_columns.sort()\n", "result_columns" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(['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", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00',\n", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.02',\n", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.04',\n", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.06',\n", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.08',\n", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/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", " '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", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00',\n", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.02',\n", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.04',\n", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.06',\n", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.08',\n", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/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 32 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/checkpoint-140/rpp-1.00 1133 non-null object\n", " 3 internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.02 1133 non-null object\n", " 4 internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.04 1133 non-null object\n", " 5 internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.06 1133 non-null object\n", " 6 internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.08 1133 non-null object\n", " 7 internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.10 1133 non-null object\n", " 8 microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00 1133 non-null object\n", " 9 microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.02 1133 non-null object\n", " 10 microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.04 1133 non-null object\n", " 11 microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.06 1133 non-null object\n", " 12 microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.08 1133 non-null object\n", " 13 microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.10 1133 non-null object\n", " 14 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.00 1133 non-null object\n", " 15 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.02 1133 non-null object\n", " 16 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.04 1133 non-null object\n", " 17 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.06 1133 non-null object\n", " 18 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.08 1133 non-null object\n", " 19 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.10 1133 non-null object\n", " 20 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.00 1133 non-null object\n", " 21 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.02 1133 non-null object\n", " 22 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.04 1133 non-null object\n", " 23 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.06 1133 non-null object\n", " 24 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.08 1133 non-null object\n", " 25 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.10 1133 non-null object\n", " 26 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.00 1133 non-null object\n", " 27 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.02 1133 non-null object\n", " 28 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.04 1133 non-null object\n", " 29 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.06 1133 non-null object\n", " 30 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.08 1133 non-null object\n", " 31 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.10 1133 non-null object\n", "dtypes: object(32)\n", "memory usage: 283.4+ KB\n" ] } ], "source": [ "df.info()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 30 entries, 0 to 29\n", "Data columns (total 14 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 model 30 non-null object \n", " 1 rpp 30 non-null float64\n", " 2 comet 30 non-null float64\n", " 3 meteor 30 non-null float64\n", " 4 spbleu 30 non-null float64\n", " 5 bleu_1 30 non-null float64\n", " 6 rouge_l 30 non-null float64\n", " 7 ews_score 30 non-null float64\n", " 8 repetition_score 30 non-null float64\n", " 9 total_repetitions 30 non-null float64\n", " 10 nrr 30 non-null float64\n", " 11 rap 30 non-null float64\n", " 12 translation_completeness 30 non-null float64\n", " 13 num_max_output_tokens 30 non-null int64 \n", "dtypes: float64(12), int64(1), object(1)\n", "memory usage: 3.4+ KB\n" ] } ], "source": [ "metrics_path = results_path.replace(\".csv\", \"_metrics.csv\")\n", "metrics_df = pd.read_csv(metrics_path) if os.path.exists(metrics_path) else None\n", "metrics_df.info() if metrics_df is not None else None" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['internlm/internlm2_5-7b-chat', 'microsoft/Phi-3.5-mini-instruct', 'shenzhi-wang/Llama3.1-70B-Chinese-Chat', 'shenzhi-wang/Llama3.1-8B-Chinese-Chat', 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/inflaton/anaconda3/envs/rapget/lib/python3.11/site-packages/huggingface_hub/file_download.py:1142: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n", " warnings.warn(\n", "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n", "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n", "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n", "You set `add_prefix_space`. The tokenizer needs to be converted from the slow tokenizers\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "['internlm/internlm2_5-7b-chat/checkpoint-140', '1.00']\n", "Using existing metrics for internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.00\n", "internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.00: {'model': 'internlm/internlm2_5-7b-chat', 'rpp': 1.0, 'comet': 0.739699612254078, 'meteor': 0.4289996929258777, 'spbleu': 14.734881589173108, 'bleu_1': 0.1473488158917311, 'rouge_l': 0.4096466800937898, 'ews_score': 0.0626654898499558, 'repetition_score': 12.733451015004412, 'total_repetitions': 12.780229479258605, 'nrr': 0.8953000723065799, 'rap': 0.6661695693100516, 'translation_completeness': 1.0, 'num_max_output_tokens': 2}\n", "['internlm/internlm2_5-7b-chat/checkpoint-140', '1.02']\n", "Using existing metrics for internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.02\n", "internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.02: {'model': 'internlm/internlm2_5-7b-chat', 'rpp': 1.02, 'comet': 0.740223803961056, 'meteor': 0.4266246904302194, 'spbleu': 14.583816688798017, 'bleu_1': 0.1458381668879802, 'rouge_l': 0.4071727106228415, 'ews_score': 0.0732568402471315, 'repetition_score': 9.83053839364519, 'total_repetitions': 9.902030008826124, 'nrr': 0.9168581126146824, 'rap': 0.6811691710055862, 'translation_completeness': 1.0, 'num_max_output_tokens': 1}\n", "['internlm/internlm2_5-7b-chat/checkpoint-140', '1.04']\n", "Using existing metrics for internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.04\n", "internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.04: {'model': 'internlm/internlm2_5-7b-chat', 'rpp': 1.04, 'comet': 0.7398856264610577, 'meteor': 0.4154585167056314, 'spbleu': 13.534659133050225, 'bleu_1': 0.1353465913305021, 'rouge_l': 0.3968657713589718, 'ews_score': 0.0847308031774051, 'repetition_score': 6.516328331862312, 'total_repetitions': 6.593998234774934, 'nrr': 0.9439324577861165, 'rap': 0.6995435655849078, 'translation_completeness': 1.0, 'num_max_output_tokens': 1}\n", "['internlm/internlm2_5-7b-chat/checkpoint-140', '1.06']\n", "Using existing metrics for internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.06\n", "internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.06: {'model': 'internlm/internlm2_5-7b-chat', 'rpp': 1.06, 'comet': 0.7379362287241489, 'meteor': 0.4039588647855378, 'spbleu': 12.346740971499404, 'bleu_1': 0.1234674097149939, 'rouge_l': 0.3872447044295494, 'ews_score': 0.0794351279788173, 'repetition_score': 6.523389232127096, 'total_repetitions': 6.595763459841129, 'nrr': 0.9449117245954812, 'rap': 0.6983840277704758, 'translation_completeness': 0.999117387466902, 'num_max_output_tokens': 1}\n", "['internlm/internlm2_5-7b-chat/checkpoint-140', '1.08']\n", "Using existing metrics for internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.08\n", "internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.08: {'model': 'internlm/internlm2_5-7b-chat', 'rpp': 1.08, 'comet': 0.7319988705684732, 'meteor': 0.3873176839854818, 'spbleu': 11.075674965706344, 'bleu_1': 0.1107567496570634, 'rouge_l': 0.3724352909668609, 'ews_score': 0.0609002647837599, 'repetition_score': 9.806707855251544, 'total_repetitions': 9.86054721977052, 'nrr': 0.9211445753368578, 'rap': 0.6764939783290728, 'translation_completeness': 0.999117387466902, 'num_max_output_tokens': 1}\n", "['internlm/internlm2_5-7b-chat/checkpoint-140', '1.10']\n", "Using existing metrics for internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.10\n", "internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.10: {'model': 'internlm/internlm2_5-7b-chat', 'rpp': 1.1, 'comet': 0.7295350462119345, 'meteor': 0.3769306874386757, 'spbleu': 10.305163787094209, 'bleu_1': 0.1030516378709421, 'rouge_l': 0.3634496155759507, 'ews_score': 0.0917917034421888, 'repetition_score': 6.509267431597529, 'total_repetitions': 6.589585172109444, 'nrr': 0.9471298879714476, 'rap': 0.6919663284986777, 'translation_completeness': 0.999117387466902, 'num_max_output_tokens': 1}\n", "['microsoft/Phi-3.5-mini-instruct/checkpoint-210', '1.00']\n", "Using existing metrics for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00\n", "microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00: {'model': 'microsoft/Phi-3.5-mini-instruct', 'rpp': 1.0, 'comet': 0.7107840433177544, 'meteor': 0.3796831545348129, 'spbleu': 8.71296896471494, 'bleu_1': 0.0871296896471493, 'rouge_l': 0.3589874395901284, 'ews_score': 10.672550750220651, 'repetition_score': 18.120035304501325, 'total_repetitions': 28.762577228596648, 'nrr': 0.7966592413719948, 'rap': 0.5799998752734734, 'translation_completeness': 1.0, 'num_max_output_tokens': 6}\n", "['microsoft/Phi-3.5-mini-instruct/checkpoint-210', '1.02']\n", "Using existing metrics for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.02\n", "microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.02: {'model': 'microsoft/Phi-3.5-mini-instruct', 'rpp': 1.02, 'comet': 0.7164765837070485, 'meteor': 0.3780585837553919, 'spbleu': 10.291240080163629, 'bleu_1': 0.1029124008016362, 'rouge_l': 0.3546952732427276, 'ews_score': 3.58693733451015, 'repetition_score': 7.135922330097087, 'total_repetitions': 10.699029126213592, 'nrr': 0.9149100455563276, 'rap': 0.6580333479347642, 'translation_completeness': 1.0, 'num_max_output_tokens': 2}\n", "['microsoft/Phi-3.5-mini-instruct/checkpoint-210', '1.04']\n", "Using existing metrics for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.04\n", "microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.04: {'model': 'microsoft/Phi-3.5-mini-instruct', 'rpp': 1.04, 'comet': 0.7111233387336411, 'meteor': 0.3547161333845742, 'spbleu': 8.966881655527896, 'bleu_1': 0.0896688165552789, 'rouge_l': 0.3300979657678754, 'ews_score': 3.617828773168579, 'repetition_score': 0.1394527802294792, 'total_repetitions': 3.7572815533980584, 'nrr': 0.9696889863575516, 'rap': 0.6898918687232755, 'translation_completeness': 1.0, 'num_max_output_tokens': 1}\n", "['microsoft/Phi-3.5-mini-instruct/checkpoint-210', '1.06']\n", "Using existing metrics for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.06\n", "microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.06: {'model': 'microsoft/Phi-3.5-mini-instruct', 'rpp': 1.06, 'comet': 0.7024363270136286, 'meteor': 0.3298733737040869, 'spbleu': 7.076233088011138, 'bleu_1': 0.0707623308801113, 'rouge_l': 0.3019513312669543, 'ews_score': 0.0538393645189761, 'repetition_score': 0.0970873786407767, 'total_repetitions': 0.1500441306266549, 'nrr': 0.9988403740816786, 'rap': 0.7016222357547428, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "['microsoft/Phi-3.5-mini-instruct/checkpoint-210', '1.08']\n", "Using existing metrics for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.08\n", "microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.08: {'model': 'microsoft/Phi-3.5-mini-instruct', 'rpp': 1.08, 'comet': 0.6882111219210848, 'meteor': 0.3054541022592767, 'spbleu': 5.105510599247868, 'bleu_1': 0.0510551059924786, 'rouge_l': 0.2736030007297014, 'ews_score': 3.385701676963813, 'repetition_score': 0.1209179170344219, 'total_repetitions': 3.4933804060017652, 'nrr': 0.9759507592098629, 'rap': 0.671857600014404, 'translation_completeness': 1.0, 'num_max_output_tokens': 1}\n", "['microsoft/Phi-3.5-mini-instruct/checkpoint-210', '1.10']\n", "Using existing metrics for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.10\n", "microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.10: {'model': 'microsoft/Phi-3.5-mini-instruct', 'rpp': 1.1, 'comet': 0.6712992989638161, 'meteor': 0.2903831801547132, 'spbleu': 4.091958857999118, 'bleu_1': 0.0409195885799911, 'rouge_l': 0.251653275009876, 'ews_score': 0.3759929390997352, 'repetition_score': 0.1209179170344219, 'total_repetitions': 0.4827890556045895, 'nrr': 0.9970834288639236, 'rap': 0.6693442591969271, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "['shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210', '1.00']\n", "Using existing metrics for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.00\n", "shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.00: {'model': 'shenzhi-wang/Llama3.1-70B-Chinese-Chat', 'rpp': 1.0, 'comet': 0.7501818982248062, 'meteor': 0.4611110508507017, 'spbleu': 17.87914973742753, 'bleu_1': 0.1787914973742752, 'rouge_l': 0.4340662057009564, 'ews_score': 0.0088261253309797, 'repetition_score': 0.2383053839364519, 'total_repetitions': 0.2224183583406884, 'nrr': 0.9981199782156206, 'rap': 0.7487728648356466, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "['shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210', '1.02']\n", "Using existing metrics for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.02\n", "shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.02: {'model': 'shenzhi-wang/Llama3.1-70B-Chinese-Chat', 'rpp': 1.02, 'comet': 0.7485114382045625, 'meteor': 0.4571517219079576, 'spbleu': 17.436884594979905, 'bleu_1': 0.174368845949799, 'rouge_l': 0.4311385932640979, 'ews_score': 0.0088261253309797, 'repetition_score': 0.2197705207413945, 'total_repetitions': 0.203883495145631, 'nrr': 0.9982746129082856, 'rap': 0.7472210797351193, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "['shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210', '1.04']\n", "Using existing metrics for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.04\n", "shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.04: {'model': 'shenzhi-wang/Llama3.1-70B-Chinese-Chat', 'rpp': 1.04, 'comet': 0.7500591586357918, 'meteor': 0.4560467960364254, 'spbleu': 17.440173470996626, 'bleu_1': 0.1744017347099662, 'rouge_l': 0.4302844557731285, 'ews_score': 0.0088261253309797, 'repetition_score': 0.2488967343336275, 'total_repetitions': 0.233009708737864, 'nrr': 0.9980379478718424, 'rap': 0.748588946255661, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "['shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210', '1.06']\n", "Using existing metrics for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.06\n", "shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.06: {'model': 'shenzhi-wang/Llama3.1-70B-Chinese-Chat', 'rpp': 1.06, 'comet': 0.748812871571673, 'meteor': 0.4520416361219855, 'spbleu': 16.89523258317781, 'bleu_1': 0.168952325831778, 'rouge_l': 0.4260026774745837, 'ews_score': 0.0088261253309797, 'repetition_score': 0.1906443071491615, 'total_repetitions': 0.174757281553398, 'nrr': 0.9985432285880352, 'rap': 0.7477228165607196, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "['shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210', '1.08']\n", "Using existing metrics for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.08\n", "shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.08: {'model': 'shenzhi-wang/Llama3.1-70B-Chinese-Chat', 'rpp': 1.08, 'comet': 0.7473851635144647, 'meteor': 0.4442106511292453, 'spbleu': 16.16623784482793, 'bleu_1': 0.1616623784482792, 'rouge_l': 0.4195129470585874, 'ews_score': 0.0132391879964695, 'repetition_score': 0.2497793468667255, 'total_repetitions': 0.2383053839364519, 'nrr': 0.9980145014928008, 'rap': 0.7459027035860045, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "['shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210', '1.10']\n", "Using existing metrics for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.10\n", "shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.10: {'model': 'shenzhi-wang/Llama3.1-70B-Chinese-Chat', 'rpp': 1.1, 'comet': 0.7465709781131172, 'meteor': 0.4379837926138161, 'spbleu': 15.60172257624066, 'bleu_1': 0.1560172257624066, 'rouge_l': 0.4132562932940978, 'ews_score': 0.0132391879964695, 'repetition_score': 0.1482789055604589, 'total_repetitions': 0.1279788172992056, 'nrr': 0.9989455542385084, 'rap': 0.7457841744034126, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "['shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105', '1.00']\n", "Using existing metrics for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.00\n", "shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.00: {'model': 'shenzhi-wang/Llama3.1-8B-Chinese-Chat', 'rpp': 1.0, 'comet': 0.7426396049131678, 'meteor': 0.433632501662176, 'spbleu': 15.209540658023398, 'bleu_1': 0.1520954065802339, 'rouge_l': 0.4089208235151474, 'ews_score': 0.0044130626654898, 'repetition_score': 5.917034421888791, 'total_repetitions': 5.899382171226831, 'nrr': 0.9510928022126776, 'rap': 0.707193043999177, 'translation_completeness': 1.0, 'num_max_output_tokens': 1}\n", "['shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105', '1.02']\n", "Using existing metrics for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.02\n", "shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.02: {'model': 'shenzhi-wang/Llama3.1-8B-Chinese-Chat', 'rpp': 1.02, 'comet': 0.7436477056353469, 'meteor': 0.4329054166518245, 'spbleu': 15.19102241646024, 'bleu_1': 0.1519102241646024, 'rouge_l': 0.4068967964789407, 'ews_score': 0.0, 'repetition_score': 5.890556045895852, 'total_repetitions': 5.856134157105031, 'nrr': 0.9515371524151078, 'rap': 0.7084677654310264, 'translation_completeness': 1.0, 'num_max_output_tokens': 1}\n", "['shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105', '1.04']\n", "Using existing metrics for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.04\n", "shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.04: {'model': 'shenzhi-wang/Llama3.1-8B-Chinese-Chat', 'rpp': 1.04, 'comet': 0.7440943776351209, 'meteor': 0.4320478700956207, 'spbleu': 15.05135166158296, 'bleu_1': 0.1505135166158296, 'rouge_l': 0.4062008380201262, 'ews_score': 0.0044130626654898, 'repetition_score': 0.2877316857899382, 'total_repetitions': 0.2577228596646072, 'nrr': 0.997769033884708, 'rap': 0.7424361786726534, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "['shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105', '1.06']\n", "Using existing metrics for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.06\n", "shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.06: {'model': 'shenzhi-wang/Llama3.1-8B-Chinese-Chat', 'rpp': 1.06, 'comet': 0.7426502735395928, 'meteor': 0.4275429314912545, 'spbleu': 14.449130821290163, 'bleu_1': 0.1444913082129016, 'rouge_l': 0.4001409979222783, 'ews_score': 0.0088261253309797, 'repetition_score': 0.2603706972639011, 'total_repetitions': 0.2506619593998235, 'nrr': 0.9978528117581238, 'rap': 0.7410573743436286, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "['shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105', '1.08']\n", "Using existing metrics for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.08\n", "shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.08: {'model': 'shenzhi-wang/Llama3.1-8B-Chinese-Chat', 'rpp': 1.08, 'comet': 0.7408098006080129, 'meteor': 0.4206626658729054, 'spbleu': 13.933703757385222, 'bleu_1': 0.1393370375738522, 'rouge_l': 0.3964824268676203, 'ews_score': 0.0044130626654898, 'repetition_score': 0.2462488967343336, 'total_repetitions': 0.2268314210061782, 'nrr': 0.9980682501503308, 'rap': 0.739380122721665, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "['shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105', '1.10']\n", "Using existing metrics for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.10\n", "shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.10: {'model': 'shenzhi-wang/Llama3.1-8B-Chinese-Chat', 'rpp': 1.1, 'comet': 0.7392685912871718, 'meteor': 0.4111211240399151, 'spbleu': 13.303738403756984, 'bleu_1': 0.1330373840375698, 'rouge_l': 0.3870959581563503, 'ews_score': 0.0044130626654898, 'repetition_score': 0.2268314210061782, 'total_repetitions': 0.2074139452780229, 'nrr': 0.9982574134082768, 'rap': 0.7379814735350871, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "['shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70', '1.00']\n", "Using existing metrics for 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-1.00: {'model': 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat', 'rpp': 1.0, 'comet': 0.7240239171358935, 'meteor': 0.4068335357738006, 'spbleu': 13.565136550617618, 'bleu_1': 0.1356513655061761, 'rouge_l': 0.3866395067055498, 'ews_score': 0.0617828773168579, 'repetition_score': 0.2312444836716681, 'total_repetitions': 0.2806707855251544, 'nrr': 0.997451167413416, 'rap': 0.7221808512134694, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "['shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70', '1.02']\n", "Using existing metrics for 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-1.02: {'model': 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat', 'rpp': 1.02, 'comet': 0.7263097057327799, 'meteor': 0.4064914781094827, 'spbleu': 13.42987641622816, 'bleu_1': 0.1342987641622816, 'rouge_l': 0.3863697821025159, 'ews_score': 0.0706090026478376, 'repetition_score': 6.35657546337158, 'total_repetitions': 6.423654015887026, 'nrr': 0.9447162129314536, 'rap': 0.6872462900041894, 'translation_completeness': 1.0, 'num_max_output_tokens': 1}\n", "['shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70', '1.04']\n", "Using existing metrics for 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-1.04: {'model': 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat', 'rpp': 1.04, 'comet': 0.7276128307708258, 'meteor': 0.4054859896994975, 'spbleu': 13.295092218891954, 'bleu_1': 0.1329509221889195, 'rouge_l': 0.3851203729935697, 'ews_score': 0.0609002647837599, 'repetition_score': 0.2515445719329214, 'total_repetitions': 0.2983230361871138, 'nrr': 0.997287297650864, 'rap': 0.7256417084783192, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "['shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70', '1.06']\n", "Using existing metrics for 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-1.06: {'model': 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat', 'rpp': 1.06, 'comet': 0.7276865132383193, 'meteor': 0.4014727027723293, 'spbleu': 13.10860799057166, 'bleu_1': 0.1310860799057166, 'rouge_l': 0.3804952786306688, 'ews_score': 0.0609002647837599, 'repetition_score': 0.2577228596646072, 'total_repetitions': 0.3168578993821712, 'nrr': 0.997122798018818, 'rap': 0.7255958212745602, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "['shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70', '1.08']\n", "Using existing metrics for 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-1.08: {'model': 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat', 'rpp': 1.08, 'comet': 0.726393195584298, 'meteor': 0.3987018836449559, 'spbleu': 12.850537785783194, 'bleu_1': 0.1285053778578319, 'rouge_l': 0.3788945955746495, 'ews_score': 0.0661959399823477, 'repetition_score': 0.2983230361871138, 'total_repetitions': 0.3645189761694616, 'nrr': 0.9967252630493908, 'rap': 0.7240183395827072, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "['shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70', '1.10']\n", "Using existing metrics for shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.10\n", "shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.10: {'model': 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat', 'rpp': 1.1, 'comet': 0.7244012304511832, 'meteor': 0.3932239948456176, 'spbleu': 12.361161644811926, 'bleu_1': 0.1236116164481192, 'rouge_l': 0.3733413807007665, 'ews_score': 0.0591350397175639, 'repetition_score': 0.1632833186231244, 'total_repetitions': 0.2224183583406884, 'nrr': 0.9980007933359778, 'rap': 0.7229544493729037, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "CPU times: user 19.9 s, sys: 194 ms, total: 20.1 s\n", "Wall time: 21.7 s\n" ] }, { "data": { "text/html": [ "
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modelrppcometmeteorspbleubleu_1rouge_lews_scorerepetition_scoretotal_repetitionsnrrraptranslation_completenessnum_max_output_tokens
0internlm/internlm2_5-7b-chat1.000.7397000.42900014.7348820.1473490.4096470.05383912.60635512.6469550.8963920.6668971.0000002
1internlm/internlm2_5-7b-chat1.020.7402240.42662514.5838170.1458380.4071730.0626659.8490739.9108560.9167840.6811191.0000001
2internlm/internlm2_5-7b-chat1.040.7398860.41545913.5346590.1353470.3968660.0723746.5295686.5966460.9439100.6995281.0000001
3internlm/internlm2_5-7b-chat1.060.7379360.40395912.3467410.1234670.3872450.0679616.5339816.5966460.9449040.6983790.9991171
4internlm/internlm2_5-7b-chat1.080.7319990.38731811.0756750.1107570.3724350.0520749.8349519.8817300.9209750.6763790.9991171
5internlm/internlm2_5-7b-chat1.100.7295350.37693110.3051640.1030520.3634500.0785536.5278026.5966460.9470730.6919270.9991171
6microsoft/Phi-3.5-mini-instruct1.000.7107840.3796838.7129690.0871300.35898710.67078617.93821728.5834070.7979260.5807351.0000006
7microsoft/Phi-3.5-mini-instruct1.020.7164770.37805910.2912400.1029120.3546953.5851727.14033510.7052070.9148610.6580011.0000002
8microsoft/Phi-3.5-mini-instruct1.040.7111230.3547168.9668820.0896690.3300983.6125330.0732573.6857900.9702660.6902901.0000001
9microsoft/Phi-3.5-mini-instruct1.060.7024360.3298737.0762330.0707620.3019510.0458960.0520740.0970870.9992500.7019091.0000000
10microsoft/Phi-3.5-mini-instruct1.080.6882110.3054545.1055110.0510550.2736033.3609890.0644313.4148280.9764920.6722211.0000001
11microsoft/Phi-3.5-mini-instruct1.100.6712990.2903834.0919590.0409200.2516530.3221540.0653130.3786410.9977130.6697661.0000000
12shenzhi-wang/Llama3.1-70B-Chinese-Chat1.000.7501820.46111117.8791500.1787910.4340660.0070610.1262140.1165050.9990150.7494441.0000000
13shenzhi-wang/Llama3.1-70B-Chinese-Chat1.020.7485110.45715217.4368850.1743690.4311390.0070610.1156220.1059140.9991040.7478411.0000000
14shenzhi-wang/Llama3.1-70B-Chinese-Chat1.040.7500590.45604717.4401730.1744020.4302840.0070610.1306270.1209180.9989820.7492961.0000000
15shenzhi-wang/Llama3.1-70B-Chinese-Chat1.060.7488130.45204216.8952330.1689520.4260030.0070610.0997350.0900260.9992500.7482511.0000000
16shenzhi-wang/Llama3.1-70B-Chinese-Chat1.080.7473850.44421116.1662380.1616620.4195130.0105910.1306270.1244480.9989630.7466111.0000000
17shenzhi-wang/Llama3.1-70B-Chinese-Chat1.100.7465710.43798415.6017230.1560170.4132560.0105910.0785530.0653130.9994620.7461691.0000000
18shenzhi-wang/Llama3.1-8B-Chinese-Chat1.000.7426400.43363315.2095410.1520950.4089210.0035303.9011473.8896730.9677540.7190741.0000001
19shenzhi-wang/Llama3.1-8B-Chinese-Chat1.020.7436480.43290515.1910220.1519100.4068970.0000003.8905563.8693730.9679790.7202121.0000001
20shenzhi-wang/Llama3.1-8B-Chinese-Chat1.040.7440940.43204815.0513520.1505140.4062010.0035300.1526920.1350400.9988310.7432251.0000000
21shenzhi-wang/Llama3.1-8B-Chinese-Chat1.060.7426500.42754314.4491310.1444910.4001410.0070610.1376880.1332740.9988580.7418031.0000000
22shenzhi-wang/Llama3.1-8B-Chinese-Chat1.080.7408100.42066313.9337040.1393370.3964820.0035300.1297440.1173870.9990000.7400701.0000000
23shenzhi-wang/Llama3.1-8B-Chinese-Chat1.100.7392690.41112113.3037380.1330370.3870960.0035300.1218010.1094440.9990810.7385891.0000000
24shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat1.000.7240240.40683413.5651370.1356510.3866400.0529570.1209180.1676960.9984770.7229221.0000000
25shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat1.020.7263100.40649113.4298760.1342990.3863700.0600186.2365406.2947930.9458250.6880091.0000001
26shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat1.040.7276130.40548613.2950920.1329510.3851200.0520740.1297440.1694620.9984590.7264921.0000000
27shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat1.060.7276870.40147313.1086080.1310860.3804950.0520740.1341570.1844660.9983250.7264691.0000000
28shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat1.080.7263930.39870212.8505380.1285050.3788950.0564870.1535750.2100620.9981130.7250241.0000000
29shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat1.100.7244010.39322412.3611620.1236120.3733410.0503090.0856130.1359220.9987780.7235171.0000000
\n", "
" ], "text/plain": [ " model rpp comet meteor \\\n", "0 internlm/internlm2_5-7b-chat 1.00 0.739700 0.429000 \n", "1 internlm/internlm2_5-7b-chat 1.02 0.740224 0.426625 \n", "2 internlm/internlm2_5-7b-chat 1.04 0.739886 0.415459 \n", "3 internlm/internlm2_5-7b-chat 1.06 0.737936 0.403959 \n", "4 internlm/internlm2_5-7b-chat 1.08 0.731999 0.387318 \n", "5 internlm/internlm2_5-7b-chat 1.10 0.729535 0.376931 \n", "6 microsoft/Phi-3.5-mini-instruct 1.00 0.710784 0.379683 \n", "7 microsoft/Phi-3.5-mini-instruct 1.02 0.716477 0.378059 \n", "8 microsoft/Phi-3.5-mini-instruct 1.04 0.711123 0.354716 \n", "9 microsoft/Phi-3.5-mini-instruct 1.06 0.702436 0.329873 \n", "10 microsoft/Phi-3.5-mini-instruct 1.08 0.688211 0.305454 \n", "11 microsoft/Phi-3.5-mini-instruct 1.10 0.671299 0.290383 \n", "12 shenzhi-wang/Llama3.1-70B-Chinese-Chat 1.00 0.750182 0.461111 \n", "13 shenzhi-wang/Llama3.1-70B-Chinese-Chat 1.02 0.748511 0.457152 \n", "14 shenzhi-wang/Llama3.1-70B-Chinese-Chat 1.04 0.750059 0.456047 \n", "15 shenzhi-wang/Llama3.1-70B-Chinese-Chat 1.06 0.748813 0.452042 \n", "16 shenzhi-wang/Llama3.1-70B-Chinese-Chat 1.08 0.747385 0.444211 \n", "17 shenzhi-wang/Llama3.1-70B-Chinese-Chat 1.10 0.746571 0.437984 \n", "18 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1.00 0.742640 0.433633 \n", "19 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1.02 0.743648 0.432905 \n", "20 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1.04 0.744094 0.432048 \n", "21 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1.06 0.742650 0.427543 \n", "22 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1.08 0.740810 0.420663 \n", "23 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1.10 0.739269 0.411121 \n", "24 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1.00 0.724024 0.406834 \n", "25 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1.02 0.726310 0.406491 \n", "26 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1.04 0.727613 0.405486 \n", "27 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1.06 0.727687 0.401473 \n", "28 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1.08 0.726393 0.398702 \n", "29 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1.10 0.724401 0.393224 \n", "\n", " spbleu bleu_1 rouge_l ews_score repetition_score \\\n", "0 14.734882 0.147349 0.409647 0.053839 12.606355 \n", "1 14.583817 0.145838 0.407173 0.062665 9.849073 \n", "2 13.534659 0.135347 0.396866 0.072374 6.529568 \n", "3 12.346741 0.123467 0.387245 0.067961 6.533981 \n", "4 11.075675 0.110757 0.372435 0.052074 9.834951 \n", "5 10.305164 0.103052 0.363450 0.078553 6.527802 \n", "6 8.712969 0.087130 0.358987 10.670786 17.938217 \n", "7 10.291240 0.102912 0.354695 3.585172 7.140335 \n", "8 8.966882 0.089669 0.330098 3.612533 0.073257 \n", "9 7.076233 0.070762 0.301951 0.045896 0.052074 \n", "10 5.105511 0.051055 0.273603 3.360989 0.064431 \n", "11 4.091959 0.040920 0.251653 0.322154 0.065313 \n", "12 17.879150 0.178791 0.434066 0.007061 0.126214 \n", "13 17.436885 0.174369 0.431139 0.007061 0.115622 \n", "14 17.440173 0.174402 0.430284 0.007061 0.130627 \n", "15 16.895233 0.168952 0.426003 0.007061 0.099735 \n", "16 16.166238 0.161662 0.419513 0.010591 0.130627 \n", "17 15.601723 0.156017 0.413256 0.010591 0.078553 \n", "18 15.209541 0.152095 0.408921 0.003530 3.901147 \n", "19 15.191022 0.151910 0.406897 0.000000 3.890556 \n", "20 15.051352 0.150514 0.406201 0.003530 0.152692 \n", "21 14.449131 0.144491 0.400141 0.007061 0.137688 \n", "22 13.933704 0.139337 0.396482 0.003530 0.129744 \n", "23 13.303738 0.133037 0.387096 0.003530 0.121801 \n", "24 13.565137 0.135651 0.386640 0.052957 0.120918 \n", "25 13.429876 0.134299 0.386370 0.060018 6.236540 \n", "26 13.295092 0.132951 0.385120 0.052074 0.129744 \n", "27 13.108608 0.131086 0.380495 0.052074 0.134157 \n", "28 12.850538 0.128505 0.378895 0.056487 0.153575 \n", "29 12.361162 0.123612 0.373341 0.050309 0.085613 \n", "\n", " total_repetitions nrr rap translation_completeness \\\n", "0 12.646955 0.896392 0.666897 1.000000 \n", "1 9.910856 0.916784 0.681119 1.000000 \n", "2 6.596646 0.943910 0.699528 1.000000 \n", "3 6.596646 0.944904 0.698379 0.999117 \n", "4 9.881730 0.920975 0.676379 0.999117 \n", "5 6.596646 0.947073 0.691927 0.999117 \n", "6 28.583407 0.797926 0.580735 1.000000 \n", "7 10.705207 0.914861 0.658001 1.000000 \n", "8 3.685790 0.970266 0.690290 1.000000 \n", "9 0.097087 0.999250 0.701909 1.000000 \n", "10 3.414828 0.976492 0.672221 1.000000 \n", "11 0.378641 0.997713 0.669766 1.000000 \n", "12 0.116505 0.999015 0.749444 1.000000 \n", "13 0.105914 0.999104 0.747841 1.000000 \n", "14 0.120918 0.998982 0.749296 1.000000 \n", "15 0.090026 0.999250 0.748251 1.000000 \n", "16 0.124448 0.998963 0.746611 1.000000 \n", "17 0.065313 0.999462 0.746169 1.000000 \n", "18 3.889673 0.967754 0.719074 1.000000 \n", "19 3.869373 0.967979 0.720212 1.000000 \n", "20 0.135040 0.998831 0.743225 1.000000 \n", "21 0.133274 0.998858 0.741803 1.000000 \n", "22 0.117387 0.999000 0.740070 1.000000 \n", "23 0.109444 0.999081 0.738589 1.000000 \n", "24 0.167696 0.998477 0.722922 1.000000 \n", "25 6.294793 0.945825 0.688009 1.000000 \n", "26 0.169462 0.998459 0.726492 1.000000 \n", "27 0.184466 0.998325 0.726469 1.000000 \n", "28 0.210062 0.998113 0.725024 1.000000 \n", "29 0.135922 0.998778 0.723517 1.000000 \n", "\n", " num_max_output_tokens \n", "0 2 \n", "1 1 \n", "2 1 \n", "3 1 \n", "4 1 \n", "5 1 \n", "6 6 \n", "7 2 \n", "8 1 \n", "9 0 \n", "10 1 \n", "11 0 \n", "12 0 \n", "13 0 \n", "14 0 \n", "15 0 \n", "16 0 \n", "17 0 \n", "18 1 \n", "19 1 \n", "20 0 \n", "21 0 \n", "22 0 \n", "23 0 \n", "24 0 \n", "25 1 \n", "26 0 \n", "27 0 \n", "28 0 \n", "29 0 " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "\n", "variant = \"rpp\"\n", "metrics_df = get_metrics(\n", " df,\n", " max_output_tokens=max_new_tokens,\n", " variant=variant,\n", " existing_metrics_df=metrics_df,\n", ")\n", "metrics_df" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cometmeteorspbleubleu_1rouge_lews_scorerepetition_scoretotal_repetitionsnrrraptranslation_completenessnum_max_output_tokens
count30.00000030.00000030.00000030.00000030.00000030.00000030.00000030.00000030.00000030.00000030.00000030.000000
mean0.7306890.40520412.9331340.1293310.3819550.7459843.1030303.8378050.9696930.7096720.9999120.666667
std0.0188510.0421283.4689430.0346890.0437902.1537504.6756576.0785770.0454400.0378620.0002691.184187
min0.6712990.2903834.0919590.0409200.2516530.0000000.0520740.0653130.7979260.5807350.9991170.000000
25%0.7248780.38879411.3934410.1139340.3726620.0070610.1169460.1218010.9461370.6885791.0000000.000000
50%0.7386020.40897713.4822680.1348230.3871700.0520740.1323920.1972640.9982190.7215671.0000000.000000
75%0.7433980.43269115.1561050.1515610.4084840.0666376.4549876.5211830.9989770.7413701.0000001.000000
max0.7501820.46111117.8791500.1787910.43406610.67078617.93821728.5834070.9994620.7494441.0000006.000000
\n", "
" ], "text/plain": [ " comet meteor spbleu bleu_1 rouge_l ews_score \\\n", "count 30.000000 30.000000 30.000000 30.000000 30.000000 30.000000 \n", "mean 0.730689 0.405204 12.933134 0.129331 0.381955 0.745984 \n", "std 0.018851 0.042128 3.468943 0.034689 0.043790 2.153750 \n", "min 0.671299 0.290383 4.091959 0.040920 0.251653 0.000000 \n", "25% 0.724878 0.388794 11.393441 0.113934 0.372662 0.007061 \n", "50% 0.738602 0.408977 13.482268 0.134823 0.387170 0.052074 \n", "75% 0.743398 0.432691 15.156105 0.151561 0.408484 0.066637 \n", "max 0.750182 0.461111 17.879150 0.178791 0.434066 10.670786 \n", "\n", " repetition_score total_repetitions nrr rap \\\n", "count 30.000000 30.000000 30.000000 30.000000 \n", "mean 3.103030 3.837805 0.969693 0.709672 \n", "std 4.675657 6.078577 0.045440 0.037862 \n", "min 0.052074 0.065313 0.797926 0.580735 \n", "25% 0.116946 0.121801 0.946137 0.688579 \n", "50% 0.132392 0.197264 0.998219 0.721567 \n", "75% 6.454987 6.521183 0.998977 0.741370 \n", "max 17.938217 28.583407 0.999462 0.749444 \n", "\n", " translation_completeness num_max_output_tokens \n", "count 30.000000 30.000000 \n", "mean 0.999912 0.666667 \n", "std 0.000269 1.184187 \n", "min 0.999117 0.000000 \n", "25% 1.000000 0.000000 \n", "50% 1.000000 0.000000 \n", "75% 1.000000 1.000000 \n", "max 1.000000 6.000000 " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "metrics_df.to_csv(metrics_path, index=False)\n", "metrics_df.describe()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['internlm/internlm2_5-7b-chat', 'microsoft/Phi-3.5-mini-instruct',\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", " \"microsoft/Phi-3.5-mini-instruct\": 5,\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, -0.575 if len(columns) > 1 else -0.35),\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", " [\"comet\", \"rap\"],\n", " [\"COMET\", \"RAP-COMET\"],\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", " [\"comet\"],\n", " [\"COMET\"],\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", " [\"comet\", \"meteor\"],\n", " [\"COMET\", \"METEOR\"],\n", ")" ] }, { "cell_type": "code", "execution_count": 19, "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", " [\"comet\", \"total_repetitions\"],\n", " [\"COMET\", \"Mean Total Repetitions\"],\n", ")" ] }, { "cell_type": "code", "execution_count": 20, "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", " [\"num_max_output_tokens\", \"total_repetitions\"],\n", " [\"Number of Answers with Max Output Tokens\", \"Mean Total Repetitions\"],\n", ")" ] }, { "cell_type": "code", "execution_count": 21, "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", " [\"total_repetitions\", \"nrr\"],\n", " [\"Mean Total Repetitions\", \"Non-Repetitive Ratio\"],\n", ")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "### Analyzing: internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.00\n", "*** Found 2 rows with total_repetitions > 50 for internlm/internlm2_5-7b-chat/checkpoint-140/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, long, long, long, short, long, long, long, short, long, long, short, short, long, long, long, long, short, long, long, long, short, long, long, long, short, long, long, short, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long,\n", "================================================================================\n", "----detect non-word characters repetition----\n", "----detect text repetitions----\n", "\n", "Group 1 found at 105-111: `, long`\n", "\n", "Group 1 found at 117-124: `, short`\n", "\n", "Group 1 found at 131-137: `, long`\n", "\n", "Group 1 found at 212-218: `, long`\n", "\n", "Group 1 found at 224-231: `, short`\n", "\n", "Group 1 found at 238-244: `, long`\n", "\n", "Group 1 found at 6388-6394: `, long`\n", "(0, 6262, 6262)\n", "不看僧面看佛面，不看鱼面看水面，不看我的面子也要看豆官的面子上，留下吧，你要我…… 我也给你…… 你就像我的爹一样……”\n", "================================================================================\n", "'If not for the sake of the monk, stay for the Buddha. If not for the sake of the fish, stay for the water. If not for my sake, stay for little Douguan. You can have me, if you want. . . . You're like my own father. . . .'\n", "================================================================================\n", "'You ought to spare my face for the sake of the Buddha's. You ought to spare my face for the sake of the fish. You ought to spare my face for the sake of the bean-girl. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to\n", "================================================================================\n", "----detect non-word characters repetition----\n", "----detect text repetitions----\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 short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long 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 non-word characters repetition----\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", "Long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-sh\n", "================================================================================\n", "----detect non-word characters repetition----\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", "Long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-sh\n", "================================================================================\n", "----detect non-word characters repetition----\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 short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long 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 non-word characters repetition----\n", "----detect text repetitions----\n", " 50 for internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.10\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", "Long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-sh\n", "================================================================================\n", "----detect non-word characters repetition----\n", "----detect text repetitions----\n", " 50 for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00\n", "谁知狗儿利名心重，听如此说，心下便有些活动； 又听他妻子这番话，便笑道：“老老既这么说，况且当日你又见过这姑太太一次，为什么不你老人家明日就去走一遭，先试试风头儿去？”\n", "================================================================================\n", "Gou-er's cupidity, however, had been aroused by the words of his mother-in-law, and his reaction to them was less discouraging than his wife's. 'Well, if it's as you say, Grannie, and being as you've already seen this lady, why not go there yourself and spy out the land for us?'\n", "================================================================================\n", "But the dog's heart was softened by the words, and he began to feel a little more alive. Then he heard his wife's words, and he laughed. 'Well, if you say so, I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. 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I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go\n", "================================================================================\n", "----detect non-word characters repetition----\n", "----detect text repetitions----\n", "\n", "Group 1 found at 158-187: ` I'll go and see her tomorrow`\n", "(0, 5970, 5970)\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", "Long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short,\n", "================================================================================\n", "----detect non-word characters repetition----\n", "----detect text repetitions----\n", "\n", "Group 1 found at 48-70: `You're a very good boy`\n", "(0, 6048, 6048)\n", "\n", "*** Found 6 rows with output_tokens >= 2048 for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00\n", "--------------------------------------------------\n", "chinese: 谁知狗儿利名心重，听如此说，心下便有些活动； 又听他妻子这番话，便笑道：“老老既这么说，况且当日你又见过这姑太太一次，为什么不你老人家明日就去走一遭，先试试风头儿去？”\n", "--------------------------------------------------\n", "english: Gou-er's cupidity, however, had been aroused by the words of his mother-in-law, and his reaction to them was less discouraging than his wife's. 'Well, if it's as you say, Grannie, and being as you've already seen this lady, why not go there yourself and spy out the land for us?'\n", "--------------------------------------------------\n", "microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00: But the dog's heart was softened by the words, and he began to feel a little more alive. Then he heard his wife's words, and he laughed. 'Well, if you say so, I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go\n", "--------------------------------------------------\n", "output_tokens-microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00: 2048\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", "microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00: Long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short,\n", "--------------------------------------------------\n", "output_tokens-microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00: 2048\n", "--------------------------------------------------\n", "chinese: 父亲又想起大约七八年前的一个晚上，我奶奶喝醉了酒，在我家烧酒作坊的院子里，有一个高粱叶子垛，奶奶倚在草垛上，搂住罗汉大爷的肩，呢呢喃喃地说：“大叔…… 你别走。\n", "--------------------------------------------------\n", "english: Then he thought back to a night some seven or eight years earlier, when Grandma, drunk at the time, had stood in the distillery yard beside a pile of sorghum leaves, her arms around Uncle Arhat's shoulders. 'Uncle . . . don't leave,' she pleaded.\n", "--------------------------------------------------\n", "microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00: Father remembered a night about seven or eight years ago when Grandma had gotten drunk in the courtyard of the distillery where they lived. She was leaning against a stack of sorghum leaves, holding her husband's arm, and talking to him in a low voice. 'Big Uncle . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n", "--------------------------------------------------\n", "output_tokens-microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00: 2048\n", "--------------------------------------------------\n", "chinese: 他听到我曾外祖父舌头僵硬地说：“闺女…… 你…… 一泡尿尿了这半天……\n", "--------------------------------------------------\n", "english: He heard Great-Granddad, whose tongue had grown thick in his mouth, say: 'Daughter . . . you . . . what took you so long to take a piss? . . .\n", "--------------------------------------------------\n", "microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00: He heard my great-grandfather's tongue twisted as he said, 'Lady . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n", "--------------------------------------------------\n", "output_tokens-microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00: 2048\n", "--------------------------------------------------\n", "chinese: 那男孩略一迟疑，道：“我叫…… 叫小玄子。\n", "--------------------------------------------------\n", "english: After a moment's hesitation the boy replied: 'Mine's . . . People call me Misty.\n", "--------------------------------------------------\n", "microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00: The boy hesitated a moment, then said, 'I am called . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n", "--------------------------------------------------\n", "output_tokens-microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00: 2048\n", "--------------------------------------------------\n", "chinese: 韦小宝笑道：“你不会说话，不会动弹，安安静静的躺在这里，最乖不过。”\n", "--------------------------------------------------\n", "english: He laughed. 'You can't talk and you can't move! All you can do is just lie there like a good little girl!'\n", "--------------------------------------------------\n", "microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00: 'You're a good boy, aren't you?' said Trinket. 'You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very\n", "--------------------------------------------------\n", "output_tokens-microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00: 2048\n", "\n", "*** Found 0 rows with incomplete translations for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00\n", "### Analyzing: microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.02\n", "*** Found 2 rows with total_repetitions > 50 for microsoft/Phi-3.5-mini-instruct/checkpoint-210/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", "Long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short,\n", "================================================================================\n", "----detect non-word characters repetition----\n", "----detect text repetitions----\n", "= 2048 for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.02\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", "microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.02: Long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short,\n", "--------------------------------------------------\n", "output_tokens-microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.02: 2048\n", "--------------------------------------------------\n", "chinese: 他听到我曾外祖父舌头僵硬地说：“闺女…… 你…… 一泡尿尿了这半天……\n", "--------------------------------------------------\n", "english: He heard Great-Granddad, whose tongue had grown thick in his mouth, say: 'Daughter . . . you . . . what took you so long to take a piss? . . .\n", "--------------------------------------------------\n", "microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.02: He heard my great-grandfather's tongue twisted as he said, 'Little girl... . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n", "--------------------------------------------------\n", "output_tokens-microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.02: 2048\n", "\n", "*** Found 0 rows with incomplete translations for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.02\n", "### Analyzing: microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.04\n", "*** Found 1 rows with total_repetitions > 50 for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.04\n", "他听到我曾外祖父舌头僵硬地说：“闺女…… 你…… 一泡尿尿了这半天……\n", "================================================================================\n", "He heard Great-Granddad, whose tongue had grown thick in his mouth, say: 'Daughter . . . you . . . what took you so long to take a piss? . . .\n", "================================================================================\n", "He heard my great-grandfather's tongue twistingly say, 'Miss . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n", "================================================================================\n", "----detect non-word characters repetition----\n", "removed non-word characters repetition: 4061\n", "----detect text repetitions----\n", "(4061, 0, 4061)\n", "\n", "*** Found 1 rows with output_tokens >= 2048 for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.04\n", "--------------------------------------------------\n", "chinese: 他听到我曾外祖父舌头僵硬地说：“闺女…… 你…… 一泡尿尿了这半天……\n", "--------------------------------------------------\n", "english: He heard Great-Granddad, whose tongue had grown thick in his mouth, say: 'Daughter . . . you . . . what took you so long to take a piss? . . .\n", "--------------------------------------------------\n", "microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.04: He heard my great-grandfather's tongue twistingly say, 'Miss . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n", "--------------------------------------------------\n", "output_tokens-microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.04: 2048\n", "\n", "*** Found 0 rows with incomplete translations for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.04\n", "### Analyzing: microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.06\n", "*** Found 0 rows with total_repetitions > 50 for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.06\n", "\n", "*** Found 0 rows with output_tokens >= 2048 for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.06\n", "\n", "*** Found 0 rows with incomplete translations for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.06\n", "### Analyzing: microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.08\n", "*** Found 1 rows with total_repetitions > 50 for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.08\n", "7. 开麦拉\n", "================================================================================\n", "Camera\n", "================================================================================\n", "The opening scene of Casablanca takes place in Rick's Café Américain on Place de la Gare (the train station) at nightfall and just after midnight. It begins with Sam playing his accordion for customers who have come from all over Morocco looking for work during World War II; among them we see Ilsa Lund sitting alone by herself drinking coffee while waiting for her husband Victor Laszlo—who has been arrested because he was helping Allied forces fight against Germany. As she waits, Ilsa remembers how they met years ago when their paths crossed again later than usual one day due to bad weather conditions preventing planes from landing safely. She had fallen deeply in love with him but never told anyone until now since there were no other options left except marrying someone else so she could stay close enough to help save Europe without putting too much risk into doing something illegal like smuggling people out through this café! Her thoughts then turn back towards Ricks Cafe where things seem very different tonight compared what happened yesterday evening before everyone went home... . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n", "================================================================================\n", "----detect non-word characters repetition----\n", "removed non-word characters repetition: 3648\n", "----detect text repetitions----\n", "(3648, 0, 3648)\n", "\n", "*** Found 1 rows with output_tokens >= 2048 for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.08\n", "--------------------------------------------------\n", "chinese: 7. 开麦拉\n", "--------------------------------------------------\n", "english: Camera\n", "--------------------------------------------------\n", "microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.08: The opening scene of Casablanca takes place in Rick's Café Américain on Place de la Gare (the train station) at nightfall and just after midnight. It begins with Sam playing his accordion for customers who have come from all over Morocco looking for work during World War II; among them we see Ilsa Lund sitting alone by herself drinking coffee while waiting for her husband Victor Laszlo—who has been arrested because he was helping Allied forces fight against Germany. As she waits, Ilsa remembers how they met years ago when their paths crossed again later than usual one day due to bad weather conditions preventing planes from landing safely. She had fallen deeply in love with him but never told anyone until now since there were no other options left except marrying someone else so she could stay close enough to help save Europe without putting too much risk into doing something illegal like smuggling people out through this café! Her thoughts then turn back towards Ricks Cafe where things seem very different tonight compared what happened yesterday evening before everyone went home... . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n", "--------------------------------------------------\n", "output_tokens-microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.08: 2048\n", "\n", "*** Found 0 rows with incomplete translations for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.08\n", "### Analyzing: microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.10\n", "*** Found 0 rows with total_repetitions > 50 for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.10\n", "\n", "*** Found 0 rows with output_tokens >= 2048 for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.10\n", "\n", "*** Found 0 rows with incomplete translations for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.10\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 >= 2048 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 >= 2048 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 >= 2048 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 >= 2048 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 >= 2048 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 >= 2048 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, 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, 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, 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, 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, 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, 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, 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,\n", "================================================================================\n", "----detect non-word characters repetition----\n", "----detect text repetitions----\n", "\n", "Group 1 found at 0-23: `Short, long, long, long`\n", "\n", "Group 1 found at 48-55: `, short`\n", "\n", "Group 1 found at 62-68: `, long`\n", "\n", "Group 1 found at 80-87: `, short`\n", "\n", "Group 1 found at 101-107: `, long`\n", "\n", "Group 1 found at 119-126: `, short`\n", "\n", "Group 1 found at 133-139: `, long`\n", "\n", "Group 1 found at 151-158: `, short`\n", "\n", "Group 1 found at 172-178: `, long`\n", "\n", "Group 1 found at 190-197: `, short`\n", "\n", "Group 1 found at 211-217: `, long`\n", "\n", "Group 1 found at 229-236: `, short`\n", "\n", "Group 1 found at 250-256: `, long`\n", "\n", "Group 1 found at 268-275: `, short`\n", "\n", "Group 1 found at 289-295: `, long`\n", "\n", "Group 1 found at 307-314: `, short`\n", "\n", "Group 1 found at 328-334: `, long`\n", "\n", "Group 1 found at 346-353: `, short`\n", "\n", "Group 1 found at 367-373: `, long`\n", "\n", "Group 1 found at 385-392: `, short`\n", "\n", "Group 1 found at 406-412: `, long`\n", "\n", "Group 1 found at 424-431: `, short`\n", "\n", "Group 1 found at 445-451: `, long`\n", "\n", "Group 1 found at 463-470: `, short`\n", "\n", "Group 1 found at 484-490: `, long`\n", "\n", "Group 1 found at 502-509: `, short`\n", "\n", "Group 1 found at 523-529: `, long`\n", "\n", "Group 1 found at 541-548: `, short`\n", "\n", "Group 1 found at 562-568: `, long`\n", "\n", "Group 1 found at 580-587: `, short`\n", "\n", "Group 1 found at 601-607: `, long`\n", "\n", "Group 1 found at 619-626: `, short`\n", "\n", "Group 1 found at 640-646: `, long`\n", "\n", "Group 1 found at 658-665: `, short`\n", "\n", "Group 1 found at 679-685: `, long`\n", "\n", "Group 1 found at 697-704: `, short`\n", "\n", "Group 1 found at 718-724: `, long`\n", "\n", "Group 1 found at 736-743: `, short`\n", "\n", "Group 1 found at 757-763: `, long`\n", "\n", "Group 1 found at 775-782: `, short`\n", "\n", "Group 1 found at 796-802: `, long`\n", "\n", "Group 1 found at 814-821: `, short`\n", "\n", "Group 1 found at 835-841: `, long`\n", "\n", "Group 1 found at 853-860: `, short`\n", "\n", "Group 1 found at 874-880: `, long`\n", "\n", "Group 1 found at 892-899: `, short`\n", "\n", "Group 1 found at 913-919: `, long`\n", "\n", "Group 1 found at 931-938: `, short`\n", "\n", "Group 1 found at 952-958: `, long`\n", "\n", "Group 1 found at 970-977: `, short`\n", "\n", "Group 1 found at 991-997: `, long`\n", "\n", "Group 1 found at 1009-1016: `, short`\n", "\n", "Group 1 found at 1030-1036: `, long`\n", "\n", "Group 1 found at 1048-1055: `, short`\n", "\n", "Group 1 found at 1069-1075: `, long`\n", "\n", "Group 1 found at 1087-1094: `, short`\n", "\n", "Group 1 found at 1108-1114: `, long`\n", "\n", "Group 1 found at 1126-1133: `, short`\n", "\n", "Group 1 found at 1147-1153: `, long`\n", "\n", "Group 1 found at 1165-1172: `, short`\n", "\n", "Group 1 found at 1186-1192: `, long`\n", "\n", "Group 1 found at 1204-1211: `, short`\n", "\n", "Group 1 found at 1225-1231: `, long`\n", "\n", "Group 1 found at 1243-1250: `, short`\n", "\n", "Group 1 found at 1264-1270: `, long`\n", "\n", "Group 1 found at 1282-1289: `, short`\n", "\n", "Group 1 found at 1303-1309: `, long`\n", "\n", "Group 1 found at 1321-1328: `, short`\n", "\n", "Group 1 found at 1342-1348: `, long`\n", "\n", "Group 1 found at 1360-1367: `, short`\n", "\n", "Group 1 found at 1381-1387: `, long`\n", "\n", "Group 1 found at 1399-1406: `, short`\n", "\n", "Group 1 found at 1420-1426: `, long`\n", "\n", "Group 1 found at 1438-1445: `, short`\n", "\n", "Group 1 found at 1459-1465: `, long`\n", "\n", "Group 1 found at 1477-1484: `, short`\n", "\n", "Group 1 found at 1498-1504: `, long`\n", "\n", "Group 1 found at 1516-1523: `, short`\n", "\n", "Group 1 found at 1537-1543: `, long`\n", "\n", "Group 1 found at 1555-1562: `, short`\n", "\n", "Group 1 found at 1576-1582: `, long`\n", "\n", "Group 1 found at 1594-1601: `, short`\n", "\n", "Group 1 found at 1615-1621: `, long`\n", "\n", "Group 1 found at 1633-1640: `, short`\n", "\n", "Group 1 found at 1654-1660: `, long`\n", "\n", "Group 1 found at 1672-1679: `, short`\n", "\n", "Group 1 found at 1693-1699: `, long`\n", "\n", "Group 1 found at 1711-1718: `, short`\n", "\n", "Group 1 found at 1732-1738: `, long`\n", "\n", "Group 1 found at 1750-1757: `, short`\n", "\n", "Group 1 found at 1771-1777: `, long`\n", "\n", "Group 1 found at 1789-1796: `, short`\n", "\n", "Group 1 found at 1810-1816: `, long`\n", "\n", "Group 1 found at 1828-1835: `, short`\n", "\n", "Group 1 found at 1849-1855: `, long`\n", "\n", "Group 1 found at 1867-1874: `, short`\n", "\n", "Group 1 found at 1888-1894: `, long`\n", "\n", "Group 1 found at 1906-1913: `, short`\n", "\n", "Group 1 found at 1927-1933: `, long`\n", "\n", "Group 1 found at 1945-1952: `, short`\n", "\n", "Group 1 found at 1966-1972: `, long`\n", "\n", "Group 1 found at 1984-1991: `, short`\n", "\n", "Group 1 found at 2005-2011: `, long`\n", "\n", "Group 1 found at 2023-2030: `, short`\n", "\n", "Group 1 found at 2044-2050: `, long`\n", "\n", "Group 1 found at 2062-2069: `, short`\n", "\n", "Group 1 found at 2083-2089: `, long`\n", "\n", "Group 1 found at 2101-2108: `, short`\n", "\n", "Group 1 found at 2122-2128: `, long`\n", "\n", "Group 1 found at 2140-2147: `, short`\n", "\n", "Group 1 found at 2161-2167: `, long`\n", "\n", "Group 1 found at 2179-2186: `, short`\n", "\n", "Group 1 found at 2200-2206: `, long`\n", "\n", "Group 1 found at 2218-2225: `, short`\n", "\n", "Group 1 found at 2239-2245: `, long`\n", "\n", "Group 1 found at 2257-2264: `, short`\n", "\n", "Group 1 found at 2278-2284: `, long`\n", "\n", "Group 1 found at 2296-2303: `, short`\n", "\n", "Group 1 found at 2317-2323: `, long`\n", "\n", "Group 1 found at 2335-2342: `, short`\n", "\n", "Group 1 found at 2356-2362: `, long`\n", "\n", "Group 1 found at 2374-2381: `, short`\n", "\n", "Group 1 found at 2395-2401: `, long`\n", "\n", "Group 1 found at 2413-2420: `, short`\n", "\n", "Group 1 found at 2434-2440: `, long`\n", "\n", "Group 1 found at 2452-2459: `, short`\n", "\n", "Group 1 found at 2473-2479: `, long`\n", "\n", "Group 1 found at 2491-2498: `, short`\n", "\n", "Group 1 found at 2512-2518: `, long`\n", "\n", "Group 1 found at 2530-2537: `, short`\n", "\n", "Group 1 found at 2551-2557: `, long`\n", "\n", "Group 1 found at 2569-2576: `, short`\n", "\n", "Group 1 found at 2590-2596: `, long`\n", "\n", "Group 1 found at 2608-2615: `, short`\n", "\n", "Group 1 found at 2629-2635: `, long`\n", "\n", "Group 1 found at 2647-2654: `, short`\n", "\n", "Group 1 found at 2668-2674: `, long`\n", "\n", "Group 1 found at 2686-2693: `, short`\n", "\n", "Group 1 found at 2707-2713: `, long`\n", "\n", "Group 1 found at 2725-2732: `, short`\n", "\n", "Group 1 found at 2746-2752: `, long`\n", "\n", "Group 1 found at 2764-2771: `, short`\n", "\n", "Group 1 found at 2785-2791: `, long`\n", "\n", "Group 1 found at 2803-2810: `, short`\n", "\n", "Group 1 found at 2824-2830: `, long`\n", "\n", "Group 1 found at 2842-2849: `, short`\n", "\n", "Group 1 found at 2863-2869: `, long`\n", "\n", "Group 1 found at 2881-2888: `, short`\n", "\n", "Group 1 found at 2902-2908: `, long`\n", "\n", "Group 1 found at 2920-2927: `, short`\n", "\n", "Group 1 found at 2941-2947: `, long`\n", "\n", "Group 1 found at 2959-2966: `, short`\n", "\n", "Group 1 found at 2980-2986: `, long`\n", "\n", "Group 1 found at 2998-3005: `, short`\n", "\n", "Group 1 found at 3019-3025: `, long`\n", "\n", "Group 1 found at 3037-3044: `, short`\n", "\n", "Group 1 found at 3058-3064: `, long`\n", "\n", "Group 1 found at 3076-3083: `, short`\n", "\n", "Group 1 found at 3097-3103: `, long`\n", "\n", "Group 1 found at 3115-3122: `, short`\n", "\n", "Group 1 found at 3136-3142: `, long`\n", "\n", "Group 1 found at 3154-3161: `, short`\n", "\n", "Group 1 found at 3175-3181: `, long`\n", "\n", "Group 1 found at 3193-3200: `, short`\n", "\n", "Group 1 found at 3214-3220: `, long`\n", "\n", "Group 1 found at 3232-3239: `, short`\n", "\n", "Group 1 found at 3253-3259: `, long`\n", "\n", "Group 1 found at 3271-3278: `, short`\n", "\n", "Group 1 found at 3292-3298: `, long`\n", "\n", "Group 1 found at 3310-3317: `, short`\n", "\n", "Group 1 found at 3331-3337: `, long`\n", "\n", "Group 1 found at 3349-3356: `, short`\n", "\n", "Group 1 found at 3370-3376: `, long`\n", "\n", "Group 1 found at 3388-3395: `, short`\n", "\n", "Group 1 found at 3409-3415: `, long`\n", "\n", "Group 1 found at 3427-3434: `, short`\n", "\n", "Group 1 found at 3448-3454: `, long`\n", "\n", "Group 1 found at 3466-3473: `, short`\n", "\n", "Group 1 found at 3487-3493: `, long`\n", "\n", "Group 1 found at 3505-3512: `, short`\n", "\n", "Group 1 found at 3526-3532: `, long`\n", "\n", "Group 1 found at 3544-3551: `, short`\n", "\n", "Group 1 found at 3565-3571: `, long`\n", "\n", "Group 1 found at 3583-3590: `, short`\n", "\n", "Group 1 found at 3604-3610: `, long`\n", "\n", "Group 1 found at 3622-3629: `, short`\n", "\n", "Group 1 found at 3643-3649: `, long`\n", "\n", "Group 1 found at 3661-3668: `, short`\n", "\n", "Group 1 found at 3682-3688: `, long`\n", "\n", "Group 1 found at 3700-3707: `, short`\n", "\n", "Group 1 found at 3721-3727: `, long`\n", "\n", "Group 1 found at 3739-3746: `, short`\n", "\n", "Group 1 found at 3760-3766: `, long`\n", "\n", "Group 1 found at 3778-3785: `, short`\n", "\n", "Group 1 found at 3799-3805: `, long`\n", "\n", "Group 1 found at 3817-3824: `, short`\n", "\n", "Group 1 found at 3838-3844: `, long`\n", "\n", "Group 1 found at 3856-3863: `, short`\n", "\n", "Group 1 found at 3877-3883: `, long`\n", "\n", "Group 1 found at 3895-3902: `, short`\n", "\n", "Group 1 found at 3916-3922: `, long`\n", "\n", "Group 1 found at 3934-3941: `, short`\n", "\n", "Group 1 found at 3955-3961: `, long`\n", "\n", "Group 1 found at 3973-3980: `, short`\n", "\n", "Group 1 found at 3994-4000: `, long`\n", "\n", "Group 1 found at 4012-4019: `, short`\n", "\n", "Group 1 found at 4033-4039: `, long`\n", "\n", "Group 1 found at 4051-4058: `, short`\n", "\n", "Group 1 found at 4072-4078: `, long`\n", "\n", "Group 1 found at 4090-4097: `, short`\n", "\n", "Group 1 found at 4111-4117: `, long`\n", "\n", "Group 1 found at 4129-4136: `, short`\n", "\n", "Group 1 found at 4150-4156: `, long`\n", "\n", "Group 1 found at 4168-4175: `, short`\n", "\n", "Group 1 found at 4189-4195: `, long`\n", "\n", "Group 1 found at 4207-4214: `, short`\n", "\n", "Group 1 found at 4228-4234: `, long`\n", "\n", "Group 1 found at 4246-4253: `, short`\n", "\n", "Group 1 found at 4267-4273: `, long`\n", "\n", "Group 1 found at 4285-4292: `, short`\n", "\n", "Group 1 found at 4306-4312: `, long`\n", "\n", "Group 1 found at 4324-4331: `, short`\n", "\n", "Group 1 found at 4345-4351: `, long`\n", "\n", "Group 1 found at 4363-4370: `, short`\n", "\n", "Group 1 found at 4384-4390: `, long`\n", "\n", "Group 1 found at 4402-4409: `, short`\n", "\n", "Group 1 found at 4423-4429: `, long`\n", "\n", "Group 1 found at 4441-4448: `, short`\n", "\n", "Group 1 found at 4462-4468: `, long`\n", "\n", "Group 1 found at 4480-4487: `, short`\n", "\n", "Group 1 found at 4501-4507: `, long`\n", "\n", "Group 1 found at 4519-4526: `, short`\n", "\n", "Group 1 found at 4540-4546: `, long`\n", "\n", "Group 1 found at 4558-4565: `, short`\n", "\n", "Group 1 found at 4579-4585: `, long`\n", "\n", "Group 1 found at 4597-4604: `, short`\n", "\n", "Group 1 found at 4618-4624: `, long`\n", "\n", "Group 1 found at 4636-4643: `, short`\n", "\n", "Group 1 found at 4657-4663: `, long`\n", "\n", "Group 1 found at 4675-4682: `, short`\n", "\n", "Group 1 found at 4696-4702: `, long`\n", "\n", "Group 1 found at 4714-4721: `, short`\n", "\n", "Group 1 found at 4735-4741: `, long`\n", "\n", "Group 1 found at 4753-4760: `, short`\n", "\n", "Group 1 found at 4774-4780: `, long`\n", "\n", "Group 1 found at 4792-4799: `, short`\n", "\n", "Group 1 found at 4813-4819: `, long`\n", "\n", "Group 1 found at 4831-4838: `, short`\n", "\n", "Group 1 found at 4852-4858: `, long`\n", "\n", "Group 1 found at 4870-4877: `, short`\n", "\n", "Group 1 found at 4891-4897: `, long`\n", "\n", "Group 1 found at 4909-4916: `, short`\n", "\n", "Group 1 found at 4930-4936: `, long`\n", "\n", "Group 1 found at 4948-4955: `, short`\n", "\n", "Group 1 found at 4969-4975: `, long`\n", "\n", "Group 1 found at 4987-4994: `, short`\n", "\n", "Group 1 found at 5008-5014: `, long`\n", "\n", "Group 1 found at 5026-5033: `, short`\n", "\n", "Group 1 found at 5047-5053: `, long`\n", "\n", "Group 1 found at 5065-5072: `, short`\n", "\n", "Group 1 found at 5086-5092: `, long`\n", "\n", "Group 1 found at 5104-5111: `, short`\n", "\n", "Group 1 found at 5125-5131: `, long`\n", "\n", "Group 1 found at 5143-5150: `, short`\n", "\n", "Group 1 found at 5164-5170: `, long`\n", "\n", "Group 1 found at 5182-5189: `, short`\n", "\n", "Group 1 found at 5203-5209: `, long`\n", "\n", "Group 1 found at 5221-5228: `, short`\n", "\n", "Group 1 found at 5242-5248: `, long`\n", "\n", "Group 1 found at 5260-5267: `, short`\n", "\n", "Group 1 found at 5281-5287: `, long`\n", "\n", "Group 1 found at 5299-5306: `, short`\n", "\n", "Group 1 found at 5320-5326: `, long`\n", "\n", "Group 1 found at 5338-5345: `, short`\n", "\n", "Group 1 found at 5359-5365: `, long`\n", "\n", "Group 1 found at 5377-5384: `, short`\n", "\n", "Group 1 found at 5398-5404: `, long`\n", "\n", "Group 1 found at 5416-5423: `, short`\n", "\n", "Group 1 found at 5437-5443: `, long`\n", "\n", "Group 1 found at 5455-5462: `, short`\n", "\n", "Group 1 found at 5476-5482: `, long`\n", "\n", "Group 1 found at 5494-5501: `, short`\n", "\n", "Group 1 found at 5515-5521: `, long`\n", "\n", "Group 1 found at 5533-5540: `, short`\n", "\n", "Group 1 found at 5554-5560: `, long`\n", "\n", "Group 1 found at 5572-5579: `, short`\n", "\n", "Group 1 found at 5593-5599: `, long`\n", "\n", "Group 1 found at 5611-5618: `, short`\n", "\n", "Group 1 found at 5632-5638: `, long`\n", "\n", "Group 1 found at 5650-5657: `, short`\n", "\n", "Group 1 found at 5671-5677: `, long`\n", "\n", "Group 1 found at 5689-5696: `, short`\n", "\n", "Group 1 found at 5710-5716: `, long`\n", "\n", "Group 1 found at 5728-5735: `, short`\n", "\n", "Group 1 found at 5749-5755: `, long`\n", "\n", "Group 1 found at 5767-5774: `, short`\n", "\n", "Group 1 found at 5788-5794: `, long`\n", "\n", "Group 1 found at 5806-5813: `, short`\n", "\n", "Group 1 found at 5827-5833: `, long`\n", "\n", "Group 1 found at 5845-5852: `, short`\n", "\n", "Group 1 found at 5866-5872: `, long`\n", "\n", "Group 1 found at 5884-5891: `, short`\n", "\n", "Group 1 found at 5905-5911: `, long`\n", "\n", "Group 1 found at 5923-5930: `, short`\n", "\n", "Group 1 found at 5944-5950: `, long`\n", "\n", "Group 1 found at 5962-5969: `, short`\n", "\n", "Group 1 found at 5983-5989: `, long`\n", "\n", "Group 1 found at 6001-6008: `, short`\n", "\n", "Group 1 found at 6022-6028: `, long`\n", "\n", "Group 1 found at 6040-6047: `, short`\n", "\n", "Group 1 found at 6061-6067: `, long`\n", "\n", "Group 1 found at 6079-6086: `, short`\n", "\n", "Group 1 found at 6100-6106: `, long`\n", "\n", "Group 1 found at 6118-6125: `, short`\n", "\n", "Group 1 found at 6139-6145: `, long`\n", "\n", "Group 1 found at 6157-6164: `, short`\n", "\n", "Group 1 found at 6178-6184: `, long`\n", "\n", "Group 1 found at 6196-6203: `, short`\n", "\n", "Group 1 found at 6217-6223: `, long`\n", "\n", "Group 1 found at 6235-6242: `, short`\n", "\n", "Group 1 found at 6256-6262: `, long`\n", "\n", "Group 1 found at 6274-6281: `, short`\n", "\n", "Group 1 found at 6295-6301: `, long`\n", "\n", "Group 1 found at 6313-6320: `, short`\n", "\n", "Group 1 found at 6334-6340: `, long`\n", "\n", "Group 1 found at 6352-6359: `, short`\n", "\n", "Group 1 found at 6373-6379: `, long`\n", "\n", "Group 1 found at 6391-6398: `, short`\n", "\n", "Group 1 found at 6412-6418: `, long`\n", "\n", "Group 1 found at 6430-6437: `, short`\n", "\n", "Group 1 found at 6451-6457: `, long`\n", "\n", "Group 1 found at 6469-6476: `, short`\n", "\n", "Group 1 found at 6490-6496: `, long`\n", "\n", "Group 1 found at 6508-6515: `, short`\n", "\n", "Group 1 found at 6529-6535: `, long`\n", "\n", "Group 1 found at 6547-6554: `, short`\n", "\n", "Group 1 found at 6568-6574: `, long`\n", "\n", "Group 1 found at 6586-6593: `, short`\n", "\n", "Group 1 found at 6607-6613: `, long`\n", "\n", "Group 1 found at 6625-6632: `, short`\n", "(0, 4419, 4419)\n", "\n", "*** Found 1 rows with output_tokens >= 2048 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, 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, 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, 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, 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, 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, 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, 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,\n", "--------------------------------------------------\n", "output_tokens-shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.00: 2048\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 1 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, 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, 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, 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, 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, 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, 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, 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,\n", "================================================================================\n", "----detect non-word characters repetition----\n", "----detect text repetitions----\n", "\n", "Group 1 found at 0-23: `Short, long, long, long`\n", "\n", "Group 1 found at 48-55: `, short`\n", "\n", "Group 1 found at 62-68: `, long`\n", "\n", "Group 1 found at 80-87: `, short`\n", "\n", "Group 1 found at 101-107: `, long`\n", "\n", "Group 1 found at 119-126: `, short`\n", "\n", "Group 1 found at 133-139: `, long`\n", "\n", "Group 1 found at 151-158: `, short`\n", "\n", "Group 1 found at 172-178: `, long`\n", "\n", "Group 1 found at 190-197: `, short`\n", "\n", "Group 1 found at 211-217: `, long`\n", "\n", "Group 1 found at 229-236: `, short`\n", "\n", "Group 1 found at 250-256: `, long`\n", "\n", "Group 1 found at 268-275: `, short`\n", "\n", "Group 1 found at 289-295: `, long`\n", "\n", "Group 1 found at 307-314: `, short`\n", "\n", "Group 1 found at 328-334: `, long`\n", "\n", "Group 1 found at 346-353: `, short`\n", "\n", "Group 1 found at 367-373: `, long`\n", "\n", "Group 1 found at 385-392: `, short`\n", "\n", "Group 1 found at 406-412: `, long`\n", "\n", "Group 1 found at 424-431: `, short`\n", "\n", "Group 1 found at 445-451: `, long`\n", "\n", "Group 1 found at 463-470: `, short`\n", "\n", "Group 1 found at 484-490: `, long`\n", "\n", "Group 1 found at 502-509: `, short`\n", "\n", "Group 1 found at 523-529: `, long`\n", "\n", "Group 1 found at 541-548: `, short`\n", "\n", "Group 1 found at 562-568: `, long`\n", "\n", "Group 1 found at 580-587: `, short`\n", "\n", "Group 1 found at 601-607: `, long`\n", "\n", "Group 1 found at 619-626: `, short`\n", "\n", "Group 1 found at 640-646: `, long`\n", "\n", "Group 1 found at 658-665: `, short`\n", "\n", "Group 1 found at 679-685: `, long`\n", "\n", "Group 1 found at 697-704: `, short`\n", "\n", "Group 1 found at 718-724: `, long`\n", "\n", "Group 1 found at 736-743: `, short`\n", "\n", "Group 1 found at 757-763: `, long`\n", "\n", "Group 1 found at 775-782: `, short`\n", "\n", "Group 1 found at 796-802: `, long`\n", "\n", "Group 1 found at 814-821: `, short`\n", "\n", "Group 1 found at 835-841: `, long`\n", "\n", "Group 1 found at 853-860: `, short`\n", "\n", "Group 1 found at 874-880: `, long`\n", "\n", "Group 1 found at 892-899: `, short`\n", "\n", "Group 1 found at 913-919: `, long`\n", "\n", "Group 1 found at 931-938: `, short`\n", "\n", "Group 1 found at 952-958: `, long`\n", "\n", "Group 1 found at 970-977: `, short`\n", "\n", "Group 1 found at 991-997: `, long`\n", "\n", "Group 1 found at 1009-1016: `, short`\n", "\n", "Group 1 found at 1030-1036: `, long`\n", "\n", "Group 1 found at 1048-1055: `, short`\n", "\n", "Group 1 found at 1069-1075: `, long`\n", "\n", "Group 1 found at 1087-1094: `, short`\n", "\n", "Group 1 found at 1108-1114: `, long`\n", "\n", "Group 1 found at 1126-1133: `, short`\n", "\n", "Group 1 found at 1147-1153: `, long`\n", "\n", "Group 1 found at 1165-1172: `, short`\n", "\n", "Group 1 found at 1186-1192: `, long`\n", "\n", "Group 1 found at 1204-1211: `, short`\n", "\n", "Group 1 found at 1225-1231: `, long`\n", "\n", "Group 1 found at 1243-1250: `, short`\n", "\n", "Group 1 found at 1264-1270: `, long`\n", "\n", "Group 1 found at 1282-1289: `, short`\n", "\n", "Group 1 found at 1303-1309: `, long`\n", "\n", "Group 1 found at 1321-1328: `, short`\n", "\n", "Group 1 found at 1342-1348: `, long`\n", "\n", "Group 1 found at 1360-1367: `, short`\n", "\n", "Group 1 found at 1381-1387: `, long`\n", "\n", "Group 1 found at 1399-1406: `, short`\n", "\n", "Group 1 found at 1420-1426: `, long`\n", "\n", "Group 1 found at 1438-1445: `, short`\n", "\n", "Group 1 found at 1459-1465: `, long`\n", "\n", "Group 1 found at 1477-1484: `, short`\n", "\n", "Group 1 found at 1498-1504: `, long`\n", "\n", "Group 1 found at 1516-1523: `, short`\n", "\n", "Group 1 found at 1537-1543: `, long`\n", "\n", "Group 1 found at 1555-1562: `, short`\n", "\n", "Group 1 found at 1576-1582: `, long`\n", "\n", "Group 1 found at 1594-1601: `, short`\n", "\n", "Group 1 found at 1615-1621: `, long`\n", "\n", "Group 1 found at 1633-1640: `, short`\n", "\n", "Group 1 found at 1654-1660: `, long`\n", "\n", "Group 1 found at 1672-1679: `, short`\n", "\n", "Group 1 found at 1693-1699: `, long`\n", "\n", "Group 1 found at 1711-1718: `, short`\n", "\n", "Group 1 found at 1732-1738: `, long`\n", "\n", "Group 1 found at 1750-1757: `, short`\n", "\n", "Group 1 found at 1771-1777: `, long`\n", "\n", "Group 1 found at 1789-1796: `, short`\n", "\n", "Group 1 found at 1810-1816: `, long`\n", "\n", "Group 1 found at 1828-1835: `, short`\n", "\n", "Group 1 found at 1849-1855: `, long`\n", "\n", "Group 1 found at 1867-1874: `, short`\n", "\n", "Group 1 found at 1888-1894: `, long`\n", "\n", "Group 1 found at 1906-1913: `, short`\n", "\n", "Group 1 found at 1927-1933: `, long`\n", "\n", "Group 1 found at 1945-1952: `, short`\n", "\n", "Group 1 found at 1966-1972: `, long`\n", "\n", "Group 1 found at 1984-1991: `, short`\n", "\n", "Group 1 found at 2005-2011: `, long`\n", "\n", "Group 1 found at 2023-2030: `, short`\n", "\n", "Group 1 found at 2044-2050: `, long`\n", "\n", "Group 1 found at 2062-2069: `, short`\n", "\n", "Group 1 found at 2083-2089: `, long`\n", "\n", "Group 1 found at 2101-2108: `, short`\n", "\n", "Group 1 found at 2122-2128: `, long`\n", "\n", "Group 1 found at 2140-2147: `, short`\n", "\n", "Group 1 found at 2161-2167: `, long`\n", "\n", "Group 1 found at 2179-2186: `, short`\n", "\n", "Group 1 found at 2200-2206: `, long`\n", "\n", "Group 1 found at 2218-2225: `, short`\n", "\n", "Group 1 found at 2239-2245: `, long`\n", "\n", "Group 1 found at 2257-2264: `, short`\n", "\n", "Group 1 found at 2278-2284: `, long`\n", "\n", "Group 1 found at 2296-2303: `, short`\n", "\n", "Group 1 found at 2317-2323: `, long`\n", "\n", "Group 1 found at 2335-2342: `, short`\n", "\n", "Group 1 found at 2356-2362: `, long`\n", "\n", "Group 1 found at 2374-2381: `, short`\n", "\n", "Group 1 found at 2395-2401: `, long`\n", "\n", "Group 1 found at 2413-2420: `, short`\n", "\n", "Group 1 found at 2434-2440: `, long`\n", "\n", "Group 1 found at 2452-2459: `, short`\n", "\n", "Group 1 found at 2473-2479: `, long`\n", "\n", "Group 1 found at 2491-2498: `, short`\n", "\n", "Group 1 found at 2512-2518: `, long`\n", "\n", "Group 1 found at 2530-2537: `, short`\n", "\n", "Group 1 found at 2551-2557: `, long`\n", "\n", "Group 1 found at 2569-2576: `, short`\n", "\n", "Group 1 found at 2590-2596: `, long`\n", "\n", "Group 1 found at 2608-2615: `, short`\n", "\n", "Group 1 found at 2629-2635: `, long`\n", "\n", "Group 1 found at 2647-2654: `, short`\n", "\n", "Group 1 found at 2668-2674: `, long`\n", "\n", "Group 1 found at 2686-2693: `, short`\n", "\n", "Group 1 found at 2707-2713: `, long`\n", "\n", "Group 1 found at 2725-2732: `, short`\n", "\n", "Group 1 found at 2746-2752: `, long`\n", "\n", "Group 1 found at 2764-2771: `, short`\n", "\n", "Group 1 found at 2785-2791: `, long`\n", "\n", "Group 1 found at 2803-2810: `, short`\n", "\n", "Group 1 found at 2824-2830: `, long`\n", "\n", "Group 1 found at 2842-2849: `, short`\n", "\n", "Group 1 found at 2863-2869: `, long`\n", "\n", "Group 1 found at 2881-2888: `, short`\n", "\n", "Group 1 found at 2902-2908: `, long`\n", "\n", "Group 1 found at 2920-2927: `, short`\n", "\n", "Group 1 found at 2941-2947: `, long`\n", "\n", "Group 1 found at 2959-2966: `, short`\n", "\n", "Group 1 found at 2980-2986: `, long`\n", "\n", "Group 1 found at 2998-3005: `, short`\n", "\n", "Group 1 found at 3019-3025: `, long`\n", "\n", "Group 1 found at 3037-3044: `, short`\n", "\n", "Group 1 found at 3058-3064: `, long`\n", "\n", "Group 1 found at 3076-3083: `, short`\n", "\n", "Group 1 found at 3097-3103: `, long`\n", "\n", "Group 1 found at 3115-3122: `, short`\n", "\n", "Group 1 found at 3136-3142: `, long`\n", "\n", "Group 1 found at 3154-3161: `, short`\n", "\n", "Group 1 found at 3175-3181: `, long`\n", "\n", "Group 1 found at 3193-3200: `, short`\n", "\n", "Group 1 found at 3214-3220: `, long`\n", "\n", "Group 1 found at 3232-3239: `, short`\n", "\n", "Group 1 found at 3253-3259: `, long`\n", "\n", "Group 1 found at 3271-3278: `, short`\n", "\n", "Group 1 found at 3292-3298: `, long`\n", "\n", "Group 1 found at 3310-3317: `, short`\n", "\n", "Group 1 found at 3331-3337: `, long`\n", "\n", "Group 1 found at 3349-3356: `, short`\n", "\n", "Group 1 found at 3370-3376: `, long`\n", "\n", "Group 1 found at 3388-3395: `, short`\n", "\n", "Group 1 found at 3409-3415: `, long`\n", "\n", "Group 1 found at 3427-3434: `, short`\n", "\n", "Group 1 found at 3448-3454: `, long`\n", "\n", "Group 1 found at 3466-3473: `, short`\n", "\n", "Group 1 found at 3487-3493: `, long`\n", "\n", "Group 1 found at 3505-3512: `, short`\n", "\n", "Group 1 found at 3526-3532: `, long`\n", "\n", "Group 1 found at 3544-3551: `, short`\n", "\n", "Group 1 found at 3565-3571: `, long`\n", "\n", "Group 1 found at 3583-3590: `, short`\n", "\n", "Group 1 found at 3604-3610: `, long`\n", "\n", "Group 1 found at 3622-3629: `, short`\n", "\n", "Group 1 found at 3643-3649: `, long`\n", "\n", "Group 1 found at 3661-3668: `, short`\n", "\n", "Group 1 found at 3682-3688: `, long`\n", "\n", "Group 1 found at 3700-3707: `, short`\n", "\n", "Group 1 found at 3721-3727: `, long`\n", "\n", "Group 1 found at 3739-3746: `, short`\n", "\n", "Group 1 found at 3760-3766: `, long`\n", "\n", "Group 1 found at 3778-3785: `, short`\n", "\n", "Group 1 found at 3799-3805: `, long`\n", "\n", "Group 1 found at 3817-3824: `, short`\n", "\n", "Group 1 found at 3838-3844: `, long`\n", "\n", "Group 1 found at 3856-3863: `, short`\n", "\n", "Group 1 found at 3877-3883: `, long`\n", "\n", "Group 1 found at 3895-3902: `, short`\n", "\n", "Group 1 found at 3916-3922: `, long`\n", "\n", "Group 1 found at 3934-3941: `, short`\n", "\n", "Group 1 found at 3955-3961: `, long`\n", "\n", "Group 1 found at 3973-3980: `, short`\n", "\n", "Group 1 found at 3994-4000: `, long`\n", "\n", "Group 1 found at 4012-4019: `, short`\n", "\n", "Group 1 found at 4033-4039: `, long`\n", "\n", "Group 1 found at 4051-4058: `, short`\n", "\n", "Group 1 found at 4072-4078: `, long`\n", "\n", "Group 1 found at 4090-4097: `, short`\n", "\n", "Group 1 found at 4111-4117: `, long`\n", "\n", "Group 1 found at 4129-4136: `, short`\n", "\n", "Group 1 found at 4150-4156: `, long`\n", "\n", "Group 1 found at 4168-4175: `, short`\n", "\n", "Group 1 found at 4189-4195: `, long`\n", "\n", "Group 1 found at 4207-4214: `, short`\n", "\n", "Group 1 found at 4228-4234: `, long`\n", "\n", "Group 1 found at 4246-4253: `, short`\n", "\n", "Group 1 found at 4267-4273: `, long`\n", "\n", "Group 1 found at 4285-4292: `, short`\n", "\n", "Group 1 found at 4306-4312: `, long`\n", "\n", "Group 1 found at 4324-4331: `, short`\n", "\n", "Group 1 found at 4345-4351: `, long`\n", "\n", "Group 1 found at 4363-4370: `, short`\n", "\n", "Group 1 found at 4384-4390: `, long`\n", "\n", "Group 1 found at 4402-4409: `, short`\n", "\n", "Group 1 found at 4423-4429: `, long`\n", "\n", "Group 1 found at 4441-4448: `, short`\n", "\n", "Group 1 found at 4462-4468: `, long`\n", "\n", "Group 1 found at 4480-4487: `, short`\n", "\n", "Group 1 found at 4501-4507: `, long`\n", "\n", "Group 1 found at 4519-4526: `, short`\n", "\n", "Group 1 found at 4540-4546: `, long`\n", "\n", "Group 1 found at 4558-4565: `, short`\n", "\n", "Group 1 found at 4579-4585: `, long`\n", "\n", "Group 1 found at 4597-4604: `, short`\n", "\n", "Group 1 found at 4618-4624: `, long`\n", "\n", "Group 1 found at 4636-4643: `, short`\n", "\n", "Group 1 found at 4657-4663: `, long`\n", "\n", "Group 1 found at 4675-4682: `, short`\n", "\n", "Group 1 found at 4696-4702: `, long`\n", "\n", "Group 1 found at 4714-4721: `, short`\n", "\n", "Group 1 found at 4735-4741: `, long`\n", "\n", "Group 1 found at 4753-4760: `, short`\n", "\n", "Group 1 found at 4774-4780: `, long`\n", "\n", "Group 1 found at 4792-4799: `, short`\n", "\n", "Group 1 found at 4813-4819: `, long`\n", "\n", "Group 1 found at 4831-4838: `, short`\n", "\n", "Group 1 found at 4852-4858: `, long`\n", "\n", "Group 1 found at 4870-4877: `, short`\n", "\n", "Group 1 found at 4891-4897: `, long`\n", "\n", "Group 1 found at 4909-4916: `, short`\n", "\n", "Group 1 found at 4930-4936: `, long`\n", "\n", "Group 1 found at 4948-4955: `, short`\n", "\n", "Group 1 found at 4969-4975: `, long`\n", "\n", "Group 1 found at 4987-4994: `, short`\n", "\n", "Group 1 found at 5008-5014: `, long`\n", "\n", "Group 1 found at 5026-5033: `, short`\n", "\n", "Group 1 found at 5047-5053: `, long`\n", "\n", "Group 1 found at 5065-5072: `, short`\n", "\n", "Group 1 found at 5086-5092: `, long`\n", "\n", "Group 1 found at 5104-5111: `, short`\n", "\n", "Group 1 found at 5125-5131: `, long`\n", "\n", "Group 1 found at 5143-5150: `, short`\n", "\n", "Group 1 found at 5164-5170: `, long`\n", "\n", "Group 1 found at 5182-5189: `, short`\n", "\n", "Group 1 found at 5203-5209: `, long`\n", "\n", "Group 1 found at 5221-5228: `, short`\n", "\n", "Group 1 found at 5242-5248: `, long`\n", "\n", "Group 1 found at 5260-5267: `, short`\n", "\n", "Group 1 found at 5281-5287: `, long`\n", "\n", "Group 1 found at 5299-5306: `, short`\n", "\n", "Group 1 found at 5320-5326: `, long`\n", "\n", "Group 1 found at 5338-5345: `, short`\n", "\n", "Group 1 found at 5359-5365: `, long`\n", "\n", "Group 1 found at 5377-5384: `, short`\n", "\n", "Group 1 found at 5398-5404: `, long`\n", "\n", "Group 1 found at 5416-5423: `, short`\n", "\n", "Group 1 found at 5437-5443: `, long`\n", "\n", "Group 1 found at 5455-5462: `, short`\n", "\n", "Group 1 found at 5476-5482: `, long`\n", "\n", "Group 1 found at 5494-5501: `, short`\n", "\n", "Group 1 found at 5515-5521: `, long`\n", "\n", "Group 1 found at 5533-5540: `, short`\n", "\n", "Group 1 found at 5554-5560: `, long`\n", "\n", "Group 1 found at 5572-5579: `, short`\n", "\n", "Group 1 found at 5593-5599: `, long`\n", "\n", "Group 1 found at 5611-5618: `, short`\n", "\n", "Group 1 found at 5632-5638: `, long`\n", "\n", "Group 1 found at 5650-5657: `, short`\n", "\n", "Group 1 found at 5671-5677: `, long`\n", "\n", "Group 1 found at 5689-5696: `, short`\n", "\n", "Group 1 found at 5710-5716: `, long`\n", "\n", "Group 1 found at 5728-5735: `, short`\n", "\n", "Group 1 found at 5749-5755: `, long`\n", "\n", "Group 1 found at 5767-5774: `, short`\n", "\n", "Group 1 found at 5788-5794: `, long`\n", "\n", "Group 1 found at 5806-5813: `, short`\n", "\n", "Group 1 found at 5827-5833: `, long`\n", "\n", "Group 1 found at 5845-5852: `, short`\n", "\n", "Group 1 found at 5866-5872: `, long`\n", "\n", "Group 1 found at 5884-5891: `, short`\n", "\n", "Group 1 found at 5905-5911: `, long`\n", "\n", "Group 1 found at 5923-5930: `, short`\n", "\n", "Group 1 found at 5944-5950: `, long`\n", "\n", "Group 1 found at 5962-5969: `, short`\n", "\n", "Group 1 found at 5983-5989: `, long`\n", "\n", "Group 1 found at 6001-6008: `, short`\n", "\n", "Group 1 found at 6022-6028: `, long`\n", "\n", "Group 1 found at 6040-6047: `, short`\n", "\n", "Group 1 found at 6061-6067: `, long`\n", "\n", "Group 1 found at 6079-6086: `, short`\n", "\n", "Group 1 found at 6100-6106: `, long`\n", "\n", "Group 1 found at 6118-6125: `, short`\n", "\n", "Group 1 found at 6139-6145: `, long`\n", "\n", "Group 1 found at 6157-6164: `, short`\n", "\n", "Group 1 found at 6178-6184: `, long`\n", "\n", "Group 1 found at 6196-6203: `, short`\n", "\n", "Group 1 found at 6217-6223: `, long`\n", "\n", "Group 1 found at 6235-6242: `, short`\n", "\n", "Group 1 found at 6256-6262: `, long`\n", "\n", "Group 1 found at 6274-6281: `, short`\n", "\n", "Group 1 found at 6295-6301: `, long`\n", "\n", "Group 1 found at 6313-6320: `, short`\n", "\n", "Group 1 found at 6334-6340: `, long`\n", "\n", "Group 1 found at 6352-6359: `, short`\n", "\n", "Group 1 found at 6373-6379: `, long`\n", "\n", "Group 1 found at 6391-6398: `, short`\n", "\n", "Group 1 found at 6412-6418: `, long`\n", "\n", "Group 1 found at 6430-6437: `, short`\n", "\n", "Group 1 found at 6451-6457: `, long`\n", "\n", "Group 1 found at 6469-6476: `, short`\n", "\n", "Group 1 found at 6490-6496: `, long`\n", "\n", "Group 1 found at 6508-6515: `, short`\n", "\n", "Group 1 found at 6529-6535: `, long`\n", "\n", "Group 1 found at 6547-6554: `, short`\n", "\n", "Group 1 found at 6568-6574: `, long`\n", "\n", "Group 1 found at 6586-6593: `, short`\n", "\n", "Group 1 found at 6607-6613: `, long`\n", "\n", "Group 1 found at 6625-6632: `, short`\n", "(0, 4419, 4419)\n", "\n", "*** Found 1 rows with output_tokens >= 2048 for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.02\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-1.02: 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, 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, 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, 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, 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, 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, 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, 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,\n", "--------------------------------------------------\n", "output_tokens-shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.02: 2048\n", "\n", "*** Found 0 rows with incomplete translations for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.02\n", "### Analyzing: shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.04\n", "*** Found 0 rows with total_repetitions > 50 for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.04\n", "\n", "*** Found 0 rows with output_tokens >= 2048 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 >= 2048 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 >= 2048 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 >= 2048 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 0 rows with total_repetitions > 50 for shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.00\n", "\n", "*** Found 0 rows with output_tokens >= 2048 for shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.00\n", "\n", "*** Found 0 rows with incomplete translations for shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.00\n", "### Analyzing: shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.02\n", "*** Found 1 rows with total_repetitions > 50 for shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.02\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, 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, 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, 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, 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, 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, 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\n", "================================================================================\n", "----detect non-word characters repetition----\n", "----detect text repetitions----\n", " 50 for shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.04\n", "\n", "*** Found 0 rows with output_tokens >= 2048 for shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.04\n", "\n", "*** Found 0 rows with incomplete translations for shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.04\n", "### Analyzing: shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.06\n", "*** Found 0 rows with total_repetitions > 50 for shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.06\n", "\n", "*** Found 0 rows with output_tokens >= 2048 for shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.06\n", "\n", "*** Found 0 rows with incomplete translations for shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.06\n", "### Analyzing: shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.08\n", "*** Found 1 rows with total_repetitions > 50 for shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.08\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's blue—the sky's blue—the sky's green—the sky's blue—the sky's blue—the sky's green—the sky's blue—the sky's blue—the sky's green—\n", "================================================================================\n", "----detect non-word characters repetition----\n", "----detect text repetitions----\n", "\n", "Group 1 found at 1-15: `The sky's blue`\n", "\n", "Group 1 found at 30-76: `—the sky's green—the sky's blue—the sky's blue`\n", "(0, 61, 61)\n", "\n", "*** Found 0 rows with output_tokens >= 2048 for shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.08\n", "\n", "*** Found 0 rows with incomplete translations for shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.08\n", "### Analyzing: shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.10\n", "*** Found 0 rows with total_repetitions > 50 for shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.10\n", "\n", "*** Found 0 rows with output_tokens >= 2048 for shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.10\n", "\n", "*** Found 0 rows with incomplete translations for shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.10\n" ] } ], "source": [ "for col in result_columns:\n", " print(f\"### Analyzing: {col}\")\n", " analyze_translation_results(\n", " df, col, repetition_threshold=50, max_new_tokens=max_new_tokens\n", " )" ] } ], "metadata": { "accelerator": "GPU", "application/vnd.databricks.v1+notebook": { "dashboards": [], "environmentMetadata": null, "language": "python", "notebookMetadata": { "mostRecentlyExecutedCommandWithImplicitDF": { "commandId": -1, "dataframes": [ "_sqldf" ] }, "pythonIndentUnit": 4 }, "notebookName": "10_eval-lf-medium-py3.11", "widgets": {} }, "colab": { "gpuType": "L4", "provenance": [] }, "kernelspec": { "display_name": "rapget", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.9" } }, "nbformat": 4, "nbformat_minor": 0 }