{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Select Preference Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:11:04.757824Z",
     "start_time": "2024-05-26T00:11:04.555293Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-18T13:04:50.834330Z",
     "iopub.status.busy": "2024-09-18T13:04:50.834192Z",
     "iopub.status.idle": "2024-09-18T13:04:50.990668Z",
     "shell.execute_reply": "2024-09-18T13:04:50.990210Z",
     "shell.execute_reply.started": "2024-09-18T13:04:50.834315Z"
    }
   },
   "outputs": [],
   "source": [
    "# setup tailscale if you haven't\n",
    "# https://tailscale.com/kb/1031/install-linux\n",
    "!sudo tailscale up --accept-routes=true\n",
    "\n",
    "# setup autoload\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:11:08.392310Z",
     "start_time": "2024-05-26T00:11:04.759383Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-18T13:04:50.991429Z",
     "iopub.status.busy": "2024-09-18T13:04:50.991293Z",
     "iopub.status.idle": "2024-09-18T13:04:54.796240Z",
     "shell.execute_reply": "2024-09-18T13:04:54.795515Z",
     "shell.execute_reply.started": "2024-09-18T13:04:50.991417Z"
    }
   },
   "outputs": [],
   "source": [
    "# pip install psycopg2-binary\n",
    "# make sure sqlalchemy is >=2\n",
    "# pip install \"sqlalchemy>=2\"\n",
    "import os\n",
    "import datetime\n",
    "from collections import defaultdict, Counter\n",
    "import json\n",
    "from urllib.parse import quote\n",
    "\n",
    "import boto3\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import sqlalchemy\n",
    "import tqdm\n",
    "from botocore.exceptions import ClientError\n",
    "from suno_analytics.preference_helper import get_preference_counts\n",
    "from suno_analytics.preference_data_selection import (\n",
    "    gather_data,\n",
    "    plot_clip_distribution,\n",
    "    parse_metadata_for_basics,\n",
    "    get_concat_clip_ids,\n",
    "    validate_preference_data,\n",
    "    run_bot_detection,\n",
    "    print_out_value_counts_nicely,\n",
    "    merge_concat_clips_with_reactions,\n",
    "    plot_clip_basic_distributions,\n",
    ")\n",
    "\n",
    "\n",
    "# setup some pandas display stuff\n",
    "pd.set_option(\"display.max_rows\", 500)\n",
    "pd.set_option(\"display.max_columns\", 500)\n",
    "pd.set_option(\"display.width\", 1000)\n",
    "\n",
    "\n",
    "def get_secret():\n",
    "    secret_name = \"rds!cluster-a3b66c33-40a7-47dd-bd6e-32b1c17c9124\"\n",
    "    region_name = \"us-east-2\"\n",
    "    # Create a Secrets Manager client\n",
    "    session = boto3.session.Session()\n",
    "    client = session.client(service_name=\"secretsmanager\", region_name=region_name)\n",
    "    try:\n",
    "        get_secret_value_response = client.get_secret_value(SecretId=secret_name)\n",
    "    except ClientError as e:\n",
    "        raise e\n",
    "    secret = get_secret_value_response[\"SecretString\"]\n",
    "    return json.loads(secret)\n",
    "\n",
    "\n",
    "my_secrets = get_secret()\n",
    "\n",
    "# alternative...\n",
    "engine = sqlalchemy.create_engine(\n",
    "    \"postgresql://postgres:%s@suno-main-pgdb-prod-instance-1.cnfvffydbwvc.us-east-2.rds.amazonaws.com/suno_main\"\n",
    "    % quote(my_secrets[\"password\"])\n",
    ")\n",
    "\n",
    "\n",
    "home_dir = os.path.expanduser(\"~\")\n",
    "snow_password_path = os.path.join(home_dir, \".aws\", \"snow_pw.txt\")\n",
    "if os.path.exists(snow_password_path):\n",
    "    # !pip install snowflake\n",
    "    from snowflake.core import Root\n",
    "    from snowflake.snowpark import Session\n",
    "\n",
    "    with open(snow_password_path, \"r\") as fp:\n",
    "        fp_lines = fp.readlines()\n",
    "        snow_password = fp_lines[0].strip()\n",
    "        snow_username = fp_lines[1].strip()\n",
    "\n",
    "    CONNECTION_PARAMETERS = {\n",
    "        \"account\": \"fu90569.us-east-2.aws\",\n",
    "        \"user\": snow_username,\n",
    "        \"password\": snow_password,\n",
    "        \"role\": \"ACCOUNTADMIN\",\n",
    "        \"database\": \"SUNO_PROD\",\n",
    "        \"warehouse\": \"SUNO_PROD_LARGE\",\n",
    "        \"schema\": \"PROD\",\n",
    "    }"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Validate some info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:11:08.550447Z",
     "start_time": "2024-05-26T00:11:08.397196Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-18T13:04:54.797486Z",
     "iopub.status.busy": "2024-09-18T13:04:54.797155Z",
     "iopub.status.idle": "2024-09-18T13:04:54.819038Z",
     "shell.execute_reply": "2024-09-18T13:04:54.818458Z",
     "shell.execute_reply.started": "2024-09-18T13:04:54.797469Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-08-26 21:00:00\n"
     ]
    }
   ],
   "source": [
    "# there are 4 hr time difference between eastern time and utc\n",
    "cutoff_date = \"2024-08-26 21:00:00\"  # v4-t3 out\n",
    "# cutoff_date = (datetime.datetime.now() - datetime.timedelta(hours=2)).astimezone(datetime.timezone.utc).strftime(\"%Y-%m-%d %H:%M:%S\")\n",
    "print(cutoff_date)\n",
    "\n",
    "target_model_name = \"chirp-v3p5-engine-t-3\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:11:09.349857Z",
     "start_time": "2024-05-26T00:11:08.551408Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-18T13:04:54.820782Z",
     "iopub.status.busy": "2024-09-18T13:04:54.820436Z",
     "iopub.status.idle": "2024-09-18T13:04:56.200274Z",
     "shell.execute_reply": "2024-09-18T13:04:56.199556Z",
     "shell.execute_reply.started": "2024-09-18T13:04:54.820766Z"
    }
   },
   "outputs": [],
   "source": [
    "df_all_tables = pd.read_sql_query(\n",
    "    \"SELECT table_name FROM information_schema.tables WHERE table_schema = 'public'\",\n",
    "    engine,\n",
    ")\n",
    "# should have all the basic table names here\n",
    "assert df_all_tables[\"table_name\"].nunique() >= 61"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Query the DB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-18T13:04:56.201292Z",
     "iopub.status.busy": "2024-09-18T13:04:56.201124Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Start gather data from 2024-08-26 21:00:00\n",
      "Bots Action: 103,319,917 rows\n",
      " ---- Execution time: 6461.32 seconds\n",
      "Reactions: 103,468,787 rows\n",
      " ---- Execution time: 5208.00 seconds\n"
     ]
    }
   ],
   "source": [
    "gathered_data = gather_data(engine, cutoff_date) #, filter_model_name=target_model_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T13:08:15.087536Z",
     "iopub.status.busy": "2024-09-19T13:08:15.087074Z",
     "iopub.status.idle": "2024-09-19T13:08:21.570139Z",
     "shell.execute_reply": "2024-09-19T13:08:21.569408Z",
     "shell.execute_reply.started": "2024-09-19T13:08:15.087515Z"
    }
   },
   "outputs": [],
   "source": [
    "# unpack the information\n",
    "bots_action_df = gathered_data[\"bots_action_df\"]\n",
    "reaction_df = gathered_data[\"reaction_df\"]\n",
    "total_clip_df = gathered_data[\"total_clip_df\"]\n",
    "playlist_clip_df = gathered_data[\"playlist_clip_df\"]\n",
    "auth_user_df = gathered_data[\"auth_user_df\"]\n",
    "discord_info_df = gathered_data[\"discord_info_df\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T13:08:21.571577Z",
     "iopub.status.busy": "2024-09-19T13:08:21.571398Z",
     "iopub.status.idle": "2024-09-19T13:12:11.205155Z",
     "shell.execute_reply": "2024-09-19T13:12:11.204556Z",
     "shell.execute_reply.started": "2024-09-19T13:08:21.571561Z"
    }
   },
   "outputs": [],
   "source": [
    "# parse out the necessary metadata early\n",
    "total_clip_df[[\"continued_parent\", \"duration\", \"source\", \"clip_type\", \"task\"]] = pd.DataFrame(\n",
    "    total_clip_df[\"metadata\"].map(parse_metadata_for_basics).tolist(), index=total_clip_df.index\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T13:12:11.206066Z",
     "iopub.status.busy": "2024-09-19T13:12:11.205905Z",
     "iopub.status.idle": "2024-09-19T13:15:35.138066Z",
     "shell.execute_reply": "2024-09-19T13:15:35.137411Z",
     "shell.execute_reply.started": "2024-09-19T13:12:11.206051Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total clips: 108640449\n",
      "total without model: 4370659\n",
      "uploads: 1027079\n",
      "stems: 3343560\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of hours: 548\n",
      "Average clips per hour: 198248.99\n",
      "Max clips in an hour: 268324\n",
      "Min clips in an hour: 32845\n"
     ]
    }
   ],
   "source": [
    "# filter on versions\n",
    "clip_df = total_clip_df.copy()\n",
    "total_clip_counts = clip_df.shape[0]\n",
    "print(f\"total clips: {total_clip_counts}\")\n",
    "# check the number of audio uploads\n",
    "upload_clip_df = total_clip_df[total_clip_df[\"clip_type\"] == \"upload\"].copy()\n",
    "stem_clip_df = total_clip_df[total_clip_df[\"clip_type\"] == \"stem\"].copy()\n",
    "print(\"total without model:\", (total_clip_df[\"model_name\"] == \"\").sum())\n",
    "print(\"uploads:\", upload_clip_df.shape[0])\n",
    "print(\"stems:\", stem_clip_df.shape[0])\n",
    "\n",
    "# Call the function\n",
    "plot_clip_distribution(total_clip_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Proceed with feature engineering and cleaning up"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T13:15:35.139093Z",
     "iopub.status.busy": "2024-09-19T13:15:35.138934Z",
     "iopub.status.idle": "2024-09-19T13:15:47.738621Z",
     "shell.execute_reply": "2024-09-19T13:15:47.738023Z",
     "shell.execute_reply.started": "2024-09-19T13:15:35.139077Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of upvoates: 7,838,815 rows\n",
      "number of flagged reports: 171,128 rows\n"
     ]
    }
   ],
   "source": [
    "upvoted_df = reaction_df[reaction_df[\"reaction_type\"] == \"L\"].copy()\n",
    "print(f\"number of upvoates: {upvoted_df.shape[0]:,} rows\")\n",
    "upvoted_ids = upvoted_df[\"clip_id\"]\n",
    "\n",
    "flagged_df = reaction_df[reaction_df[\"flagged\"]].copy()\n",
    "print(f\"number of flagged reports: {flagged_df.shape[0]:,} rows\")\n",
    "flagged_ids = flagged_df[\"clip_id\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T13:15:47.740282Z",
     "iopub.status.busy": "2024-09-19T13:15:47.740092Z",
     "iopub.status.idle": "2024-09-19T13:15:52.844746Z",
     "shell.execute_reply": "2024-09-19T13:15:52.844086Z",
     "shell.execute_reply.started": "2024-09-19T13:15:47.740266Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reactions fraction by pro user:\n",
      "False: 68459040 (66.16%)\n",
      "True: 35009747 (33.84%)\n",
      "Reactions fraction by pro user:\n",
      "False: 62253042 (57.30%)\n",
      "True: 46387407 (42.70%)\n"
     ]
    }
   ],
   "source": [
    "# this is probably the right way to figure out the pro user group\n",
    "pro_users = set(discord_info_df[\"user_id\"].unique())\n",
    "reaction_df[\"is_pro_user\"] = reaction_df[\"user_id\"].isin(pro_users)\n",
    "clip_df[\"is_pro_user\"] = clip_df[\"user_id\"].isin(pro_users)\n",
    "\n",
    "# this is very interesting....\n",
    "# reaction check\n",
    "print(\"Reactions fraction by pro user:\")\n",
    "print_out_value_counts_nicely(reaction_df, \"is_pro_user\")\n",
    "# clip check\n",
    "print(\"Reactions fraction by pro user:\")\n",
    "print_out_value_counts_nicely(clip_df, \"is_pro_user\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T13:15:52.845743Z",
     "iopub.status.busy": "2024-09-19T13:15:52.845568Z",
     "iopub.status.idle": "2024-09-19T13:15:56.779264Z",
     "shell.execute_reply": "2024-09-19T13:15:56.778625Z",
     "shell.execute_reply.started": "2024-09-19T13:15:52.845727Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "stem parent ids: 1660976\n"
     ]
    }
   ],
   "source": [
    "# find out the stem parent ids\n",
    "stem_parent_ids = set(stem_clip_df[\"metadata\"].apply(lambda x: x.get(\"stem_from_id\", \"xxx\")))\n",
    "print(\"stem parent ids:\", len(stem_parent_ids))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:23:12.019778Z",
     "start_time": "2024-05-26T00:22:57.637371Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T13:15:56.780260Z",
     "iopub.status.busy": "2024-09-19T13:15:56.780082Z",
     "iopub.status.idle": "2024-09-19T13:19:36.986721Z",
     "shell.execute_reply": "2024-09-19T13:19:36.986058Z",
     "shell.execute_reply.started": "2024-09-19T13:15:56.780242Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Clips in a splaylist:\n",
      "False: 107790167 (99.22%)\n",
      "True: 850282 (0.78%)\n",
      "Clips has stem children:\n",
      "False: 106996776 (98.49%)\n",
      "True: 1643673 (1.51%)\n"
     ]
    }
   ],
   "source": [
    "# add clip is in playlist feature\n",
    "clip_df[\"is_in_playlist\"] = clip_df[\"id\"].isin(playlist_clip_df[\"clip_id\"].unique())\n",
    "print(\"Clips in a splaylist:\")\n",
    "print_out_value_counts_nicely(clip_df, \"is_in_playlist\")\n",
    "clip_df[\"has_stems\"] = clip_df[\"id\"].astype(str).isin(stem_parent_ids)\n",
    "print(\"Clips has stem children:\")\n",
    "print_out_value_counts_nicely(clip_df, \"has_stems\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:23:17.912428Z",
     "start_time": "2024-05-26T00:23:12.021726Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T13:19:36.987848Z",
     "iopub.status.busy": "2024-09-19T13:19:36.987675Z",
     "iopub.status.idle": "2024-09-19T13:20:42.591035Z",
     "shell.execute_reply": "2024-09-19T13:20:42.590366Z",
     "shell.execute_reply.started": "2024-09-19T13:19:36.987833Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "clips that have children: 11382733 \n",
      "clips that are parents: 1869779 \n",
      " Average continues from clip =  6.09\n",
      "web: 106117925 (98.59%)\n",
      "ios: 1515099 (1.41%)\n"
     ]
    }
   ],
   "source": [
    "# parse the metadata for histories and types\n",
    "clip_history_df = clip_df[~clip_df[\"continued_parent\"].isna()].copy()\n",
    "# these are the direct parent's ids -- not grandparents\n",
    "has_continued_children_ids = clip_history_df[\"continued_parent\"]\n",
    "print(\n",
    "    \"clips that have children:\",\n",
    "    len(has_continued_children_ids),\n",
    "    \"\\nclips that are parents:\",\n",
    "    has_continued_children_ids.nunique(),\n",
    "    \"\\n\",\n",
    "    \"Average continues from clip = \",\n",
    "    round(len(has_continued_children_ids) / len(has_continued_children_ids.unique()), 2),\n",
    ")\n",
    "# Get value counts\n",
    "print_out_value_counts_nicely(clip_df, \"source\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:23:22.092835Z",
     "start_time": "2024-05-26T00:23:17.914456Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T13:20:42.592131Z",
     "iopub.status.busy": "2024-09-19T13:20:42.591861Z",
     "iopub.status.idle": "2024-09-19T13:23:00.520972Z",
     "shell.execute_reply": "2024-09-19T13:23:00.520259Z",
     "shell.execute_reply.started": "2024-09-19T13:20:42.592115Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total uploads: 4370659\n",
      "clips without request id: 5117029\n",
      "clips without request id: 5117029 clip_type\n",
      "stem                3343560\n",
      "upload              1027079\n",
      "concat               745991\n",
      "edit_crop               293\n",
      "concat_infilling        106\n",
      "Name: count, dtype: int64\n",
      "Clips without request id (concat, uploads...) frac = 0.00687\n"
     ]
    }
   ],
   "source": [
    "print(\"total uploads:\", (clip_df[\"model_name\"] == \"\").sum())\n",
    "print(\"clips without request id:\", (clip_df[\"request_id\"].isna()).sum())\n",
    "# the nans are concats, we want to drop them for now\n",
    "concated_clips = clip_df[clip_df[\"clip_type\"] == \"concat\"].copy()\n",
    "non_request_clips = clip_df[clip_df[\"request_id\"].isna()].copy()\n",
    "print(\"clips without request id:\", non_request_clips.shape[0], non_request_clips[\"clip_type\"].value_counts())\n",
    "# need to kick them out...\n",
    "clip_df = clip_df[~clip_df[\"request_id\"].isna()]\n",
    "print(\n",
    "    f\"Clips without request id (concat, uploads...) frac = {concated_clips.shape[0] / total_clip_counts:.5f}\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:23:22.833148Z",
     "start_time": "2024-05-26T00:23:22.094796Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T13:23:00.522114Z",
     "iopub.status.busy": "2024-09-19T13:23:00.521832Z",
     "iopub.status.idle": "2024-09-19T13:23:25.447549Z",
     "shell.execute_reply": "2024-09-19T13:23:25.446911Z",
     "shell.execute_reply.started": "2024-09-19T13:23:00.522097Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "chirp-v3p5-engine-s-8: 66466006 (64.20%)\n",
      "chirp-v3p5-engine-t-3: 7590318 (7.33%)\n",
      "chirp-v3p5-engine-upload-4: 5278440 (5.10%)\n",
      "chirp-v3p5-engine-s-8-revert_finfer: 4943738 (4.78%)\n",
      "chirp-v3p5-engine-b: 3338868 (3.23%)\n",
      "chirp-v3p5-engine-s-24: 3107299 (3.00%)\n",
      "chirp-v3p5-engine-evict: 3069167 (2.96%)\n",
      "chirp-v3-engine-i: 2498240 (2.41%)\n",
      "chirp-v3p5-engine-s-25: 1415405 (1.37%)\n",
      "chirp-v3p5-engine-s-8-threadless: 774345 (0.75%)\n",
      "chirp-v3p5-engine-s-8-repro-4: 702754 (0.68%)\n",
      "chirp-v3p5-engine-s-8-overlap: 602773 (0.58%)\n",
      "chirp-v3p5-engine-s-8-128: 460243 (0.44%)\n",
      "chirp-v2-xxl-alpha: 390305 (0.38%)\n",
      "chirp-v3-5: 370637 (0.36%)\n",
      "chirp-v2-engine-msft-60s: 261328 (0.25%)\n",
      "chirp-v3p5-engine-oci: 229216 (0.22%)\n",
      "chirp-v3p5-engine-s-25-b-1: 225533 (0.22%)\n",
      "chirp-v3p5-engine-s-8-n-1: 208138 (0.20%)\n",
      "chirp-v3p5-engine-s-25-b-2: 145134 (0.14%)\n",
      "chirp-v3p5-engine-t-3-15-b-1: 126552 (0.12%)\n",
      "chirp-v3p5-engine-s-8-repro-3: 119550 (0.12%)\n",
      "chirp-v3p5-engine-t-1-18-b-20: 110317 (0.11%)\n",
      "chirp-v3p5-engine-t-1-18-b-10: 109743 (0.11%)\n",
      "chirp-v3p5-engine-t-1-18-b-5: 109682 (0.11%)\n",
      "chirp-v3p5-engine-t-3-13-b-1: 101240 (0.10%)\n",
      "chirp-v3p5-engine-s-8-repro-2: 85983 (0.08%)\n",
      "chirp-v3p5-engine-s-8-repro: 72411 (0.07%)\n",
      "chirp-v3p5-engine-t-3-9: 65650 (0.06%)\n",
      "chirp-v3p5-engine-t-3-13: 60955 (0.06%)\n",
      "chirp-v3p5-engine-ft-1: 59141 (0.06%)\n",
      "chirp-v3p5-engine-t-2-10-r: 47314 (0.05%)\n",
      "chirp-v3p5-engine-s-25-b-15: 43658 (0.04%)\n",
      "chirp-v3p5-engine-t-2-16: 43498 (0.04%)\n",
      "chirp-v3p5-engine-t-4-3: 40359 (0.04%)\n",
      "chirp-v3p5-engine-t-2-17: 38867 (0.04%)\n",
      "chirp-v3p5-engine-s-25-b-4: 37646 (0.04%)\n",
      "chirp-v3p5-engine-t-3-5: 33204 (0.03%)\n",
      "chirp-v3p5-engine-t-3-10: 30212 (0.03%)\n",
      "chirp-v3p5-engine-t-3-12-s8: 20305 (0.02%)\n",
      "chirp-v3p5-engine-t-4-2: 20030 (0.02%)\n",
      "chirp-v3p5-engine-t-3-r: 17809 (0.02%)\n",
      "chirp-v3p5-engine-t-3-b: 14163 (0.01%)\n",
      "chirp-v3-0: 12673 (0.01%)\n",
      "chirp-v3p5-engine-t-4-0: 11250 (0.01%)\n",
      "chirp-v3p5-engine-t-4-1: 11175 (0.01%)\n",
      "chirp-v3p5-engine-short: 1477 (0.00%)\n",
      "chirp-v3-5-upload: 359 (0.00%)\n",
      "chirp-v3-5-tau: 194 (0.00%)\n",
      "chirp-v3-5|chirp-v3-0: 67 (0.00%)\n",
      "chirp-v3p5-engine-t-2: 27 (0.00%)\n",
      "chirp-v3-5-short: 22 (0.00%)\n"
     ]
    }
   ],
   "source": [
    "# check the model conts\n",
    "print_out_value_counts_nicely(clip_df, \"model_name\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:23:26.317699Z",
     "start_time": "2024-05-26T00:23:22.835074Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T13:23:25.448543Z",
     "iopub.status.busy": "2024-09-19T13:23:25.448371Z",
     "iopub.status.idle": "2024-09-19T13:25:18.883868Z",
     "shell.execute_reply": "2024-09-19T13:25:18.883246Z",
     "shell.execute_reply.started": "2024-09-19T13:23:25.448526Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pre-filter model type clip_df shape: (103523420, 36)\n",
      "post-filter model type clip_df shape: (103140110, 36)\n",
      "chirp-v3p5-engine-s-8: 66466006 (64.44%)\n",
      "chirp-v3p5-engine-t-3: 7590318 (7.36%)\n",
      "chirp-v3p5-engine-upload-4: 5278440 (5.12%)\n",
      "chirp-v3p5-engine-s-8-revert_finfer: 4943738 (4.79%)\n",
      "chirp-v3p5-engine-b: 3338868 (3.24%)\n",
      "chirp-v3p5-engine-s-24: 3107299 (3.01%)\n",
      "chirp-v3p5-engine-evict: 3069167 (2.98%)\n",
      "chirp-v3-engine-i: 2498240 (2.42%)\n",
      "chirp-v3p5-engine-s-25: 1415405 (1.37%)\n",
      "chirp-v3p5-engine-s-8-threadless: 774345 (0.75%)\n",
      "chirp-v3p5-engine-s-8-repro-4: 702754 (0.68%)\n",
      "chirp-v3p5-engine-s-8-overlap: 602773 (0.58%)\n",
      "chirp-v3p5-engine-s-8-128: 460243 (0.45%)\n",
      "chirp-v2-xxl-alpha: 390305 (0.38%)\n",
      "chirp-v2-engine-msft-60s: 261328 (0.25%)\n",
      "chirp-v3p5-engine-oci: 229216 (0.22%)\n",
      "chirp-v3p5-engine-s-25-b-1: 225533 (0.22%)\n",
      "chirp-v3p5-engine-s-8-n-1: 208138 (0.20%)\n",
      "chirp-v3p5-engine-s-25-b-2: 145134 (0.14%)\n",
      "chirp-v3p5-engine-t-3-15-b-1: 126552 (0.12%)\n",
      "chirp-v3p5-engine-s-8-repro-3: 119550 (0.12%)\n",
      "chirp-v3p5-engine-t-1-18-b-20: 110317 (0.11%)\n",
      "chirp-v3p5-engine-t-1-18-b-10: 109743 (0.11%)\n",
      "chirp-v3p5-engine-t-1-18-b-5: 109682 (0.11%)\n",
      "chirp-v3p5-engine-t-3-13-b-1: 101240 (0.10%)\n",
      "chirp-v3p5-engine-s-8-repro-2: 85983 (0.08%)\n",
      "chirp-v3p5-engine-s-8-repro: 72411 (0.07%)\n",
      "chirp-v3p5-engine-t-3-9: 65650 (0.06%)\n",
      "chirp-v3p5-engine-t-3-13: 60955 (0.06%)\n",
      "chirp-v3p5-engine-ft-1: 59141 (0.06%)\n",
      "chirp-v3p5-engine-t-2-10-r: 47314 (0.05%)\n",
      "chirp-v3p5-engine-s-25-b-15: 43658 (0.04%)\n",
      "chirp-v3p5-engine-t-2-16: 43498 (0.04%)\n",
      "chirp-v3p5-engine-t-4-3: 40359 (0.04%)\n",
      "chirp-v3p5-engine-t-2-17: 38867 (0.04%)\n",
      "chirp-v3p5-engine-s-25-b-4: 37646 (0.04%)\n",
      "chirp-v3p5-engine-t-3-5: 33204 (0.03%)\n",
      "chirp-v3p5-engine-t-3-10: 30212 (0.03%)\n",
      "chirp-v3p5-engine-t-3-12-s8: 20305 (0.02%)\n",
      "chirp-v3p5-engine-t-4-2: 20030 (0.02%)\n",
      "chirp-v3p5-engine-t-3-r: 17809 (0.02%)\n",
      "chirp-v3p5-engine-t-3-b: 14163 (0.01%)\n",
      "chirp-v3p5-engine-t-4-0: 11250 (0.01%)\n",
      "chirp-v3p5-engine-t-4-1: 11175 (0.01%)\n",
      "chirp-v3p5-engine-short: 1477 (0.00%)\n",
      "chirp-v3-5-upload: 359 (0.00%)\n",
      "chirp-v3-5-tau: 194 (0.00%)\n",
      "chirp-v3-5|chirp-v3-0: 67 (0.00%)\n",
      "chirp-v3p5-engine-t-2: 27 (0.00%)\n",
      "chirp-v3-5-short: 22 (0.00%)\n"
     ]
    }
   ],
   "source": [
    "print(\"pre-filter model type clip_df shape:\", clip_df.shape)\n",
    "clip_df = clip_df[(clip_df[\"model_name\"] != \"chirp-v3-5\") & (clip_df[\"model_name\"] != \"chirp-v3-0\")]\n",
    "print(\"post-filter model type clip_df shape:\", clip_df.shape)\n",
    "print_out_value_counts_nicely(clip_df, \"model_name\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T13:25:18.884788Z",
     "iopub.status.busy": "2024-09-19T13:25:18.884622Z",
     "iopub.status.idle": "2024-09-19T13:28:00.244181Z",
     "shell.execute_reply": "2024-09-19T13:28:00.243550Z",
     "shell.execute_reply.started": "2024-09-19T13:25:18.884772Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "concat reactions: 3117787 unique concat clips: 523131\n",
      "total concats (745991, 39)\n",
      "check \n",
      "        reaction_play_count  reaction_upvote_count  reaction_dislike_count\n",
      "count        523131.000000          523131.000000           523131.000000\n",
      "mean             12.529353               0.371729                0.024200\n",
      "std             456.532065               4.685685                0.291323\n",
      "min               1.000000               0.000000                0.000000\n",
      "25%               1.000000               0.000000                0.000000\n",
      "50%               2.000000               0.000000                0.000000\n",
      "75%               4.000000               0.000000                0.000000\n",
      "max          148819.000000             952.000000               53.000000\n",
      "All concats 745991\n",
      "total concats with plays 523131\n"
     ]
    }
   ],
   "source": [
    "concated_clips = merge_concat_clips_with_reactions(concated_clips, reaction_df)\n",
    "# TODO: why so many clips are concats without plays??? -- oh probably they concat multiple times?\n",
    "print(\"All concats\", concated_clips.shape[0])\n",
    "concated_clips = concated_clips[concated_clips[\"reaction_play_count\"] > 0]\n",
    "print(\"total concats with plays\", concated_clips.shape[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:23:38.974479Z",
     "start_time": "2024-05-26T00:23:34.385507Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T13:28:00.245158Z",
     "iopub.status.busy": "2024-09-19T13:28:00.244986Z",
     "iopub.status.idle": "2024-09-19T13:28:39.791731Z",
     "shell.execute_reply": "2024-09-19T13:28:39.791111Z",
     "shell.execute_reply.started": "2024-09-19T13:28:00.245141Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "501552it [00:27, 18781.36it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'tags': 'mellow swing，mellow disco，chill classical, psychedelic dancepop', 'type': 'concat', 'prompt': '\\n\\n', 'has_vocal': None, 'image_s3_id': 'image_e08360b3-61af-4e5b-95b2-1529f39254f7', 'concat_history': [{'id': '3ef3866e-13c5-4a0d-80cf-a764d172e932', 'type': 'gen', 'infill': False, 'source': 'web', 'continue_at': 239.0}, {'id': 'e08360b3-61af-4e5b-95b2-1529f39254f7', 'continue_at': None}], 'is_audio_upload_tos_accepted': None} chirp-v3p5-engine-s-8\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "523131it [00:29, 18015.30it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total concat unique clips are: 982019 with error: 12, duplicate 119790 \n",
      " uploads are in concats 15663 frac 0.015\n"
     ]
    }
   ],
   "source": [
    "concat_clips_ids = get_concat_clip_ids(concated_clips, clip_df, upload_clip_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:23:40.236690Z",
     "start_time": "2024-05-26T00:23:39.995713Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T13:28:39.794365Z",
     "iopub.status.busy": "2024-09-19T13:28:39.794165Z",
     "iopub.status.idle": "2024-09-19T13:28:53.743993Z",
     "shell.execute_reply": "2024-09-19T13:28:53.743365Z",
     "shell.execute_reply.started": "2024-09-19T13:28:39.794348Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    1.031401e+08\n",
      "mean     1.746396e+03\n",
      "std      1.449299e+04\n",
      "min      1.000000e+00\n",
      "25%      2.400000e+01\n",
      "50%      8.200000e+01\n",
      "75%      4.950000e+02\n",
      "max      2.565460e+05\n",
      "Name: user_n_clips, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "# set user number of clips generated\n",
    "clip_df[\"user_n_clips\"] = clip_df[\"user_id\"].map(clip_df[\"user_id\"].value_counts())\n",
    "print(clip_df[\"user_n_clips\"].describe())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:23:44.826860Z",
     "start_time": "2024-05-26T00:23:40.238330Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T13:28:53.744956Z",
     "iopub.status.busy": "2024-09-19T13:28:53.744788Z",
     "iopub.status.idle": "2024-09-19T13:30:32.348312Z",
     "shell.execute_reply": "2024-09-19T13:30:32.347714Z",
     "shell.execute_reply.started": "2024-09-19T13:28:53.744940Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "has upvoted upvoted\n",
      "False    98324016\n",
      "True      4816094\n",
      "Name: count, dtype: int64 upvoted\n",
      "False    0.953305\n",
      "True     0.046695\n",
      "Name: proportion, dtype: float64 upvote_count\n",
      "False    0.952368\n",
      "True     0.047632\n",
      "Name: proportion, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "# add upvoted column\n",
    "clip_df[\"upvoted\"] = clip_df[\"id\"].isin(upvoted_ids)\n",
    "print(\n",
    "    \"has upvoted\",\n",
    "    clip_df[\"upvoted\"].value_counts(),\n",
    "    clip_df[\"upvoted\"].value_counts(normalize=True),\n",
    "    (clip_df[\"upvote_count\"] >= 1).value_counts(normalize=True),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:23:48.404433Z",
     "start_time": "2024-05-26T00:23:44.857788Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T13:30:32.349263Z",
     "iopub.status.busy": "2024-09-19T13:30:32.349096Z",
     "iopub.status.idle": "2024-09-19T13:32:10.408223Z",
     "shell.execute_reply": "2024-09-19T13:32:10.407611Z",
     "shell.execute_reply.started": "2024-09-19T13:30:32.349247Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "downvoted fraction by category:\n",
      "False: 99493173 (96.46%)\n",
      "True: 3646937 (3.54%)\n"
     ]
    }
   ],
   "source": [
    "disliked_ids = reaction_df[reaction_df[\"reaction_type\"] == \"D\"][\"clip_id\"].unique()\n",
    "\n",
    "clip_df[\"downvoted\"] = clip_df[\"id\"].isin(disliked_ids)\n",
    "print(\"downvoted fraction by category:\")\n",
    "print_out_value_counts_nicely(clip_df, \"downvoted\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:23:56.590022Z",
     "start_time": "2024-05-26T00:23:48.405668Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T13:32:10.409189Z",
     "iopub.status.busy": "2024-09-19T13:32:10.409023Z",
     "iopub.status.idle": "2024-09-19T13:34:40.963437Z",
     "shell.execute_reply": "2024-09-19T13:34:40.962840Z",
     "shell.execute_reply.started": "2024-09-19T13:32:10.409173Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "has_continued fraction by category:\n",
      "False: 102239501 (99.13%)\n",
      "True: 900609 (0.87%)\n"
     ]
    }
   ],
   "source": [
    "# add continued column -- uuid and str are not compatible X.x\n",
    "clip_df[\"has_continued\"] = clip_df[\"id\"].astype(str).isin(set(list(has_continued_children_ids)))\n",
    "print(\"has_continued fraction by category:\")\n",
    "print_out_value_counts_nicely(clip_df, \"has_continued\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:04.704306Z",
     "start_time": "2024-05-26T00:23:56.591353Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T13:34:40.964411Z",
     "iopub.status.busy": "2024-09-19T13:34:40.964239Z",
     "iopub.status.idle": "2024-09-19T13:37:00.493742Z",
     "shell.execute_reply": "2024-09-19T13:37:00.493119Z",
     "shell.execute_reply.started": "2024-09-19T13:34:40.964395Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "part_of_concat fraction by category:\n",
      "False: 102367633 (99.25%)\n",
      "True: 772477 (0.75%)\n",
      "\n",
      "Model distribution for part_of_concat clips:\n",
      "chirp-v3p5-engine-s-8: 54.78%\n",
      "chirp-v3p5-engine-upload-4: 14.08%\n",
      "chirp-v3p5-engine-t-3: 10.31%\n",
      "chirp-v3-engine-i: 4.62%\n",
      "chirp-v3p5-engine-s-8-revert_finfer: 4.34%\n",
      "chirp-v3p5-engine-evict: 2.61%\n",
      "chirp-v3p5-engine-s-24: 2.48%\n",
      "chirp-v3p5-engine-s-25: 1.46%\n",
      "chirp-v3p5-engine-s-8-repro-4: 0.70%\n",
      "chirp-v3p5-engine-s-8-threadless: 0.67%\n",
      "chirp-v3p5-engine-s-8-overlap: 0.46%\n",
      "chirp-v3p5-engine-s-8-128: 0.42%\n",
      "chirp-v2-xxl-alpha: 0.37%\n",
      "chirp-v3p5-engine-b: 0.28%\n",
      "chirp-v3p5-engine-s-25-b-1: 0.23%\n",
      "chirp-v3p5-engine-oci: 0.20%\n",
      "chirp-v3p5-engine-t-3-15-b-1: 0.17%\n",
      "chirp-v3p5-engine-s-8-n-1: 0.17%\n",
      "chirp-v3p5-engine-t-1-18-b-5: 0.14%\n",
      "chirp-v3p5-engine-s-25-b-2: 0.14%\n",
      "chirp-v3p5-engine-t-3-13-b-1: 0.14%\n",
      "chirp-v3p5-engine-t-1-18-b-10: 0.13%\n",
      "chirp-v3p5-engine-t-1-18-b-20: 0.13%\n",
      "chirp-v3p5-engine-s-8-repro-3: 0.11%\n",
      "chirp-v3p5-engine-t-3-9: 0.09%\n",
      "chirp-v3p5-engine-s-8-repro-2: 0.09%\n",
      "chirp-v3p5-engine-s-8-repro: 0.07%\n",
      "chirp-v3p5-engine-t-3-13: 0.07%\n",
      "chirp-v3p5-engine-t-2-16: 0.06%\n",
      "chirp-v3p5-engine-ft-1: 0.06%\n",
      "chirp-v3p5-engine-t-2-17: 0.05%\n",
      "chirp-v3p5-engine-s-25-b-15: 0.05%\n",
      "chirp-v3p5-engine-t-2-10-r: 0.04%\n",
      "chirp-v3p5-engine-t-4-3: 0.04%\n",
      "chirp-v3p5-engine-t-3-5: 0.04%\n",
      "chirp-v3p5-engine-s-25-b-4: 0.04%\n",
      "chirp-v3p5-engine-t-3-10: 0.03%\n",
      "chirp-v3p5-engine-t-4-2: 0.02%\n",
      "chirp-v3p5-engine-t-3-12-s8: 0.02%\n",
      "chirp-v3p5-engine-t-3-r: 0.02%\n",
      "chirp-v3p5-engine-t-4-0: 0.02%\n",
      "chirp-v3p5-engine-t-4-1: 0.02%\n",
      "chirp-v3p5-engine-t-3-b: 0.02%\n",
      "chirp-v3-5-upload: 0.00%\n",
      "chirp-v3-5-tau: 0.00%\n"
     ]
    }
   ],
   "source": [
    "# add concat column\n",
    "clip_df[\"part_of_concat\"] = clip_df[\"id\"].astype(str).isin(concat_clips_ids)\n",
    "print(\"part_of_concat fraction by category:\")\n",
    "print_out_value_counts_nicely(clip_df, \"part_of_concat\")\n",
    "\n",
    "print(\"\\nModel distribution for part_of_concat clips:\")\n",
    "for model, fraction in (\n",
    "    clip_df[clip_df[\"part_of_concat\"]][\"model_name\"].value_counts(normalize=True).items()\n",
    "):\n",
    "    print(f\"{model}: {fraction:.2%}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:09.954233Z",
     "start_time": "2024-05-26T00:24:04.705554Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T13:37:00.494722Z",
     "iopub.status.busy": "2024-09-19T13:37:00.494554Z",
     "iopub.status.idle": "2024-09-19T13:38:22.348590Z",
     "shell.execute_reply": "2024-09-19T13:38:22.347980Z",
     "shell.execute_reply.started": "2024-09-19T13:37:00.494705Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "has_action fraction by category:\n",
      "False: 102332217 (99.22%)\n",
      "True: 807893 (0.78%)\n"
     ]
    }
   ],
   "source": [
    "# verify bots action are all non-empty\n",
    "action_mask = (\n",
    "    bots_action_df[\"download_audio_count\"]\n",
    "    + bots_action_df[\"download_video_count\"]\n",
    "    + bots_action_df[\"download_audio_wav_count\"]\n",
    "    # + bots_action_df[\"share_count\"] # will remove share cause it can be negative, just can be...\n",
    ") >= 1\n",
    "has_action_ids = set(i for i in bots_action_df[action_mask][\"clip_id\"].unique())\n",
    "clip_df[\"has_action\"] = clip_df[\"id\"].isin(has_action_ids)\n",
    "print(\"has_action fraction by category:\")\n",
    "print_out_value_counts_nicely(clip_df, \"has_action\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:14.579841Z",
     "start_time": "2024-05-26T00:24:09.955568Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T13:38:22.349565Z",
     "iopub.status.busy": "2024-09-19T13:38:22.349399Z",
     "iopub.status.idle": "2024-09-19T13:39:47.800815Z",
     "shell.execute_reply": "2024-09-19T13:39:47.800194Z",
     "shell.execute_reply.started": "2024-09-19T13:38:22.349549Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "flagged fraction by category:\n",
      "False: 102991191 (99.86%)\n",
      "True: 148919 (0.14%)\n"
     ]
    }
   ],
   "source": [
    "# add downvoted column\n",
    "clip_df[\"flagged\"] = clip_df[\"id\"].isin(flagged_ids)\n",
    "print(\"flagged fraction by category:\")\n",
    "print_out_value_counts_nicely(clip_df, \"flagged\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T13:39:47.801776Z",
     "iopub.status.busy": "2024-09-19T13:39:47.801603Z",
     "iopub.status.idle": "2024-09-19T13:39:57.982753Z",
     "shell.execute_reply": "2024-09-19T13:39:57.982127Z",
     "shell.execute_reply.started": "2024-09-19T13:39:47.801759Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "deleted fraction by category:\n",
      "False: 86800274 (84.16%)\n",
      "True: 16339836 (15.84%)\n"
     ]
    }
   ],
   "source": [
    "clip_df[\"deleted\"] = clip_df[\"is_deleted\"]\n",
    "print(\"deleted fraction by category:\")\n",
    "print_out_value_counts_nicely(clip_df, \"deleted\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:15.382315Z",
     "start_time": "2024-05-26T00:24:14.581073Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T13:39:57.983763Z",
     "iopub.status.busy": "2024-09-19T13:39:57.983580Z",
     "iopub.status.idle": "2024-09-19T13:40:18.712527Z",
     "shell.execute_reply": "2024-09-19T13:40:18.711904Z",
     "shell.execute_reply.started": "2024-09-19T13:39:57.983746Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total clips: 103,140,110\n",
      "Must be positive: 6,348,238 (6.15%)\n",
      "Definitely not negative: 83,395,681 (80.86%)\n",
      "Must be negative: 19,744,429 (19.14%)\n"
     ]
    }
   ],
   "source": [
    "# This is probably the most important cell of this notebook -- what are good labels, and not having good label makes it a bad label\n",
    "must_be_positive_mask = (\n",
    "    (clip_df[\"upvoted\"])\n",
    "    | (clip_df[\"has_action\"])\n",
    "    | (clip_df[\"part_of_concat\"])\n",
    "    | (clip_df[\"is_in_playlist\"])\n",
    ")\n",
    "must_be_not_negative_mask = (~clip_df[\"downvoted\"]) & (~clip_df[\"deleted\"]) & (~clip_df[\"flagged\"])\n",
    "must_be_negative_mask = (clip_df[\"downvoted\"]) | (clip_df[\"flagged\"]) | (clip_df[\"deleted\"])\n",
    "total_clips_count = clip_df.shape[0]\n",
    "must_be_positive_count = sum(must_be_positive_mask)\n",
    "definitely_not_negative_count = sum(must_be_not_negative_mask)\n",
    "must_be_negative_count = sum(must_be_negative_mask)\n",
    "\n",
    "print(\n",
    "    f\"Total clips: {total_clips_count:,}\\n\"\n",
    "    f\"Must be positive: {must_be_positive_count:,} ({must_be_positive_count/total_clips_count:.2%})\\n\"\n",
    "    f\"Definitely not negative: {definitely_not_negative_count:,} ({definitely_not_negative_count/total_clips_count:.2%})\\n\"\n",
    "    f\"Must be negative: {must_be_negative_count:,} ({must_be_negative_count/total_clips_count:.2%})\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:31.095990Z",
     "start_time": "2024-05-26T00:24:15.383572Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T13:40:18.713507Z",
     "iopub.status.busy": "2024-09-19T13:40:18.713335Z",
     "iopub.status.idle": "2024-09-19T13:47:16.268403Z",
     "shell.execute_reply": "2024-09-19T13:47:16.267774Z",
     "shell.execute_reply.started": "2024-09-19T13:40:18.713490Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Liked requests: 4,845,081\n",
      "Not liked requests: 51,119,529\n",
      "Requests with preference paired generations: 3,786,445\n",
      "Percentage of total unique requests: 7.26%\n"
     ]
    }
   ],
   "source": [
    "mask = must_be_positive_mask & must_be_not_negative_mask\n",
    "total_unique_requests = clip_df[\"request_id\"].nunique()\n",
    "liked_requests = clip_df[mask][\"request_id\"].unique()  # requests with at least 1 like\n",
    "unliked_requests = clip_df[~mask][\"request_id\"].unique()  # requests without like\n",
    "has_liked_requests = set(liked_requests).intersection(\n",
    "    set(unliked_requests)\n",
    ")  # the request must have 1 like and one without like\n",
    "print(f\"Liked requests: {len(liked_requests):,}\")\n",
    "print(f\"Not liked requests: {len(unliked_requests):,}\")\n",
    "print(f\"Requests with preference paired generations: {len(has_liked_requests):,}\")\n",
    "print(f\"Percentage of total unique requests: {len(has_liked_requests) / total_unique_requests:.2%}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T13:47:16.269522Z",
     "iopub.status.busy": "2024-09-19T13:47:16.269349Z",
     "iopub.status.idle": "2024-09-19T13:51:37.525983Z",
     "shell.execute_reply": "2024-09-19T13:51:37.525297Z",
     "shell.execute_reply.started": "2024-09-19T13:47:16.269505Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Disliked requests: 11,479,597\n",
      "Not disliked requests: 43,690,089\n",
      "Requests with preference paired generations: 2,991,521\n",
      "Percentage of total unique requests: 5.73%\n"
     ]
    }
   ],
   "source": [
    "# introduce a negative preference count\n",
    "has_disliked_half_requests = clip_df[must_be_negative_mask][\n",
    "    \"request_id\"\n",
    "].unique()  # requests with at least 1 dislike\n",
    "not_have_disliked_requests = clip_df[~must_be_negative_mask][\n",
    "    \"request_id\"\n",
    "].unique()  # request without dislike\n",
    "has_disliked_requests = set(has_disliked_half_requests).intersection(\n",
    "    set(not_have_disliked_requests)\n",
    ")  # the request must have 1 dislike and one without dislike\n",
    "print(f\"Disliked requests: {len(has_disliked_half_requests):,}\")\n",
    "print(f\"Not disliked requests: {len(not_have_disliked_requests):,}\")\n",
    "print(f\"Requests with preference paired generations: {len(has_disliked_requests):,}\")\n",
    "print(f\"Percentage of total unique requests: {len(has_disliked_requests) / total_unique_requests:.2%}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:31.099372Z",
     "start_time": "2024-05-26T00:24:31.097244Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T13:51:37.526995Z",
     "iopub.status.busy": "2024-09-19T13:51:37.526831Z",
     "iopub.status.idle": "2024-09-19T13:51:48.962985Z",
     "shell.execute_reply": "2024-09-19T13:51:48.962343Z",
     "shell.execute_reply.started": "2024-09-19T13:51:37.526980Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total selected pairs of requests: 5,857,067\n",
      "Percentage of total unique requests: 11.23%\n"
     ]
    }
   ],
   "source": [
    "requests = has_liked_requests.union(has_disliked_requests)\n",
    "print(f\"Total selected pairs of requests: {len(requests):,}\")\n",
    "print(f\"Percentage of total unique requests: {len(requests) / total_unique_requests:.2%}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:31.239254Z",
     "start_time": "2024-05-26T00:24:31.100389Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T13:51:48.963973Z",
     "iopub.status.busy": "2024-09-19T13:51:48.963795Z",
     "iopub.status.idle": "2024-09-19T13:51:57.355914Z",
     "shell.execute_reply": "2024-09-19T13:51:57.355281Z",
     "shell.execute_reply.started": "2024-09-19T13:51:48.963957Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Difference in preference counts:\n",
      "0: 77,560,914 (75.20%)\n",
      "-1: 19,744,429 (19.14%)\n",
      "1: 5,834,767 (5.66%)\n"
     ]
    }
   ],
   "source": [
    "# this used to be a terrible bug...X.x\n",
    "assert mask.shape[0] == clip_df.shape[0]\n",
    "clip_df[\"pos_preference\"] = mask\n",
    "clip_df[\"neg_preference\"] = must_be_negative_mask\n",
    "# note that this is along the same row, so a positive clip can't be negative\n",
    "clip_df[\"diff_preference\"] = clip_df[\"pos_preference\"].astype(int) - clip_df[\"neg_preference\"].astype(\n",
    "    int\n",
    ")\n",
    "print(\"Difference in preference counts:\")\n",
    "value_counts = clip_df[\"diff_preference\"].value_counts()\n",
    "total = value_counts.sum()\n",
    "for value, count in value_counts.items():\n",
    "    fraction = count / total\n",
    "    print(f\"{value}: {count:,} ({fraction:.2%})\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:37.322031Z",
     "start_time": "2024-05-26T00:24:31.240829Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T13:51:57.356895Z",
     "iopub.status.busy": "2024-09-19T13:51:57.356717Z",
     "iopub.status.idle": "2024-09-19T13:54:25.319685Z",
     "shell.execute_reply": "2024-09-19T13:54:25.319028Z",
     "shell.execute_reply.started": "2024-09-19T13:51:57.356880Z"
    }
   },
   "outputs": [],
   "source": [
    "# creation of interesting_clips\n",
    "interesting_clips = clip_df[clip_df[\"request_id\"].isin(requests)].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T13:54:25.320738Z",
     "iopub.status.busy": "2024-09-19T13:54:25.320567Z",
     "iopub.status.idle": "2024-09-19T13:56:12.196115Z",
     "shell.execute_reply": "2024-09-19T13:56:12.195560Z",
     "shell.execute_reply.started": "2024-09-19T13:54:25.320722Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>request_id</th>\n",
       "      <th>pos_preference</th>\n",
       "      <th>neg_preference</th>\n",
       "      <th>diff_preference</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>000002d8-68fc-4c53-9b9e-00feb82ed818</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000002d8-68fc-4c53-9b9e-00feb82ed818</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0000056a-5e02-4b7e-a0ef-1d3890590505</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0000056a-5e02-4b7e-a0ef-1d3890590505</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>00000739-c374-4278-a393-d2708f82fbc3</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>00000739-c374-4278-a393-d2708f82fbc3</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             request_id  pos_preference  neg_preference  diff_preference\n",
       "0  000002d8-68fc-4c53-9b9e-00feb82ed818           False           False                0\n",
       "1  000002d8-68fc-4c53-9b9e-00feb82ed818            True           False                1\n",
       "2  0000056a-5e02-4b7e-a0ef-1d3890590505           False           False                0\n",
       "3  0000056a-5e02-4b7e-a0ef-1d3890590505            True           False                1\n",
       "4  00000739-c374-4278-a393-d2708f82fbc3           False           False                0\n",
       "5  00000739-c374-4278-a393-d2708f82fbc3            True           False                1"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "interesting_clips = interesting_clips.sort_values(by=[\"request_id\", \"diff_preference\"]).reset_index()\n",
    "interesting_clips[[\"request_id\", \"pos_preference\", \"neg_preference\", \"diff_preference\"]].head(n=6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T13:56:12.197046Z",
     "iopub.status.busy": "2024-09-19T13:56:12.196886Z",
     "iopub.status.idle": "2024-09-19T13:56:25.741114Z",
     "shell.execute_reply": "2024-09-19T13:56:25.740513Z",
     "shell.execute_reply.started": "2024-09-19T13:56:12.197029Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Difference 0: 4,936,168 (42.14%)\n",
      "Difference 1: 3,786,445 (32.32%)\n",
      "Difference -1: 2,991,521 (25.54%)\n"
     ]
    }
   ],
   "source": [
    "# this is a mix now\n",
    "value_counts = interesting_clips[\"diff_preference\"].value_counts()\n",
    "total = value_counts.sum()\n",
    "for value, count in value_counts.items():\n",
    "    fraction = count / total\n",
    "    print(f\"Difference {value}: {count:,} ({fraction:.2%})\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T13:56:25.742072Z",
     "iopub.status.busy": "2024-09-19T13:56:25.741909Z",
     "iopub.status.idle": "2024-09-19T13:56:41.461970Z",
     "shell.execute_reply": "2024-09-19T13:56:41.461356Z",
     "shell.execute_reply.started": "2024-09-19T13:56:25.742057Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Value 1.0: 4,936,168 (84.28%)\n",
      "Value 2.0: 920,899 (15.72%)\n"
     ]
    }
   ],
   "source": [
    "diff_series = interesting_clips[\"diff_preference\"].diff()\n",
    "value_counts = diff_series[1::2].value_counts()\n",
    "total = value_counts.sum()\n",
    "for value, count in value_counts.items():\n",
    "    fraction = count / total\n",
    "    print(f\"Value {value}: {count:,} ({fraction:.2%})\")\n",
    "# 1 is pos, not neg pair or nothing, neg; 2 is pos / neg (hence the larger difference)\n",
    "# there are only two values for this positive pair\n",
    "assert diff_series[1::2].nunique() == 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:38.960130Z",
     "start_time": "2024-05-26T00:24:37.323369Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T13:56:41.462940Z",
     "iopub.status.busy": "2024-09-19T13:56:41.462771Z",
     "iopub.status.idle": "2024-09-19T13:59:15.108661Z",
     "shell.execute_reply": "2024-09-19T13:59:15.108040Z",
     "shell.execute_reply.started": "2024-09-19T13:56:41.462924Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of unique request_ids: 5,857,067\n",
      "Number of unique ids: 11,714,134\n",
      "Validation passed!\n"
     ]
    }
   ],
   "source": [
    "# assign the labels now\n",
    "interesting_clips[\"preference\"] = interesting_clips.index % 2 == 1\n",
    "# get df of requests -- let's move on!\n",
    "print(f\"Number of unique request_ids: {interesting_clips['request_id'].nunique():,}\")\n",
    "print(f\"Number of unique ids: {interesting_clips['id'].nunique():,}\")\n",
    "validate_preference_data(interesting_clips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:43.332222Z",
     "start_time": "2024-05-26T00:24:43.166461Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T13:59:15.109650Z",
     "iopub.status.busy": "2024-09-19T13:59:15.109477Z",
     "iopub.status.idle": "2024-09-19T13:59:26.931113Z",
     "shell.execute_reply": "2024-09-19T13:59:26.930503Z",
     "shell.execute_reply.started": "2024-09-19T13:59:15.109633Z"
    }
   },
   "outputs": [],
   "source": [
    "# # listen to some pairs\n",
    "# test_requests = interesting_clips[\"request_id\"].sample(10)\n",
    "\n",
    "# for i in range(1):\n",
    "#     rows = interesting_clips[interesting_clips[\"request_id\"] == test_requests.iloc[i]]\n",
    "#     assert rows.shape[0] == 2\n",
    "#     # Audio.from_s3(f\"s3://suno-data-uploads/studio/uploads/{row['s3_id']}.mp3\").play()\n",
    "#     # sort by likes\n",
    "#     rows = rows.sort_values(\"upvoted\", ascending=True)\n",
    "#     print(rows.iloc[0][\"prompt_text\"])\n",
    "#     print(rows.iloc[0][\"metadata\"])\n",
    "#     for _, row in rows.iterrows():\n",
    "#         print(row[\"id\"], row[\"preference\"], row[\"upvoted\"])\n",
    "#         Audio.from_s3(\n",
    "#             f\"s3://suno-data-uploads/studio/uploads/{row['s3_id']}.mp3\"\n",
    "#         ).play()\n",
    "#         with open_from_s3(\n",
    "#             f\"s3://suno-data-uploads/studio/uploads/{row['s3_id']}.npz\", as_binary=True\n",
    "#         ) as f:\n",
    "#             # read numpy array\n",
    "#             npz_a = np.load(f)\n",
    "#             if \"v1_raw\" in npz_a:\n",
    "#                 a = np.load(f)[\"v1_raw\"]\n",
    "#             elif \"v3.0_raw\" in npz_a:\n",
    "#                 a = np.load(f)[\"v3.0_raw\"]\n",
    "#             else:\n",
    "#                 print(\"npz_a\", npz_a)\n",
    "#                 raise ValueError\n",
    "#             print(a.shape)\n",
    "#     print()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Further cuts and selections"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T13:59:26.932112Z",
     "iopub.status.busy": "2024-09-19T13:59:26.931951Z",
     "iopub.status.idle": "2024-09-19T14:09:03.938500Z",
     "shell.execute_reply": "2024-09-19T14:09:03.937786Z",
     "shell.execute_reply.started": "2024-09-19T13:59:26.932097Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of interesting clips: 11,714,134\n",
      "Unique request and clip counts in interesting_clips:\n",
      "Request IDs:    5,857,067\n",
      "Clip IDs:       11,714,134\n"
     ]
    }
   ],
   "source": [
    "# need the reaction play counts\n",
    "# Filter reaction_df for relevant clip_ids\n",
    "partial_reaction_df = reaction_df[reaction_df[\"clip_id\"].isin(set(interesting_clips[\"id\"]))].copy()\n",
    "\n",
    "# Calculate total play counts\n",
    "total_play_counts = partial_reaction_df.groupby(\"clip_id\")[\"play_count\"].sum().reset_index()\n",
    "total_play_counts = total_play_counts.rename(\n",
    "    columns={\"clip_id\": \"id\", \"play_count\": \"reaction_play_count\"}\n",
    ")\n",
    "\n",
    "# Calculate pro user play counts\n",
    "pro_play_counts = (\n",
    "    partial_reaction_df[partial_reaction_df[\"is_pro_user\"]]\n",
    "    .groupby(\"clip_id\")[\"play_count\"]\n",
    "    .sum()\n",
    "    .reset_index()\n",
    ")\n",
    "pro_play_counts = pro_play_counts.rename(\n",
    "    columns={\"clip_id\": \"id\", \"play_count\": \"reaction_pro_play_count\"}\n",
    ")\n",
    "\n",
    "# Merge with user_intersting_clips\n",
    "interesting_clips = interesting_clips.merge(total_play_counts, on=\"id\", how=\"left\")\n",
    "interesting_clips = interesting_clips.merge(pro_play_counts, on=\"id\", how=\"left\")\n",
    "\n",
    "print(f\"Number of interesting clips: {len(interesting_clips):,}\")\n",
    "# Get unique counts for request_id and id\n",
    "unique_request_ids = interesting_clips[\"request_id\"].nunique()\n",
    "unique_clip_ids = interesting_clips[\"id\"].nunique()\n",
    "\n",
    "# Print the results in a formatted manner\n",
    "print(\"Unique request and clip counts in interesting_clips:\")\n",
    "print(f\"{'Request IDs:':<15} {unique_request_ids:,}\")\n",
    "print(f\"{'Clip IDs:':<15} {unique_clip_ids:,}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:43.737067Z",
     "start_time": "2024-05-26T00:24:43.563216Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T14:09:03.939676Z",
     "iopub.status.busy": "2024-09-19T14:09:03.939372Z",
     "iopub.status.idle": "2024-09-19T14:09:08.169236Z",
     "shell.execute_reply": "2024-09-19T14:09:08.168623Z",
     "shell.execute_reply.started": "2024-09-19T14:09:03.939660Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Preference counts and fractions by batch index:\n",
      "--------------------------------------------------\n",
      "Batch Index: 0\n",
      "  Preference False: Count: 2,958,703 Fraction: 50.52%\n",
      "  Preference True: Count: 2,898,364 Fraction: 49.48%\n",
      "\n",
      "Batch Index: 1\n",
      "  Preference False: Count: 2,898,364 Fraction: 49.48%\n",
      "  Preference True: Count: 2,958,703 Fraction: 50.52%\n",
      "\n"
     ]
    }
   ],
   "source": [
    "preference_counts = interesting_clips.groupby(\"batch_index\")[\"preference\"].value_counts()\n",
    "total_counts = preference_counts.groupby(level=0).sum()\n",
    "\n",
    "print(\"Preference counts and fractions by batch index:\")\n",
    "print(\"-\" * 50)\n",
    "for batch_index in [0, 1]:\n",
    "    print(f\"Batch Index: {batch_index}\")\n",
    "    for preference in [False, True]:\n",
    "        count = preference_counts[batch_index, preference]\n",
    "        fraction = count / total_counts[batch_index]\n",
    "        print(f\"  Preference {preference}: Count: {count:,} Fraction: {fraction:.2%}\")\n",
    "    print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:44.304573Z",
     "start_time": "2024-05-26T00:24:43.973218Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T14:09:08.170170Z",
     "iopub.status.busy": "2024-09-19T14:09:08.170008Z",
     "iopub.status.idle": "2024-09-19T14:09:12.147508Z",
     "shell.execute_reply": "2024-09-19T14:09:12.146880Z",
     "shell.execute_reply.started": "2024-09-19T14:09:08.170155Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "chirp-v3p5-engine-s-8: 7522050 (64.21%)\n",
      "chirp-v3p5-engine-t-3: 1059562 (9.05%)\n",
      "chirp-v3p5-engine-upload-4: 764021 (6.52%)\n",
      "chirp-v3p5-engine-s-8-revert_finfer: 582958 (4.98%)\n",
      "chirp-v3p5-engine-s-24: 393497 (3.36%)\n",
      "chirp-v3p5-engine-evict: 362748 (3.10%)\n",
      "chirp-v3-engine-i: 215374 (1.84%)\n",
      "chirp-v3p5-engine-s-25: 181419 (1.55%)\n",
      "chirp-v3p5-engine-s-8-threadless: 89817 (0.77%)\n",
      "chirp-v3p5-engine-s-8-repro-4: 84061 (0.72%)\n",
      "chirp-v3p5-engine-s-8-overlap: 70721 (0.60%)\n",
      "chirp-v3p5-engine-s-8-128: 55735 (0.48%)\n",
      "chirp-v2-xxl-alpha: 31566 (0.27%)\n",
      "chirp-v3p5-engine-s-25-b-1: 29877 (0.26%)\n",
      "chirp-v3p5-engine-oci: 27116 (0.23%)\n",
      "chirp-v3p5-engine-s-8-n-1: 24189 (0.21%)\n",
      "chirp-v3p5-engine-s-25-b-2: 18734 (0.16%)\n",
      "chirp-v3p5-engine-t-3-15-b-1: 17515 (0.15%)\n",
      "chirp-v3p5-engine-s-8-repro-3: 14106 (0.12%)\n",
      "chirp-v3p5-engine-t-1-18-b-5: 13965 (0.12%)\n",
      "chirp-v3p5-engine-t-3-13-b-1: 13947 (0.12%)\n",
      "chirp-v3p5-engine-t-1-18-b-10: 13938 (0.12%)\n",
      "chirp-v3p5-engine-t-1-18-b-20: 13853 (0.12%)\n",
      "chirp-v3p5-engine-b: 11607 (0.10%)\n",
      "chirp-v3p5-engine-s-8-repro-2: 10746 (0.09%)\n",
      "chirp-v3p5-engine-s-8-repro: 9172 (0.08%)\n",
      "chirp-v3p5-engine-t-3-9: 8989 (0.08%)\n",
      "chirp-v3p5-engine-t-3-13: 8487 (0.07%)\n",
      "chirp-v3p5-engine-ft-1: 6058 (0.05%)\n",
      "chirp-v3p5-engine-t-4-3: 5967 (0.05%)\n",
      "chirp-v3p5-engine-t-2-16: 5909 (0.05%)\n",
      "chirp-v3p5-engine-s-25-b-15: 5705 (0.05%)\n",
      "chirp-v3p5-engine-t-2-10-r: 5550 (0.05%)\n",
      "chirp-v3p5-engine-t-2-17: 5282 (0.05%)\n",
      "chirp-v3p5-engine-s-25-b-4: 4869 (0.04%)\n",
      "chirp-v3p5-engine-t-3-5: 4515 (0.04%)\n",
      "chirp-v3p5-engine-t-4-2: 4180 (0.04%)\n",
      "chirp-v3p5-engine-t-3-10: 4038 (0.03%)\n",
      "chirp-v3p5-engine-t-3-12-s8: 2800 (0.02%)\n",
      "chirp-v3p5-engine-t-3-r: 2527 (0.02%)\n",
      "chirp-v3p5-engine-t-4-0: 2461 (0.02%)\n",
      "chirp-v3p5-engine-t-4-1: 2422 (0.02%)\n",
      "chirp-v3p5-engine-t-3-b: 1897 (0.02%)\n",
      "chirp-v3p5-engine-short: 108 (0.00%)\n",
      "chirp-v3-5-upload: 49 (0.00%)\n",
      "chirp-v3-5-tau: 24 (0.00%)\n",
      "chirp-v3p5-engine-t-2: 3 (0.00%)\n"
     ]
    }
   ],
   "source": [
    "print_out_value_counts_nicely(interesting_clips, \"model_name\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:44.533983Z",
     "start_time": "2024-05-26T00:24:44.305722Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T14:09:12.148588Z",
     "iopub.status.busy": "2024-09-19T14:09:12.148372Z",
     "iopub.status.idle": "2024-09-19T14:09:13.297560Z",
     "shell.execute_reply": "2024-09-19T14:09:13.296937Z",
     "shell.execute_reply.started": "2024-09-19T14:09:12.148552Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time Validation:\n",
      "--------------------\n",
      "Interesting Clips:\n",
      "  Earliest: 2024-08-26 21:00:00.589135+00:00\n",
      "  Latest:   2024-09-18 16:17:57.171029+00:00\n",
      "\n",
      "All Clips:\n",
      "  Earliest: 2024-08-26 21:00:00.016232+00:00\n",
      "  Latest:   2024-09-18 16:19:09.171962+00:00\n"
     ]
    }
   ],
   "source": [
    "print(\"Time Validation:\")\n",
    "print(\"-\" * 20)\n",
    "print(\"Interesting Clips:\")\n",
    "print(f\"  Earliest: {interesting_clips['created_at'].min()}\")\n",
    "print(f\"  Latest:   {interesting_clips['created_at'].max()}\")\n",
    "print(\"\\nAll Clips:\")\n",
    "print(f\"  Earliest: {clip_df['created_at'].min()}\")\n",
    "print(f\"  Latest:   {clip_df['created_at'].max()}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:50.674838Z",
     "start_time": "2024-05-26T00:24:46.366677Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T14:09:13.298521Z",
     "iopub.status.busy": "2024-09-19T14:09:13.298357Z",
     "iopub.status.idle": "2024-09-19T14:10:40.939924Z",
     "shell.execute_reply": "2024-09-19T14:10:40.939238Z",
     "shell.execute_reply.started": "2024-09-19T14:09:13.298505Z"
    }
   },
   "outputs": [],
   "source": [
    "# make sure we sort here before proceed\n",
    "interesting_clips = interesting_clips.sort_values(by=[\"request_id\", \"preference\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:51.600621Z",
     "start_time": "2024-05-26T00:24:50.676186Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T14:10:40.940965Z",
     "iopub.status.busy": "2024-09-19T14:10:40.940795Z",
     "iopub.status.idle": "2024-09-19T14:11:08.477566Z",
     "shell.execute_reply": "2024-09-19T14:11:08.476939Z",
     "shell.execute_reply.started": "2024-09-19T14:10:40.940949Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ratio of preferred clips to total clips for each model:\n",
      "------------------------------------------------------------\n",
      "chirp-v2-engine-msft-60s       nan% ± nan%\n",
      "chirp-v2-xxl-alpha             4.04% ± 0.03%\n",
      "chirp-v3-5-short               nan% ± nan%\n",
      "chirp-v3-5-tau                 7.22% ± 1.86%\n",
      "chirp-v3-5-upload              8.36% ± 1.46%\n",
      "chirp-v3-5|chirp-v3-0          nan% ± nan%\n",
      "chirp-v3-engine-i              4.31% ± 0.01%\n",
      "chirp-v3p5-engine-b            0.17% ± 0.00%\n",
      "chirp-v3p5-engine-evict        5.91% ± 0.01%\n",
      "chirp-v3p5-engine-ft-1         5.12% ± 0.09%\n",
      "chirp-v3p5-engine-oci          5.85% ± 0.05%\n",
      "chirp-v3p5-engine-s-24         6.50% ± 0.01%\n",
      "chirp-v3p5-engine-s-25         7.20% ± 0.02%\n",
      "chirp-v3p5-engine-s-25-b-1     6.62% ± 0.05%\n",
      "chirp-v3p5-engine-s-25-b-15    6.45% ± 0.12%\n",
      "chirp-v3p5-engine-s-25-b-2     6.42% ± 0.06%\n",
      "chirp-v3p5-engine-s-25-b-4     6.06% ± 0.12%\n",
      "chirp-v3p5-engine-s-8          5.65% ± 0.00%\n",
      "chirp-v3p5-engine-s-8-128      6.08% ± 0.04%\n",
      "chirp-v3p5-engine-s-8-n-1      5.78% ± 0.05%\n",
      "chirp-v3p5-engine-s-8-overlap  5.85% ± 0.03%\n",
      "chirp-v3p5-engine-s-8-repro    5.96% ± 0.09%\n",
      "chirp-v3p5-engine-s-8-repro-2  6.36% ± 0.08%\n",
      "chirp-v3p5-engine-s-8-repro-3  6.00% ± 0.07%\n",
      "chirp-v3p5-engine-s-8-repro-4  6.03% ± 0.03%\n",
      "chirp-v3p5-engine-s-8-revert_finfer 5.89% ± 0.01%\n",
      "chirp-v3p5-engine-s-8-threadless 5.81% ± 0.03%\n",
      "chirp-v3p5-engine-short        3.66% ± 0.49%\n",
      "chirp-v3p5-engine-t-1-18-b-10  6.06% ± 0.07%\n",
      "chirp-v3p5-engine-t-1-18-b-20  5.59% ± 0.07%\n",
      "chirp-v3p5-engine-t-1-18-b-5   6.16% ± 0.07%\n",
      "chirp-v3p5-engine-t-2          3.70% ± 3.63%\n",
      "chirp-v3p5-engine-t-2-10-r     5.30% ± 0.10%\n",
      "chirp-v3p5-engine-t-2-16       5.89% ± 0.11%\n",
      "chirp-v3p5-engine-t-2-17       5.68% ± 0.12%\n",
      "chirp-v3p5-engine-t-3          6.95% ± 0.01%\n",
      "chirp-v3p5-engine-t-3-10       5.36% ± 0.13%\n",
      "chirp-v3p5-engine-t-3-12-s8    5.58% ± 0.16%\n",
      "chirp-v3p5-engine-t-3-13       5.90% ± 0.10%\n",
      "chirp-v3p5-engine-t-3-13-b-1   6.45% ± 0.08%\n",
      "chirp-v3p5-engine-t-3-15-b-1   6.44% ± 0.07%\n",
      "chirp-v3p5-engine-t-3-5        5.77% ± 0.13%\n",
      "chirp-v3p5-engine-t-3-9        5.92% ± 0.09%\n",
      "chirp-v3p5-engine-t-3-b        5.38% ± 0.19%\n",
      "chirp-v3p5-engine-t-3-r        5.28% ± 0.17%\n",
      "chirp-v3p5-engine-t-4-0        10.72% ± 0.29%\n",
      "chirp-v3p5-engine-t-4-1        11.29% ± 0.30%\n",
      "chirp-v3p5-engine-t-4-2        10.94% ± 0.22%\n",
      "chirp-v3p5-engine-t-4-3        7.12% ± 0.13%\n",
      "chirp-v3p5-engine-upload-4     7.24% ± 0.01%\n"
     ]
    }
   ],
   "source": [
    "# Calculate the ratio of preferred clips to total clips for each model\n",
    "clip_df_model_name_value_counts = clip_df[\"model_name\"].value_counts()\n",
    "preference_ratio = (\n",
    "    interesting_clips[interesting_clips[\"preference\"]][\"model_name\"].value_counts()\n",
    "    / clip_df_model_name_value_counts\n",
    ")\n",
    "\n",
    "# Print the results in a formatted manner\n",
    "print(\"Ratio of preferred clips to total clips for each model:\")\n",
    "print(\"-\" * 60)\n",
    "for model, ratio in preference_ratio.items():\n",
    "    n = clip_df_model_name_value_counts[model]\n",
    "    uncertainty = (ratio * (1 - ratio) / n) ** 0.5\n",
    "    print(f\"{model:<30} {ratio:.2%} ± {uncertainty:.2%}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T15:00:20.179768Z",
     "iopub.status.busy": "2024-09-19T15:00:20.179160Z",
     "iopub.status.idle": "2024-09-19T15:02:04.673391Z",
     "shell.execute_reply": "2024-09-19T15:02:04.672670Z",
     "shell.execute_reply.started": "2024-09-19T15:00:20.179748Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len pos models: 5857067\n",
      "differing counts: 2102225\n",
      "chirp-v2-xxl-alpha_win_over_chirp-v2-xxl-alpha, win ratio 1.000, counts 15783\n",
      "chirp-v3-5-tau_win_over_chirp-v3-5-tau, win ratio 1.000, counts 4\n",
      "chirp-v3-5-tau_win_over_chirp-v3p5-engine-t-3, win ratio 0.625, counts 10\n",
      "chirp-v3-5-upload_win_over_chirp-v3-5-upload, win ratio 1.000, counts 2\n",
      "chirp-v3-5-upload_win_over_chirp-v3p5-engine-upload-4, win ratio 0.622, counts 28\n",
      "chirp-v3-engine-i_win_over_chirp-v3-engine-i, win ratio 1.000, counts 107687\n",
      "chirp-v3p5-engine-b_win_over_chirp-v3p5-engine-b, win ratio 1.000, counts 5802\n",
      "chirp-v3p5-engine-b_win_over_chirp-v3p5-engine-t-2, win ratio 0.667, counts 2\n",
      "chirp-v3p5-engine-evict_win_over_chirp-v3p5-engine-evict, win ratio 1.000, counts 565\n",
      "chirp-v3p5-engine-evict_win_over_chirp-v3p5-engine-s-25-b-1, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-evict_win_over_chirp-v3p5-engine-s-8, win ratio 0.500, counts 180846\n",
      "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft-1, win ratio 1.000, counts 3029\n",
      "chirp-v3p5-engine-oci_win_over_chirp-v3p5-engine-oci, win ratio 1.000, counts 22\n",
      "chirp-v3p5-engine-oci_win_over_chirp-v3p5-engine-s-8, win ratio 0.494, counts 13386\n",
      "chirp-v3p5-engine-s-24_win_over_chirp-v3p5-engine-s-24, win ratio 1.000, counts 102\n",
      "chirp-v3p5-engine-s-24_win_over_chirp-v3p5-engine-s-8, win ratio 0.513, counts 201825\n",
      "chirp-v3p5-engine-s-25-b-15_win_over_chirp-v3p5-engine-s-25, win ratio 0.493, counts 2814\n",
      "chirp-v3p5-engine-s-25-b-1_win_over_chirp-v3p5-engine-s-25, win ratio 0.499, counts 14919\n",
      "chirp-v3p5-engine-s-25-b-1_win_over_chirp-v3p5-engine-s-25-b-1, win ratio 1.000, counts 2\n",
      "chirp-v3p5-engine-s-25-b-1_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-25-b-2_win_over_chirp-v3p5-engine-s-25, win ratio 0.498, counts 9320\n",
      "chirp-v3p5-engine-s-25-b-2_win_over_chirp-v3p5-engine-s-25-b-2, win ratio 1.000, counts 4\n",
      "chirp-v3p5-engine-s-25-b-4_win_over_chirp-v3p5-engine-s-25, win ratio 0.468, counts 2280\n",
      "chirp-v3p5-engine-s-25_win_over_chirp-v3p5-engine-s-25, win ratio 1.000, counts 46\n",
      "chirp-v3p5-engine-s-25_win_over_chirp-v3p5-engine-s-25-b-1, win ratio 0.501, counts 14952\n",
      "chirp-v3p5-engine-s-25_win_over_chirp-v3p5-engine-s-25-b-15, win ratio 0.507, counts 2891\n",
      "chirp-v3p5-engine-s-25_win_over_chirp-v3p5-engine-s-25-b-2, win ratio 0.502, counts 9406\n",
      "chirp-v3p5-engine-s-25_win_over_chirp-v3p5-engine-s-25-b-4, win ratio 0.532, counts 2589\n",
      "chirp-v3p5-engine-s-25_win_over_chirp-v3p5-engine-s-8, win ratio 0.590, counts 72018\n",
      "chirp-v3p5-engine-s-8-128_win_over_chirp-v3p5-engine-s-8, win ratio 0.502, counts 27951\n",
      "chirp-v3p5-engine-s-8-128_win_over_chirp-v3p5-engine-s-8-128, win ratio 1.000, counts 17\n",
      "chirp-v3p5-engine-s-8-n-1_win_over_chirp-v3p5-engine-s-8, win ratio 0.498, counts 12022\n",
      "chirp-v3p5-engine-s-8-n-1_win_over_chirp-v3p5-engine-s-8-n-1, win ratio 1.000, counts 17\n",
      "chirp-v3p5-engine-s-8-overlap_win_over_chirp-v3p5-engine-s-8, win ratio 0.498, counts 35199\n",
      "chirp-v3p5-engine-s-8-overlap_win_over_chirp-v3p5-engine-s-8-overlap, win ratio 1.000, counts 50\n",
      "chirp-v3p5-engine-s-8-repro-2_win_over_chirp-v3p5-engine-s-8, win ratio 0.509, counts 5461\n",
      "chirp-v3p5-engine-s-8-repro-2_win_over_chirp-v3p5-engine-s-8-repro-2, win ratio 1.000, counts 7\n",
      "chirp-v3p5-engine-s-8-repro-3_win_over_chirp-v3p5-engine-s-8, win ratio 0.508, counts 7164\n",
      "chirp-v3p5-engine-s-8-repro-3_win_over_chirp-v3p5-engine-s-8-repro-3, win ratio 1.000, counts 7\n",
      "chirp-v3p5-engine-s-8-repro-4_win_over_chirp-v3p5-engine-s-8, win ratio 0.504, counts 42313\n",
      "chirp-v3p5-engine-s-8-repro-4_win_over_chirp-v3p5-engine-s-8-repro-4, win ratio 1.000, counts 63\n",
      "chirp-v3p5-engine-s-8-repro_win_over_chirp-v3p5-engine-s-8, win ratio 0.471, counts 4307\n",
      "chirp-v3p5-engine-s-8-repro_win_over_chirp-v3p5-engine-s-8-repro, win ratio 1.000, counts 12\n",
      "chirp-v3p5-engine-s-8-revert_finfer_win_over_chirp-v3p5-engine-s-8, win ratio 0.500, counts 290794\n",
      "chirp-v3p5-engine-s-8-revert_finfer_win_over_chirp-v3p5-engine-s-8-revert_finfer, win ratio 1.000, counts 571\n",
      "chirp-v3p5-engine-s-8-threadless_win_over_chirp-v3p5-engine-s-24, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8-threadless_win_over_chirp-v3p5-engine-s-8, win ratio 0.501, counts 44903\n",
      "chirp-v3p5-engine-s-8-threadless_win_over_chirp-v3p5-engine-s-8-threadless, win ratio 1.000, counts 60\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-evict, win ratio 0.500, counts 180771\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-oci, win ratio 0.506, counts 13686\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-24, win ratio 0.487, counts 191466\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-25, win ratio 0.410, counts 50138\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, counts 2753642\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-128, win ratio 0.498, counts 27750\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-n-1, win ratio 0.502, counts 12133\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-overlap, win ratio 0.502, counts 35422\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-repro, win ratio 0.529, counts 4841\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-repro-2, win ratio 0.491, counts 5271\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-repro-3, win ratio 0.492, counts 6928\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-repro-4, win ratio 0.496, counts 41622\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-revert_finfer, win ratio 0.500, counts 291022\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-threadless, win ratio 0.499, counts 44793\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-1-18-b-10, win ratio 0.576, counts 3070\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-1-18-b-20, win ratio 0.591, counts 3124\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-1-18-b-5, win ratio 0.576, counts 3077\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-10-r, win ratio 0.573, counts 1732\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-16, win ratio 0.566, counts 3345\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-17, win ratio 0.582, counts 3073\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3, win ratio 0.534, counts 39331\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-10, win ratio 0.599, counts 2416\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-12-s8, win ratio 0.595, counts 1667\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-13, win ratio 0.576, counts 4889\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-13-b-1, win ratio 0.532, counts 7412\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-15-b-1, win ratio 0.535, counts 9365\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-5, win ratio 0.576, counts 2599\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-9, win ratio 0.568, counts 5101\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-b, win ratio 0.598, counts 1135\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-r, win ratio 0.628, counts 1586\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-4-3, win ratio 0.543, counts 1212\n",
      "chirp-v3p5-engine-short_win_over_chirp-v3p5-engine-short, win ratio 1.000, counts 54\n",
      "chirp-v3p5-engine-t-1-18-b-10_win_over_chirp-v3p5-engine-s-8, win ratio 0.424, counts 2260\n",
      "chirp-v3p5-engine-t-1-18-b-10_win_over_chirp-v3p5-engine-t-1-18-b-20, win ratio 0.527, counts 2255\n",
      "chirp-v3p5-engine-t-1-18-b-10_win_over_chirp-v3p5-engine-t-1-18-b-5, win ratio 0.494, counts 2140\n",
      "chirp-v3p5-engine-t-1-18-b-20_win_over_chirp-v3p5-engine-s-8, win ratio 0.409, counts 2161\n",
      "chirp-v3p5-engine-t-1-18-b-20_win_over_chirp-v3p5-engine-t-1-18-b-10, win ratio 0.473, counts 2023\n",
      "chirp-v3p5-engine-t-1-18-b-20_win_over_chirp-v3p5-engine-t-1-18-b-5, win ratio 0.463, counts 1986\n",
      "chirp-v3p5-engine-t-1-18-b-5_win_over_chirp-v3p5-engine-s-8, win ratio 0.424, counts 2266\n",
      "chirp-v3p5-engine-t-1-18-b-5_win_over_chirp-v3p5-engine-t-1-18-b-10, win ratio 0.506, counts 2190\n",
      "chirp-v3p5-engine-t-1-18-b-5_win_over_chirp-v3p5-engine-t-1-18-b-20, win ratio 0.537, counts 2304\n",
      "chirp-v3p5-engine-t-1-18-b-5_win_over_chirp-v3p5-engine-t-1-18-b-5, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-2-10-r_win_over_chirp-v3p5-engine-s-8, win ratio 0.427, counts 1290\n",
      "chirp-v3p5-engine-t-2-10-r_win_over_chirp-v3p5-engine-t-2-10-r, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-2-10-r_win_over_chirp-v3p5-engine-t-3, win ratio 0.482, counts 1218\n",
      "chirp-v3p5-engine-t-2-16_win_over_chirp-v3p5-engine-s-8, win ratio 0.434, counts 2564\n",
      "chirp-v3p5-engine-t-2-17_win_over_chirp-v3p5-engine-s-8, win ratio 0.418, counts 2207\n",
      "chirp-v3p5-engine-t-2-17_win_over_chirp-v3p5-engine-t-2-17, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-b, win ratio 0.333, counts 1\n",
      "chirp-v3p5-engine-t-3-10_win_over_chirp-v3p5-engine-s-8, win ratio 0.401, counts 1618\n",
      "chirp-v3p5-engine-t-3-10_win_over_chirp-v3p5-engine-t-3-10, win ratio 1.000, counts 2\n",
      "chirp-v3p5-engine-t-3-12-s8_win_over_chirp-v3p5-engine-s-8, win ratio 0.405, counts 1133\n",
      "chirp-v3p5-engine-t-3-13-b-1_win_over_chirp-v3p5-engine-s-8, win ratio 0.468, counts 6531\n",
      "chirp-v3p5-engine-t-3-13-b-1_win_over_chirp-v3p5-engine-t-3-13-b-1, win ratio 1.000, counts 2\n",
      "chirp-v3p5-engine-t-3-13_win_over_chirp-v3p5-engine-s-8, win ratio 0.424, counts 3598\n",
      "chirp-v3p5-engine-t-3-15-b-1_win_over_chirp-v3p5-engine-s-8, win ratio 0.465, counts 8144\n",
      "chirp-v3p5-engine-t-3-15-b-1_win_over_chirp-v3p5-engine-t-3-15-b-1, win ratio 1.000, counts 3\n",
      "chirp-v3p5-engine-t-3-5_win_over_chirp-v3p5-engine-s-8, win ratio 0.424, counts 1914\n",
      "chirp-v3p5-engine-t-3-5_win_over_chirp-v3p5-engine-t-3-5, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3-9_win_over_chirp-v3p5-engine-s-8, win ratio 0.432, counts 3882\n",
      "chirp-v3p5-engine-t-3-9_win_over_chirp-v3p5-engine-t-3-9, win ratio 1.000, counts 3\n",
      "chirp-v3p5-engine-t-3-b_win_over_chirp-v3p5-engine-s-8, win ratio 0.402, counts 762\n",
      "chirp-v3p5-engine-t-3-r_win_over_chirp-v3p5-engine-s-8, win ratio 0.372, counts 939\n",
      "chirp-v3p5-engine-t-3-r_win_over_chirp-v3p5-engine-t-3-r, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3-5-tau, win ratio 0.375, counts 6\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-s-24, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-s-8, win ratio 0.466, counts 34311\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-2-10-r, win ratio 0.518, counts 1308\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3, win ratio 1.000, counts 485290\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-4-0, win ratio 0.510, counts 1255\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-4-1, win ratio 0.479, counts 1159\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-4-2, win ratio 0.476, counts 1988\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-4-3, win ratio 0.503, counts 1880\n",
      "chirp-v3p5-engine-t-4-0_win_over_chirp-v3p5-engine-t-3, win ratio 0.490, counts 1206\n",
      "chirp-v3p5-engine-t-4-1_win_over_chirp-v3p5-engine-t-3, win ratio 0.521, counts 1261\n",
      "chirp-v3p5-engine-t-4-1_win_over_chirp-v3p5-engine-t-4-1, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-4-2_win_over_chirp-v3p5-engine-t-3, win ratio 0.524, counts 2192\n",
      "chirp-v3p5-engine-t-4-3_win_over_chirp-v3p5-engine-s-8, win ratio 0.457, counts 1019\n",
      "chirp-v3p5-engine-t-4-3_win_over_chirp-v3p5-engine-t-3, win ratio 0.497, counts 1856\n",
      "chirp-v3p5-engine-upload-4_win_over_chirp-v3-5-upload, win ratio 0.378, counts 17\n",
      "chirp-v3p5-engine-upload-4_win_over_chirp-v3p5-engine-upload-4, win ratio 1.000, counts 381988\n",
      "tournament players: ['chirp-v3-5-tau', 'chirp-v3-5-upload', 'chirp-v3p5-engine-b', 'chirp-v3p5-engine-evict', 'chirp-v3p5-engine-oci', 'chirp-v3p5-engine-s-24', 'chirp-v3p5-engine-s-25', 'chirp-v3p5-engine-s-25-b-1', 'chirp-v3p5-engine-s-25-b-15', 'chirp-v3p5-engine-s-25-b-2', 'chirp-v3p5-engine-s-25-b-4', 'chirp-v3p5-engine-s-8', 'chirp-v3p5-engine-s-8-128', 'chirp-v3p5-engine-s-8-n-1', 'chirp-v3p5-engine-s-8-overlap', 'chirp-v3p5-engine-s-8-repro', 'chirp-v3p5-engine-s-8-repro-2', 'chirp-v3p5-engine-s-8-repro-3', 'chirp-v3p5-engine-s-8-repro-4', 'chirp-v3p5-engine-s-8-revert_finfer', 'chirp-v3p5-engine-s-8-threadless', 'chirp-v3p5-engine-t-1-18-b-10', 'chirp-v3p5-engine-t-1-18-b-20', 'chirp-v3p5-engine-t-1-18-b-5', 'chirp-v3p5-engine-t-2', 'chirp-v3p5-engine-t-2-10-r', 'chirp-v3p5-engine-t-2-16', 'chirp-v3p5-engine-t-2-17', 'chirp-v3p5-engine-t-3', 'chirp-v3p5-engine-t-3-10', 'chirp-v3p5-engine-t-3-12-s8', 'chirp-v3p5-engine-t-3-13', 'chirp-v3p5-engine-t-3-13-b-1', 'chirp-v3p5-engine-t-3-15-b-1', 'chirp-v3p5-engine-t-3-5', 'chirp-v3p5-engine-t-3-9', 'chirp-v3p5-engine-t-3-b', 'chirp-v3p5-engine-t-3-r', 'chirp-v3p5-engine-t-4-0', 'chirp-v3p5-engine-t-4-1', 'chirp-v3p5-engine-t-4-2', 'chirp-v3p5-engine-t-4-3', 'chirp-v3p5-engine-upload-4']\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████| 1000/1000 [00:06<00:00, 165.27it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ELOs\n",
      "chirp-v3-5-tau: 1000.5, (999, 1002)\n",
      "chirp-v3-5-upload: 1001.6, (1000, 1004)\n",
      "chirp-v3p5-engine-b: 1000.1, (1000, 1001)\n",
      "chirp-v3p5-engine-evict: 1016.6, (1015, 1018)\n",
      "chirp-v3p5-engine-oci: 1010.8, (1006, 1016)\n",
      "chirp-v3p5-engine-s-24: 1026.0, (1024, 1027)\n",
      "chirp-v3p5-engine-s-25: 1079.4, (1077, 1081)\n",
      "chirp-v3p5-engine-s-25-b-1: 1079.2, (1074, 1084)\n",
      "chirp-v3p5-engine-s-25-b-15: 1075.5, (1064, 1085)\n",
      "chirp-v3p5-engine-s-25-b-2: 1074.8, (1070, 1081)\n",
      "chirp-v3p5-engine-s-25-b-4: 1053.0, (1042, 1064)\n",
      "chirp-v3p5-engine-s-8: 1016.6, (1015, 1018)\n",
      "chirp-v3p5-engine-s-8-128: 1018.3, (1015, 1022)\n",
      "chirp-v3p5-engine-s-8-n-1: 1013.9, (1010, 1019)\n",
      "chirp-v3p5-engine-s-8-overlap: 1015.9, (1013, 1019)\n",
      "chirp-v3p5-engine-s-8-repro: 996.2, (989, 1004)\n",
      "chirp-v3p5-engine-s-8-repro-2: 1025.0, (1018, 1031)\n",
      "chirp-v3p5-engine-s-8-repro-3: 1023.9, (1018, 1030)\n",
      "chirp-v3p5-engine-s-8-repro-4: 1019.7, (1017, 1022)\n",
      "chirp-v3p5-engine-s-8-revert_finfer: 1016.3, (1015, 1018)\n",
      "chirp-v3p5-engine-s-8-threadless: 1017.3, (1014, 1020)\n",
      "chirp-v3p5-engine-t-1-18-b-10: 959.7, (954, 967)\n",
      "chirp-v3p5-engine-t-1-18-b-20: 943.6, (938, 950)\n",
      "chirp-v3p5-engine-t-1-18-b-5: 963.0, (957, 970)\n",
      "chirp-v3p5-engine-t-2: 999.9, (999, 1000)\n",
      "chirp-v3p5-engine-t-2-10-r: 968.1, (959, 978)\n",
      "chirp-v3p5-engine-t-2-16: 966.1, (958, 976)\n",
      "chirp-v3p5-engine-t-2-17: 954.8, (946, 965)\n",
      "chirp-v3p5-engine-t-3: 992.3, (989, 995)\n",
      "chirp-v3p5-engine-t-3-10: 946.9, (937, 958)\n",
      "chirp-v3p5-engine-t-3-12-s8: 957.7, (948, 968)\n",
      "chirp-v3p5-engine-t-3-13: 959.5, (952, 969)\n",
      "chirp-v3p5-engine-t-3-13-b-1: 997.0, (991, 1003)\n",
      "chirp-v3p5-engine-t-3-15-b-1: 994.8, (989, 1000)\n",
      "chirp-v3p5-engine-t-3-5: 960.9, (951, 972)\n",
      "chirp-v3p5-engine-t-3-9: 966.5, (959, 974)\n",
      "chirp-v3p5-engine-t-3-b: 965.9, (955, 976)\n",
      "chirp-v3p5-engine-t-3-r: 943.3, (932, 955)\n",
      "chirp-v3p5-engine-t-4-0: 986.8, (977, 998)\n",
      "chirp-v3p5-engine-t-4-1: 1002.4, (993, 1012)\n",
      "chirp-v3p5-engine-t-4-2: 1006.2, (996, 1016)\n",
      "chirp-v3p5-engine-t-4-3: 985.7, (977, 996)\n",
      "chirp-v3p5-engine-upload-4: 998.4, (997, 1000)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "get_preference_counts(interesting_clips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T15:02:04.674760Z",
     "iopub.status.busy": "2024-09-19T15:02:04.674480Z",
     "iopub.status.idle": "2024-09-19T15:02:07.582677Z",
     "shell.execute_reply": "2024-09-19T15:02:07.582068Z",
     "shell.execute_reply.started": "2024-09-19T15:02:04.674744Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/tony/anaconda3/envs/suno_env/lib/python3.10/site-packages/matplotlib/axes/_axes.py:7001: RuntimeWarning: Converting input from bool to <class 'numpy.uint8'> for compatibility.\n",
      "  m, bins = np.histogram(x[i], bins, weights=w[i], **hist_kwargs)\n"
     ]
    },
    {
     "data": {
      "image/png": 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2227NVhQAANB+nHPOOVm6dGn+67/+KxtssEE22mijBuN/+ctfSlQZpTB99qJMfXVhqcsAAKAVa3Kw8dprr+VLX/pSnnzyyVRXVydJFi5cmH79+uW73/1utthii2YvEgAAaLvOP//8UpcAAACUkSYHG1/5yleyfPny3HPPPdlhhx2SJDNmzMj555+fr3zlK/nhD3/Y7EUCAABt19ChQ0tdAgAAUEaa3BTjsccey4UXXlgfaiTJDjvskK9+9at5/PHHm7U4AACgfZg5c2a++93v5ktf+lLmzp2bJPnDH/6Q559/vsSVAQAArU2Tg40tt9wyy5cvX+l4sVhMz549m6UoAACg/fjLX/6SQw89NFOmTMlvfvObLFmyJEny7LPP5oorrihxdQAAQGvT5GDjy1/+cv7nf/4nf/vb3+qP/e1vf8vXv/71nHPOOc1aHAAA0PZddtllOf3003PDDTdkgw02qD++11575a9//WvpCgMAAFqlJvfYOO+887J06dIcccQRqaysTJLU1tamsrIy559/foPGf3/5y1+ar1IAAKBNeu655/Ltb397peObbbZZ3nzzzRJURGtVWdn4Z/OKxboUi3UtXA0AAKXS5GDjncEFAADAe7XJJptkzpw52WabbRocnzZtWjbffPMSVUVr0qPzhqkt1qW6umOj48tri1kwf4lwAwCgnWhysDF06ND1UQcAANBOHXLIIfn2t7+d8ePHp6KiIsViMU888US++c1v5vDDDy91ebQC1R2rUlmoyGm3TM702YsajPXq2Tnjj+yXQqFCsAEA0E6sVbCxaNGidO7cuf6fV2fFeQAAAGvjjDPOyEUXXZSPfexjqa2tzSGHHJLa2tp88pOfzBe+8IVSl0crMn32okx9dWGpywAAoMTWKtj48Ic/nD/96U/p1q1b9txzz1RUVKx0Tl1dXSoqKjJt2rRmLxIAAGi7OnTokIsvvjhjxozJc889l8WLF2eXXXbJ9ttvX+rSAACAVmitgo0JEyakS5cuSZIf//jH67UgAACgfdpyyy2z5ZZbpra2Ns8991wWLFhQPw8BAABYYa2CjY985CON/jMAAMB79fWvfz077bRTRowYkdra2owcOTKTJ09Ox44dc/XVV6d///6lLhEAAGhF1irYeOaZZ9b6gr17917nYgAAgPbn17/+dQ477LAkyQMPPJBXXnkl9957b37xi1/ku9/9bm655ZYSV0g5qKwsrHSsWKzTUBwAoA1aq2Dj8MMPT0VFRerqVn9DqMcGAADQVG+++WZ69OiRJPnDH/6QT3ziE3n/+9+f4cOH2wqXNerRecPUFutSXd1xpbHltcUsmL9EuAEA0MasVbDxu9/9bn3XAQAAtFPdu3fP9OnT06NHjzz00EO58MILkyT//ve/U1lZWdriaPWqO1alslCR026ZnOmzF9Uf79Wzc8Yf2S+FQoVgAwCgjVmrYGPrrbde33UAAADt1LBhw3L66aenR48eqaioyIABA5IkTz31VHbYYYcSV0e5mD57Uaa+urDUZQAA0ALWKth4p2uuuSbdunXLpz71qQbHf/7zn2fevHk54YQTmq04AACg7Tv11FPzgQ98IK+99loOPvjgdOjQIUlSWVmZ448/vsTVAQAArc3K3dXW4NZbb230U1Mf+MAHNPUDAADWycEHH5xjjz02W2yxRf2xoUOHZv/99y9hVQAAQGvU5BUbc+bMqW/s906bbbZZ5syZ0yxFAQAA7ceVV1652vFTTjmlhSoBAADKQZODjS233DJPPvlkttlmmwbHn3jiifTs2bPZCgMAANqH+++/v8Hj5cuXZ9asWamsrMy2224r2AAAABpocrAxYsSIfOMb38jy5cuz1157JUkmTZqUb33rW/nc5z7X7AUCAABt25133rnSsUWLFuXcc8+1FRXvWWVl4zswF4t1KRbrWrgaAACaQ5ODjc9//vOZP39+xo4dm7fffjtJsuGGG+bzn/98TjzxxGYvEAAAaH86d+6cU089NV/4whdy+OGHl7ocylCPzhumtliX6uqOjY4vry1mwfwlwg0AgDLU5GCjoqIiX/7yl3PyySfnhRdeyEYbbZTtt98+HTp0WB/1AQAA7dS//vWv/Otf/yp1GZSp6o5VqSxU5LRbJmf67EUNxnr17JzxR/ZLoVAh2AAAKENNDjZW6NSpU/r27ductQAAAO3Qj3/84waP6+rqMmfOnPziF7/IvvvuW6KqaCumz16Uqa8uLHUZAAA0o3UONgAAAJrDjTfe2OBxoVDIZpttlqFDh+aEE04oTVEAAECrJdgAAABK6ve//32pSwAAAMqIYAMAAIB2qbKy0OjxYrFO7w0AgFas8bu4dxk6dGgWLFiQJLnyyiuzdOnS9VoUAAAArC89Om+Y2mJdqqs7pmvXTit9ddl04xQKFaUuEwCAVVirFRsvvPBCli5dmi5duuT73/9+jjrqqHTs2HF91wYAAADNrrpjVSoLFTntlsmZPntRg7FePTtn/JH9UihUWLUBANBKrVWwsfPOO+e8887Lhz70odTV1eWHP/xhNt5440bPPeWUU5q1QAAAAFgfps9elKmvLix1GQAANNFaBRvjxo3LFVdckQceeCAVFRV56KGHUllZudJ5FRUVgg0AAGCNhg4dmhtvvDFdunTJlVdemdGjR1sVDgAArJW1CjZ22GGHfPe7302S9O7dOzfeeGO6deu2XgsDAADaLtvdAgAA62qtgo13euaZZ9ZHHQAAQDtiu1sAAGBdNTnYSJKZM2dmwoQJeeGFF5IkvXr1yqhRo7Lttts2a3EAAEDbZLtbAABgXTU52HjooYfyhS98ITvvvHP22GOPJMmTTz6ZQw45JFdffXX22WefZi8SAABoW2x3S2tXWVlY6VixWJdisa4E1QAA8E5NDjYuu+yyHHvssTnrrLMaHP/2t7+db3/724INAACgSWx3S2vSo/OGqS3Wpbp65Z4vy2uLWTB/iXADAKDEmhxsvPDCC/ne97630vHhw4dnwoQJzVETAADQztjultaiumNVKgsVOe2WyZk+e1H98V49O2f8kf1SKFQINgAASmzltbVrsNlmm2XatGkrHZ82bZql4wAAQJM99NBDGTJkSKZMmZKamprU1NTkqaeeyiGHHJKHH3641OXRTk2fvShTX11Y//XOkAMAgNJq8oqNESNG5Gtf+1peeeWVBj02rrvuuhx77LHNXR8AANDGtabtbhcuXJhjjz02tbW1qa2tzahRo3LEEUe02OvT+jXWeyPRfwMAoCU1OdgYM2ZMOnfunB/96Ef5zne+kyTp2bNnTjnllIwaNarZCwQAANq21rTdbadOnTJx4sR07NgxS5YsySc/+ckccMAB6dq1a4vWQeuzut4bif4bAAAtqcnBRkVFRY499tgce+yxWbToP0txO3fu3OyFAQAA7cOK7W633377BsdLsd1tZWVlOnb8zx+uly1bliSpq/OHalbdeyPRfwMAoKU1Odh4J4EGAADwXjXndrePPfZYfvjDH+bpp5/OnDlz8v3vfz/7779/g3MmTpyYH/7wh5kzZ0569+6d//7v/07fvn3rxxcuXJiRI0fm5Zdfztlnn53NNtvsPb9H2o4VvTcAACid9xRsAAAAvFfNud3tkiVLUlNTk+HDh+eUU05Zafyee+7JuHHjMnbs2Oy+++6ZMGFCRo8enfvuu69+dUh1dXXuuuuuvPHGGznllFNy0EEHpXv37u/9jQIAAM1CsAEAAJRUc253O2jQoAwaNGiV4zfccEOOOOKIDB8+PEkyduzYPPjgg7nttttywgknNDi3e/fu6d27dx5//PEcfPDB61QPAADQ/AqlLgAAAGCFzp07r7ctb5ctW5apU6dmwIAB9ccKhUIGDBiQyZMnJ0neeOON+nDlX//6Vx5//PG8//3vXy/10PZUVhZSVbXyV6FQUerSAADalCat2Hj77bfz+c9/PmPHjl2psR8AAEBr9uabb6a2tnalhuTdunXLjBkzkiSvvvpq/vu//zt1dXWpq6vLyJEjU1NTU4pyKSM9Om+Y2mJdqqs7Njq+vLaYBfOXaCwOANBMmhRsbLDBBnn22WfXVy0AAAAl1bdv3/ziF78odRmUmeqOVaksVOS0WyZn+uxFDcZ69eyc8Uf2S6FQIdgAAGgmTd6K6rDDDsvPf/7z9VELAADAetO1a9dUVlZm7ty5DY7PnTtXc3CaxfTZizL11YUNvt4ddAAA8N41uXl4bW1tbr755jzyyCPp06dPOnZsuNT2vPPOa7biAACAtq0lt7vt0KFDdt1110yaNCn7779/kqRYLGbSpEkZOXLken1tAACg+TQ52Hjuueeyyy67JElefPHFBmMVFRqiAQAAa6+5t7tdvHhxZs6cWf941qxZmTZtWrp06ZKtttoqxx13XM4555z06dMnffv2zYQJE7J06dIMGzas2WqAxlRWrrxhQrFYZ3sqAIB10ORg46abblofdQAAAO3Uiu1uzzrrrPd8raeffjqjRo2qfzxu3LgkydChQ3PJJZdkyJAhmTdvXi6//PLMmTMnO++8c66//npbUbHerK6xuKbiAADrpsnBxgovv/xyZs6cmQ9/+MPZaKONUldXZ8UGAADQZM253W3//v3XuAJk5MiRtp6ixayqsbim4gAA667Jwcabb76Z008/PY8++mgqKirym9/8Jttss03OP//8dOnSJeeee+76qBMAAGijbHdLe7CisTgAAO9dk4ONcePGpaqqKg8++GA+8YlP1B8fMmRILrnkEsEGAADQJLa7pT1rrPdGov8GAMDqNDnYePjhh/PDH/4wW2yxRYPj22+/fV599dVmKwwAAGhfbHdLe7K63huJ/hsAAKvT5GBjyZIl2WijjVY6Pn/+/HTo0KFZigIAANoP293SHq2q90ai/wYAwJo0vuZ1Nfbcc8/ceeedDY4Vi8Vcf/316d+/f3PVBQAAtBPv3O72nR+iGjJkSB566KESVgbr34reG+/8enfQAQBAQ01esfHlL385xx57bJ5++um8/fbb+da3vpXp06dnwYIFufnmm9dHjQAAQBtmu1sAAKApmhxs7LTTTvn1r3+dn/zkJ+nUqVOWLFmSAw44IJ/5zGfSs2fP9VEjAADQhtnuFgAAaIomBxtJsskmm+QLX/hCc9cCAAC0Qyu2uz399NPrj9nuFgAAWJV1CjYWLFiQn//853nhhReSJL169cqwYcOy6aabNmdtAABAO2C7WwAAoCma3Dz8sccey+DBg3PTTTdl4cKFWbhwYW666aZ8/OMfz2OPPbY+agQAANqwFdvdfuhDH8rHP/7xLF26NAcccEDuuOOObLvttqUuD0qmsrKQqqqGX4VCRanLAgAouSav2LjooosyZMiQXHjhhamsrEyS1NbWZuzYsbnoooty9913N3uRAABA22a7W/j/enTeMLXFulRXd1xpbHltMQvmL0mxWFeCygAAWocmBxsvv/xyxo8fXx9qJEllZWWOPfbY3Hnnnc1ZGwAA0E7Y7hb+v+qOVaksVOS0WyZn+uxF9cd79eyc8Uf2S6FQIdgAANq1Jm9Ftcsuu2TGjBkrHZ8xY0Z69+7dLEUBAADth+1uoXHTZy/K1FcX1n+9M+RoTKFQsdLWVbawAgDaorVasfHMM8/U//OoUaPy9a9/PS+//HJ23333JMlTTz2ViRMn5qyzzlo/VQIAAG2W7W7hvSsUKtJl041TVdn45xdtYQUAtCVrFWwcfvjhqaioSF3d/78B+ta3vrXSeWeeeWaGDBnSfNUBAABtnu1u4b0rFCpSVVlYafuqxBZWAEDbs1bBxu9+97v1XQcAANBOrdjudocddmhw3Ha30HQrtq8CAGjL1irY2Hrrrdd3HQAAQDtiu1tYd5WNbDfV2DEAgLZqrYKNd3v99dfzxBNPZN68eSkWiw3GRo0a1SyFAQAAbZftbqHpenTeMLXFulRXdyx1KQAAJdXkYOP222/P1772tWywwQbp2rVrg7GKigrBBgAAsEa2u4Wmq+5YlcpCRaN9ND5W0yNfPsjWbQBA+9DkYGP8+PEZM2ZMTjzxxBQKlroCAABNZ7tbWHeN9dHYsUenElUDANDymhxs/Pvf/84hhxwi1AAAAJqN7W4BAIC11eRgY/jw4bnvvvtywgknrI96AACAdsZ2twAAQFM0Odg488wzc+KJJ+ahhx7KTjvtlKqqhpc477zzmq04AACg7bPdLQAA0BRNDjauueaa/OlPf8r73//+lcYqKiqapSgAAKD9sN0ttIzKypX/HSsW61Is1pWgGgCAddfkYOOGG27IN77xjQwbNmx91AMAALQztruF9atH5w1TW6xLdXXHlcaW1xazYP4S4QYAUFaaHGx06NAhe+yxx/qoBQAAaIdsdwvrV3XHqlQWKnLaLZMzffai+uO9enbO+CP7pVCoEGwAAGWlycHGqFGj8pOf/CRf/epX10c9AABAO2O7W2gZ02cvytRXF5a6DACA96zJwcaUKVPy5z//OQ888EA+8IEPrPRpqiuvvLLZigMAANo+290CAABN0eRgo7q6OgceeOD6qAUAAGiHbHcLAAA0RZODjXHjxq2POgAAgHbKdrcAAEBTNDnYAAAAaE62u4XSqqwsNHq8WKzTVBwAaJWaHGwMHjx4tQ38fve7372nggAAgPbFdrdQGj06b5jaYl2qqzs2Or68tpgF85cINwCAVqfJwcZnP/vZBo+XL1+ev//97/nTn/6U0aNHN1thAABA+2C7WyiN6o5VqSxU5LRbJmf67EUNxnr17JzxR/bLBhtUpra2uNJzreYAAErpPQcbK0ycODFPP/30ey4IAAAAaDnTZy/K1FcXNjhmNQcA0Jo1W4+NfffdN5dddplPWwEAAE1iu1tofdZmNUehUCHYAABKotmCjfvuuy+bbrppc10OAABoJ2x3C61XY6s5AABKrcnBxuGHH97g01R1dXV54403Mm/evFxwwQXNWhwAAND22e4WAABoiiYHG/vvv3+DxxUVFdlss83ykY98JDvuuGOzFQYAALRvtruF1q2ysrDSMU3FAYCW0ORg45RTTlkfdQAAADRgu1tonVbXWFxTcQCgJTRbjw0AAIB1YbtbKC+raiyuqTgA0FLWOtjo3bt3g8lGYyoqKvL3v//9PRcFAAC0H7a7hfKksTgAUCprHWxceeWVqxz761//mptuuinFYrFZigIAANoP291C+1AoVKRQaPwDk3pzAABNsdbBxrs/RZUkM2bMyGWXXZYHHngghx56aL74xS82a3EAAABAeWmsqXhFRUU6b7JRqhoZS/TmAACaZp16bLz++uu54oorcuedd2bgwIG58847s9NOOzV3bQAAQBtmu1toW1bXVHyFd/flSPTmAACarknBxr/+9a9cffXV+clPfpKdd945N954Y/bcc8/1VRsAANCG2e4W2pZVNRVPko/V9MiXD+q92r4cja30sEUVANCYtQ42rrvuulx//fXp3r17Lrvsska3pgIAAFhbtruFtqmx8GLHHp1Wef7qVnrYogoAaMxaBxuXXXZZNtpoo2y77ba58847c+eddzZ63uo+dQUAANAY291C+7WqlR62qAIAVmWtg43DDz98jfvfAgAANIXtboEVVrdNFQDAO611sHHJJZeszzoAAIB2xna3AADAumhS83AAAIDmYrtbAABgXQg2AACAkrDdLQAAsC4EGwAAQEnY7hZYG5WVhUaPF4t1mooDQDsl2AAAAABanR6dN0xtsS7V1R0bHV9eW8yC+UuEGwDQDgk2AAAAgFanumNVKgsVOe2WyZk+e1GDsV49O2f8kf1SKFQINgCgHRJsAAAAAK3W9NmLMvXVhaUuAwBoRRrfqBIAAAAAAKAVsmIDAAAAKEuNNRbXVBwA2j7BBgAAAFBWVtdYfHltMYv+9e/U1a0cbgg9AKBtEGwAAAAAZWVVjcU/vH3X/Pcnd82mm27c6POW1xazYP4S4QYAlDnBBgAAAFCW3t1YfMcenRoNPJKkV8/OGX9kvxQKFYINAChzgg0AAACgTXl34AEAtC2CDQAAAKDdKxQqUihUrHRcXw4AaH0EGwAAAEC7VihUpMumG6eqsrDSmL4cAND6CDYAAACAdqOykfCisrKQqsrCSr059OUAgNZJsAEAAPB//vnPf+bss8/O3LlzU1lZmZNPPjmf+MQnSl0W0Ax6dN4wtcW6VFd3XOU5enMAQHkQbAAAAPyfysrKnH/++dl5550zZ86cDBs2LIMGDcrGG29c6tKA96i6Y1UqCxUrrcpIko/V9MiXD+pdosoAgKYSbAAAAPyfnj17pmfPnkmSHj16pGvXrlmwYIFgA9qQxlZl7Nij02qf09j2VYnG4gBQKo3/nxkAAKAMPfbYYznppJMycODA1NTU5P7771/pnIkTJ2bw4MHZbbfdMmLEiEyZMqXRaz399NMpFovZcsst13fZQCv1zu2runbttNJXl003TqFQUeoyAaDdsWIDAABoM5YsWZKampoMHz48p5xyykrj99xzT8aNG5exY8dm9913z4QJEzJ69Ojcd9996datW/158+fPzznnnJP/+Z//acnygVZmddtXrWgsvsEGlamtLa70XKs5AGD9EWwAAABtxqBBgzJo0KBVjt9www054ogjMnz48CTJ2LFj8+CDD+a2227LCSeckCRZtmxZxowZk+OPPz577LFHi9QNtG6NbV+1pmbky2uLWTB/iXADANYDwQYAANAuLFu2LFOnTs2JJ55Yf6xQKGTAgAGZPHlykqSuri7nnntu9tprrxx++OElqhQoB2uzmqNQqBBsAMB6INgAAADahTfffDO1tbUNtpxKkm7dumXGjBlJkieeeCL33HNPg/4cl156aWpqalq8XqA8NLaaAwBYvwQbAAAA/2fPPffMM888U+oyAACA1SiUugAAAICW0LVr11RWVmbu3LkNjs+dOzfdu3cvUVUAAEBTCTYAAIB2oUOHDtl1110zadKk+mPFYjGTJk1Kv379SlgZAADQFLaiAgAA2ozFixdn5syZ9Y9nzZqVadOmpUuXLtlqq61y3HHH5ZxzzkmfPn3St2/fTJgwIUuXLs2wYcNKWDUAANAUgg0AAKDNePrppzNq1Kj6x+PGjUuSDB06NJdcckmGDBmSefPm5fLLL8+cOXOy88475/rrr7cVFdBiCoWKFAoVjY4Vi3UpFutauCIAKD+CDQAAoM3o379/nn322dWeM3LkyIwcObKFKgLas8rKhjuAV1RUpPMmG6WqsvGdwZfXFrNg/hLhBgCsgWADAAAAoBn16Lxhaot1qa7u2Oj4abdMzvTZixoc69Wzc8Yf2S+FQoVgAwDWQLABAAAA0IyqO1alslCxUoDxsZoe+fJBvTN99qJMfXVho8999yqPFdZlmyrbXgHQVgk2AAAAANaDdwcYO/botMpz17TKo6nbVBUKFemy6ca2vQKgTRJsAAAAAJTYqlZ5JOu2TVWhUJGqyoJtrwBokwQbAAAAAK3E6rapau7rNbbtlS2qACgHgg0AAACAMrCq/htNPXd1217ZogqAciDYAAAAAGjFVhdE1BbrUrmKBuGrsqptr2xRBUC5EGwAAAAAtGKrCiI+VtMjXz6od6N9NFaMrU5zb3sFAC1FsAEAAABQBt4dROzYo1Ojx985BgBt0dpvzggAAAAAAFBigg0AAAAAAKBstImtqF555ZWcf/75mTt3biorK3Prrbdm4403LnVZAAAAAG1GoVCRQiONyovFOs3GAWhRbSLYOO+883L66adnzz33zPz589OhQ4dSlwQAAADQZhQKFemy6capqlx584/ltcUsmL9EuAFAiyn7YOP5559PVVVV9txzzyTJpptuWtqCAAAAANqYQqEiVZWFnHbL5Eyfvaj+eK+enTP+yH4pFCoEGwC0mJL32Hjsscdy0kknZeDAgampqcn999+/0jkTJ07M4MGDs9tuu2XEiBGZMmVK/djLL7+cjTfeOCeddFKGDh2aq6++uiXLBwAAAGhTKisLqapq+FX5fys1ps9elKmvLqz/emfIAQAtpeTBxpIlS1JTU5MLLrig0fF77rkn48aNy5gxY3LHHXekd+/eGT16dObOnZskWb58eZ544olccMEFufXWW/Pwww/n4Ycfbsm3AAAAAFD2enTeMLXFulRXd0zXrp0afFVXd1ztcxsLQ6qqCo325ACA96rkW1ENGjQogwYNWuX4DTfckCOOOCLDhw9PkowdOzYPPvhgbrvttpxwwgnZfPPN06dPn2y55Zb115s2bVr22WefFqkfAAAAoC2o7liVykLFSttNJcnHanrkywf1Xuk57wxDGqP/BgDrQ8mDjdVZtmxZpk6dmhNPPLH+WKFQyIABAzJ58uQkyW677Za5c+dmwYIF2WSTTfL444/n05/+dKlKBgAAAChrK7abeqcde3Rq9NzVhSH6bwCwvrTqYOPNN99MbW1tunXr1uB4t27dMmPGjCRJVVVVzjjjjIwcOTJ1dXXZZ599st9++5WiXAAAAIB2qbEwBADWl1YdbKytNW1nBQAAAAAAtA0lbx6+Ol27dk1lZWV9o/AV5s6dm+7du5eoKgAAAAAAoFRadbDRoUOH7Lrrrpk0aVL9sWKxmEmTJqVfv34lrAwAAAAAACiFkm9FtXjx4sycObP+8axZszJt2rR06dIlW221VY477ricc8456dOnT/r27ZsJEyZk6dKlGTZsWAmrBgAAAAAASqHkwcbTTz+dUaNG1T8eN25ckmTo0KG55JJLMmTIkMybNy+XX3555syZk5133jnXX3+9ragAAAAAylihUJFCoWKl48ViXYrFuhJUBEC5KHmw0b9//zz77LOrPWfkyJEZOXJkC1UEAAAAwPpUKFSky6Ybp6py5V3Sl9cWs2D+EuEGAKtU8mADAAAAgPalUKhIVWUhp90yOdNnL6o/3qtn54w/sl822KAytbXFlZ63utUcVoAAtB+CDQAAAABKYvrsRZn66sL6xz06b5jaYl2qqzs2ev6qVnNYAQLQvgg2AAAAAGgVqjtWpbJQsdJKjuT/r+YoFCoaDTZWtwKksecAUL4EGwAAAACsN5WNrKJo7Ng7vXslx9peb3XPA6DtEGwAAAAA0OzWtK1Uqa8HQPkSbAAAAADQ7Fa3rdTHanrkywf1Lun1AChfgg0AAAAA1pvGtofasUenVnM9AMqPYAMAAAAAmkGhUJFCoaJJzykW6zQ2B2giwQYAAAAAvEeFQkW6bLpxqhppbl5brEvlKgKP5bXFLJi/RLgB0ASCDQAAAAB4jwqFilRVFlbqAbKi/0djvUF69eyc8Uf2S6FQIdgAaALBBgAAAAA0k3f3AFnR/6Ox3iAArBvBBgAAAAC0A6vqAaLPB1BuBBsAAAAA8C5NbQRe2Uhvjff63OYMHFbXA0SfD6DcCDYAAAAA4B3WtRF4U/XovGFqi3Wpru7Y6HhzBg6r6gGizwdQjgQbAAAAAPAO69IIfMVYU1R3rEploaJFG4vr9QG0BYINAAAAANq0dd3qqSmNwFeMrQthA0DTCDYAAAAAaJNacqun9aWxUEazb6C9E2wAAAAA0CaVYqun5rK6UKYcAhmA9UmwAQAAAECbVo5bPa0qlGntgQxASxBsAAAAAEAr1ZpDmUKhIoVCxUrHbZUFrG+CDQAAAACgSQqFinTZdONUNdIDxFZZwPom2AAAAACg3WqsOXdjx1qbVdXYUqslCoWKVFUWbJUFlIRgAwAAAIB2Z3XNuVuzNdXd0qslWvNWWUDbJdgAAAAAoN1ZVXPuJPlYTY98+aDeJaps9VZXt9USQHsh2AAAAACg3WpsxcGOPTqVqJq1Z6UE0J4JNgAAAACgDSnXviEAa0uwAQAAAABtQLn2DVmTQqEihUJFo2Mt1SwdaF0EGwAAAADQBpRr35DVKRQq0mXTjVO1ihUnLd0sHWgdBBsAAAAA0IaUa9+QxhQKFamqLGiWDjQg2AAAAAAAWjXN0oF30jUIAAAAAAAoG1ZsAAAAAACshgbm0LoINgAAAAAAVkEDc2h9BBsAAAAAQKNWtVKhchV/5F/X67XmVQ8amEPrI9gAAAAAAFayppUKzXm9clj1oIE5tB6CDQAAAABgJatbqfCxmh758kG9m+V6Vj0ATSXYAAAAAABWqbGVCjv26LTa5zS2VdWKY1Y+aEYO75VgAwAAAABoFj06b5jaYl2qqzuWupRWSzNyeO8EGwAAAABAs6juWJXKQkWzbV+1NhpbHdKaVz1oRg7vnWADAADgHcaMGZO//OUv2XvvvXP55ZeXuhwAKEvrsn1VU61udUg5rHqwJResO8EGAADAO4waNSrDhw/PnXfeWepSAIDVWNXqEKseoO0TbAAAALxD//798+ijj5a6DABod1bXcHx1mnPlQ2NNvdemBqBl+bcSAABoMx577LGcdNJJGThwYGpqanL//fevdM7EiRMzePDg7LbbbhkxYkSmTJlSgkoBgBXeuaVU166dGny1ZBPyFU29S1kDsHas2AAAANqMJUuWpKamJsOHD88pp5yy0vg999yTcePGZezYsdl9990zYcKEjB49Ovfdd1+6detWgooBgFI0HG/Mqpp6t2QNwNoRbAAAAG3GoEGDMmjQoFWO33DDDTniiCMyfPjwJMnYsWPz4IMP5rbbbssJJ5zQUmUCAI1oiYbj61JHKWpoTGPbZK1QLNbpJ0K7ItgAAADahWXLlmXq1Kk58cQT648VCoUMGDAgkydPLmFlAACrt2KbrKpV9PtYXlvMgvlLhBu0G4INAACgXXjzzTdTW1u70pZT3bp1y4wZM+ofH3vssXnmmWeydOnS7Lvvvhk/fnz69evX0uUCANRb1TZZSdKrZ+eMP7JfCoUKwQbthmADAADgHW688cZSlwAA0KjGtuuC9kiwAQAAtAtdu3ZNZWVl5s6d2+D43Llz07179xJVBQCsL5Wr2Lapuc5fn95dS2uqbV3oD0JzE2wAAADtQocOHbLrrrtm0qRJ2X///ZMkxWIxkyZNysiRI0tcHQDQXHp03jC1xbpUV3dsdLy2WJfKVfyRvdTWVHs50h+E9UGwAQAAtBmLFy/OzJkz6x/PmjUr06ZNS5cuXbLVVlvluOOOyznnnJM+ffqkb9++mTBhQpYuXZphw4aVsGoAoDlVd6xKZaGi0X4UH6vpkS8f1Hu1Y6W0qtpbQ23rSn8Q1gfBBgAA0GY8/fTTGTVqVP3jcePGJUmGDh2aSy65JEOGDMm8efNy+eWXZ86cOdl5551z/fXX24oKANqgxvpR7Nij0xrHWoN319eaaltX+oPQnAQbAABAm9G/f/88++yzqz1n5MiRtp4CAJrVqnpg6B+x7vTlYHUEGwAAAAAA62BNPTH0j1g3+nKwJoINAAAAAIB1sLp+HvpHrDt9OVgTwQYAAAAAwHugf8T64fvKqgg2AAAAAKCda6xHxKr6RtA07/4+lsP3VX+Ltm1VP99y+tkKNgAAAACgnVpTjwjWXbl+b/W3aNtW9/Mtp5+tYAMAAAAA2qnV9Yj4WE2PfPmg3iWqrPyt6nvb2r+v+lu0bav6+Zbbz1awAQAAAADtXGO9DHbs0alE1bQt7/7elsv3VX+Ltq3cf76tf0M3AAAAAACA/yPYAAAAAAAAyoatqAAAAAAAylzlKpp9r4/rNHZOsVhXFr0ZaBsEGwAAAAAAZapH5w1TW6xLdXXHRsdri3WpLFSs9fF1fa3ltcUsmL9EuEGLEGwAAAAAAJSp6o5VqSxU5LRbJmf67EUNxj5W0yNfPqj3SmOrOv7Osaa8Vq+enTP+yH4pFCoEG7QIwQYAAAAAQJmbPntRpr66sMGxHXt0anRsVcffOdbU14KWpHk4AAAAAABQNgQbAAAAAABA2bAVFQAAAAAA71ll5cqfo2/s2JrOWZvn0L4JNgAAAAAAWGc9Om+Y2mJdqqs7tsjzQLABAAAAAMA6q+5YlcpCRU67ZXKmz17UYOxjNT3y5YN6N+l5q3sOJIINAAAAAACawfTZizL11YUNju3Yo1OTn7c2z6F9s1kZAAAAAABQNgQbAAAAAABA2RBsAAAAAAAAZUOPDQAAAAAAykpl5cqf2S8W61Is1jX5WoVCRQqFima7XnNr7fWVgmADAAAAAICy0KPzhqkt1qW6uuNKY8tri1kwf0mT/thfKFSky6Ybp6qRoGRdrtfcWnt9pSLYAAAAAACgLFR3rEploSKn3TI502cvqj/eq2fnjD+yXwqFiiYHG1WVhWa7XnNr7fWVimADAAAAAICyMn32okx9dWGrvV5za+31tTTNwwEAAAAAgLIh2AAAAAAAAMqGYAMAAAAAACgbgg0AAAAAAKBsCDYAAAAAAICyIdgAAAAAAADKRlWpCwAAAAAAgPWpUKhIoVCx0vHKytV/9n9N440pFutSLNY1+XmsPcEGAAAAAABtVqFQkS6bbpyqJoQUPTpvmNpiXaqrOzY6XlusS2UjQUmSLK8tZsH8JcKN9UiwAQAAAABAm1UoVKSqspDTbpmc6bMXNRj7WE2PfPmg3is9p7pjVSoLFat9TmNjvXp2zvgj+6VQqBBsrEeCDQAAAAAA2rzpsxdl6qsLGxzbsUendX5OY2O0DM3DAQAAAACAsiHYAAAAAAAAyoZgAwAAAAAAKBuCDQAAAAAAoGwINgAAAAAAgLIh2AAAAAAAAMqGYAMAAAAAACgbgg0AAAAAAKBsCDYAAAAAAICyIdgAAAAAAADKRlWpCwAAAAAAgLaksnLlNQXFYl2KxbpGzy8UKlIoVKzVddZGc1+vtRFsAAAAAABAM+jRecPUFutSXd1xpbHltcUsmL9kpXCjUKhIl003TlUzhQ7Nfb3WSLABAAAAAADNoLpjVSoLFTntlsmZPntR/fFePTtn/JH9UihUNBpsVFUWVnpOknyspke+fFDvJtXQ3NdrjQQbAAAAAADQjKbPXpSpry58z8/ZsUenZq3hvVyvNWm7a1EAAAAAAIA2R7ABAAAAAACUDcEGAAAAAABQNgQbAAAAAABA2RBsAAAAAAAAZUOwAQAAAAAAlA3BBgAAAAAAUDYEGwAAAAAAQNkQbAAAAAAAAGVDsAEAAAAAAJQNwQYAAAAAAFA2BBsAAAAAAEDZEGwAAAAAAABlQ7ABAAAAAACUDcEGAADAOzzwwAM56KCDcuCBB+Z///d/S10OAADwLlWlLgAAAKC1WL58eS655JL8+Mc/TufOnTNs2LDsv//+6dq1a6lLAwAA/o8VGwAAAP9nypQp6dWrVzbffPN06tQp++67bx5++OFSlwUAALyDYAMAAGgzHnvssZx00kkZOHBgampqcv/99690zsSJEzN48ODstttuGTFiRKZMmVI/Nnv27Gy++eb1jzfffPO8/vrrLVI7AACwdgQbAABAm7FkyZLU1NTkggsuaHT8nnvuybhx4zJmzJjccccd6d27d0aPHp25c+e2cKUAAMC60mODdVYoVKRQqGj26xaLdSkW65r9ugAAtH2DBg3KoEGDVjl+ww035Igjjsjw4cOTJGPHjs2DDz6Y2267LSeccEJ69uzZYIXG66+/nr59+673ugEAaB6VlSt/lr+xY6XS3PW19ve7vgg2WCeFQkW6bLpxqtbDvyTLa4tZMH+JcAMAgGa1bNmyTJ06NSeeeGL9sUKhkAEDBmTy5MlJkr59++b555/P66+/ns6dO+ePf/xjTj755FKVDADAWurRecPUFutSXd2x1KU0qrnra+3vd30TbLBOCoWKVFUWctotkzN99qJmu26vnp0z/sh+KRQqBBsAADSrN998M7W1tenWrVuD4926dcuMGTOSJFVVVTnnnHMyatSoFIvFfP7zn0/Xrl1LUS4AAE1Q3bEqlYWKRv9e+bGaHvnyQb1LVNl/NHd9rf39rm+CDd6T6bMXZeqrC0tdBgAANJuPf/zj+fjHP17qMgAAWAeN/b1yxx6dSlTNypq7vtb+fteXtr/ZFgAAQJKuXbumsrJypUbhc+fOTffu3UtUFQAA0FSCDQAAoF3o0KFDdt1110yaNKn+WLFYzKRJk9KvX78SVgYAADSFragAAIA2Y/HixZk5c2b941mzZmXatGnp0qVLttpqqxx33HE555xz0qdPn/Tt2zcTJkzI0qVLM2zYsBJWDQAANIVgAwAAaDOefvrpjBo1qv7xuHHjkiRDhw7NJZdckiFDhmTevHm5/PLLM2fOnOy88865/vrrbUUFAABlRLABAAC0Gf3798+zzz672nNGjhyZkSNHtlBFAABAc9NjAwAAAAAAKBuCDQAAAAAAoGwINgAAAAAAgLIh2AAAAAAAAMqGYAMAAAAAACgbgg0AAAAAAKBsCDYAAAAAAICyIdgAAAAAAADKhmADAAAAAAAoG4INAAAAAACgbAg2AAAAAACAsiHYAAAAAAAAyoZgAwAAAAAAKBuCDQAAAAAAoGwINgAAAAAAgLJRVeoCWouKitK+fscOlem8YfP+ODp2qKz/5/X1/pq77paoGQCA5uF+bdVaw/emsXv1jaoKjY6t6vi6jrXUc9rb9VpDDa39eq2hhvZ2vdZQQ2u/XmuoobVfrzXU0Nqv1xpqaO3Xaw01lPP1WsPfZZvyuhV1dXV1668UAAAAAACA5mMrKgAAAAAAoGwINgAAAAAAgLIh2AAAAAAAAMqGYAMAAAAAACgbgg0AAAAAAKBsCDYAAAAAAICyIdgAAAAAAADKhmADAAAAAAAoG4INAAAAAACgbAg2SmzixIkZPHhwdtttt4wYMSJTpkwpdUmUwDXXXJPhw4enX79+2XvvvXPyySdnxowZpS6LVuDaa69NTU1Nvv71r5e6FErg9ddfz1lnnZX+/funb9++OfTQQ/O3v/2t1GVRArW1tfne976XwYMHp2/fvtl///3z/e9/P3V1daUujfXssccey0knnZSBAwempqYm999/f4Pxurq6jB8/PgMHDkzfvn1z7LHH5qWXXipNsbQK5hdt39rMHd56662MHTs2/fv3T79+/XLqqafmjTfeaHDOq6++mhNOOCG777579t5773zzm9/M8uXLW/Kt0Mwamzv4XWhf1jR/WJv7hvnz5+fMM8/MHnvskT333DPnn39+Fi9e3MLvhPdqbeYPfh/apuaYP6zNz/2ZZ57J0Ucfnd122y2DBg3Kddddt77f2koEGyV0zz33ZNy4cRkzZkzuuOOO9O7dO6NHj87cuXNLXRot7C9/+Us+85nP5Gc/+1luuOGGLF++PKNHj86SJUtKXRolNGXKlNxyyy2pqakpdSmUwIIFC3LUUUdlgw02yHXXXZdf/epXOeecc9KlS5dSl0YJXHfddbn55pvzta99Lffcc0/OOuusXH/99bnppptKXRrr2ZIlS1JTU5MLLrig0fHrrrsuN910Uy688ML87Gc/S8eOHTN69Oi89dZbLVwprYH5RfuwNnOHb3zjG3nggQfyve99LzfddFNmz56dU045pX68trY2J554Yt5+++3ccsstueSSS3LHHXfk8ssvL8Vbohmsau7gd6H9WJv5w9rcN5x11lmZPn16brjhhlx99dV5/PHH87Wvfa0Ub4n3YG3mD34f2qbmmD+s6ee+aNGijB49OltttVVuv/32nH322bnyyitz6623rvf310AdJfOpT32qbuzYsfWPa2tr6wYOHFh3zTXXlLAqWoO5c+fW7bTTTnV/+ctfSl0KJbJo0aK6Aw88sO7hhx+uGzlyZN3FF19c6pJoYd/61rfqjjrqqFKXQStxwgkn1J133nkNjp1yyil1Z555ZokqohR22mmnut/+9rf1j4vFYt0+++xTd/3119cfW7hwYV2fPn3qfvnLX5aiRErM/KJ9evfcYeHChXW77rpr3b333lt/zvTp0+t22mmnusmTJ9fV1dXVPfjgg3W9e/eumzNnTv05P/3pT+v22GOPurfeeqtF6+e9W9Xcwe9C+7Km+cPa3Des+P2YMmVK/Tl/+MMf6mpqaupee+219Vc8zW5N8we/D+3Duswf1ubnPnHixLoPf/jDDf4/8a1vfavuoIMOWt9vqQErNkpk2bJlmTp1agYMGFB/rFAoZMCAAZk8eXIJK6M1+Ne//pUkPpndjl100UUZNGhQg/9G0L78/ve/T58+ffLFL34xe++9dw4//PD87Gc/K3VZlEi/fv3y5z//OS+++GKS/yz7feKJJ7LvvvuWuDJKadasWZkzZ06D/1dssskm2X333d1PtkPmF+3Xu+cOTz/9dN5+++0Gvws77rhjttpqq/z1r39Nkvz1r3/NTjvtlO7du9efM3DgwCxatCjTp09vueJpFquaO/hdaF/WNH9Ym/uGyZMnp7q6Orvttlv9OQMGDEihULC1YZlZ0/zB70P71Fw/97/+9a/Zc88906FDh/pzBg4cmBdffDELFixooXeTVLXYK9HAm2++mdra2nTr1q3B8W7duumt0M4Vi8V84xvfyB577JGddtqp1OVQAr/61a/y97//PT//+c9LXQol9Morr+Tmm2/Occcdl5NOOil/+9vfcvHFF2eDDTbI0KFDS10eLeyEE07IokWL8olPfCKVlZWpra3NGWeckcMOO6zUpVFCc+bMSZJG7yffvX86bZ/5RfvU2NzhjTfeyAYbbJDq6uoG53br1q3+vxtvvPFGgz9kJ6l/vOIcysPq5g5+F9qXNc0f1ua+4Y033shmm23WYLyqqipdunTx+1Bm1jR/8PvQPjXXz/2NN97I+973vgbnrPh/xxtvvNFiH9QWbEArM3bs2Dz//PP56U9/WupSKIF//vOf+frXv54f/ehH2XDDDUtdDiVUV1eXPn365Etf+lKSZJdddsnzzz+fW265RbDRDt177725++67c9lll6VXr16ZNm1axo0bl549e/p9AGjHzB3aN3MH3sn8gXcyf6A9sBVViXTt2jWVlZUrNfKbO3fuSp+WoP246KKL8uCDD2bChAnZYostSl0OJTB16tTMnTs3w4YNyy677JJddtklf/nLX3LTTTdll112SW1tbalLpIX06NEjO+64Y4NjO+ywQ1599dUSVUQpXXrppTnhhBNyyCGHpKamJocffng++9nP5pprril1aZRQjx49ksT9JEnML9qjVc0dunfvnrfffjsLFy5scP7cuXPr/7vRvXv3lVZ2rXi84hxavzXNHfwutC9rmj+szX1D9+7dM2/evAbjy5cvz4IFC/w+lJk1zR/8PrRPzfVzX93/O1ryvlOwUSIdOnTIrrvumkmTJtUfKxaLmTRpUvr161fCyiiFurq6XHTRRfntb3+bCRMmZJtttil1SZTIXnvtlbvvvjt33nln/VefPn1y6KGH5s4770xlZWWpS6SF7LHHHvX7oa7w0ksvZeutty5RRZTSv//971RUVDQ4VllZmbq6uhJVRGvwvve9Lz169GhwP7lo0aI89dRT7ifbIfOL9mNNc4c+ffpkgw02aPC7MGPGjLz66qv54Ac/mCT54Ac/mOeee67BHzYeeeSRdO7cOb169WqR98F7t6a5g9+F9mVN84e1uW/o169fFi5cmKeffrr+nD//+c8pFovp27dvC7wLmsua5g9+H9qn5vq5f/CDH8zjjz+et99+u/6cRx55JO9///tbtF+wrahK6Ljjjss555yTPn36pG/fvpkwYUKWLl2aYcOGlbo0WtjYsWPzy1/+Mj/4wQ/SqVOn+j3rNtlkk2y00UYlro6W9P/au/egmvP/D+DPbojiuBQKXQ5OSnQjzpbbKJe0llZrpaK0jEt2RCJfcdzKIipKIRJ2krS5jKV1zZJLqLHluk0UE+UyJKn8/vBzxtGhUy6ns56PGTOdz+fzfr9fn/fnM+b9Pq/z+bx1dHRqrK3StGlTCAQCrrnyjfH29sbPP/+MmJgYDBs2DNnZ2UhKSoJEIlF2aKQEAwcORExMDAwMDKSPksfHx8PNzU3ZodEX9vz5cxQUFEg/3717F7m5uWjRogUMDAzg5eWF6OhoGBkZoUOHDli3bh309fUxePBgJUZNysL5xbehtrmDrq4u3NzcEBoaihYtWkBHRwdLly6FtbW19MtsBwcHdO7cGYGBgZgzZw4ePHiAtWvXwsPDQ2YhUGrYFJk78F74dtQ2f1BTU6t13CAUCuHo6Ij//e9/WLx4MV69eoUlS5bAxcUFbdu2VebpUR3VNn/g/fDf9anzB0Wuu6urK9avX4/g4GD4+fnhxo0bSEhIwLx5877quaq95k/9lCoxMRGbN2/GgwcP0K1bNyxYsAA9e/ZUdlj0lYlEIrnbV6xYwYkowdPTE2ZmZggODlZ2KPSVHTt2DGvWrEF+fj46dOiAiRMnwt3dXdlhkRI8e/YM69atQ3p6OkpKSqCvrw8XFxdMmzaNXzr8x2VmZsLLy6vG9lGjRiE0NBSvX79GREQEkpKS8PTpU9ja2iIkJAQmJiZKiJYaAs4v/vsUmTu8fPkSoaGhOHDgACoqKuDg4ICQkBCZV4cUFhZi0aJFOHfuHLS1tTFq1CgEBARAU5O/f1Rl788deC98W2qbPygybnj8+DGWLFmCo0ePQl1dHc7OzliwYAGaNWumjFOielJk/sD74b/pc8wfFLnueXl5kEgkyMnJQcuWLTF+/Hj88ssvX+Uc32Jig4iIiIiIiIiIiIiIVAbX2CAiIiIiIiIiIiIiIpXBxAYREREREREREREREakMJjaIiIiIiIiIiIiIiEhlMLFBREREREREREREREQqg4kNIiIiIiIiIiIiIiJSGUxsEBERERERERERERGRymBig4iIiIiIiIiIiIiIVAYTG0REREREREREREREpDKY2CAiIhl3796FSCRCbm6uskORunXrFtzd3WFpaYmRI0fKPcbT0xPLli37ypHJp0gfZmZmQiQS4enTpwCAlJQU2NnZfa0QiYiIiOgbparj/S/pxYsXmDFjBmxsbGTG6FRznhIZGamUa0RE9D4mNoiIGpigoCCIRCLExsbKbE9PT4dIJFJSVMoVGRkJbW1tHDp0CFu3bv3gMTNnzvy6gX1Gw4cPx59//qnsMIiIiIjoC+N4vyZFxvtf0t69e3HhwgX8/vvvyMjIgK6u7lePQVX4+Pgo5RoREb2PiQ0iogaocePGiIuLw5MnT5QdymdTUVFR77IFBQWwtbWFoaEhWrZsKfcYgUAAHR2derehbE2aNEHr1q2VHQYRERERfQUc78tSZLz/JWO6c+cOhEIhunbtCj09PaipqdW5raqqKlRXV9e5nKpp1qzZZ71GRET1xcQGEVEDJBaL0aZNG2zcuPGDx8h7BHjr1q0YNGiQ9HNQUBCmTp2KmJgYiMVi2NnZISoqCpWVlQgLC0Pv3r3Rr18/7Nmzp0b9t2/fxtixY2FpaYkRI0bg3LlzMvuvX7+OSZMmwdraGmKxGHPmzEFpaal0v6enJyQSCZYtWwZ7e3v4+vrKPY/q6mpERUWhX79+6N69O0aOHImTJ09K94tEIly9ehXr16+HSCRCZGSk3HrefxXVjh074OzsDEtLS4jFYvj7+3+wL9+vRyKRQCKRwNbWFvb29li7di1ev34tE1N6erpMOTs7O6SkpMhsq60P3yXvVVRHjx6Fm5sbLC0tYW9vj2nTpil0DkRERETUsHG8X7/xfm3j9EGDBmH9+vUIDAyEjY0NFi5cCAC4cOECxo0bhx49eqB///5YunQpysrKpPVu2bIF58+fh0gkgqenJ4A3SZGwsDA4OjrCysoKY8aMQWZmprStt+P3v/76C8OHD4elpSWKiooULnfq1CkMGzYM1tbW8PX1RXFxscz5Jicnw8XFBd27d4eDgwMkEol039OnTxEcHIw+ffrAxsYGXl5eyMvLk+7Py8uDp6cnrK2tYWNjg9GjRyMnJ0duv76tb+HChRCLxdL74dixY3KPff++fHsPRkVFSeNZuHChTFLp0KFDcHV1RY8ePWBvb48JEyZI+5+IqL6Y2CAiaoDU1dUxa9YsJCYm4v79+59U19mzZ1FcXIzExEQEBQUhMjISkydPRosWLZCUlISxY8ciJCSkRjsrV67ExIkTkZqaCisrK0yZMgWPHj0C8Gbg6+3tDXNzcyQnJ2PTpk0oKSnBr7/+KlPH3r17oaWlhV27dmHx4sVy40tISEB8fDzmzp2LtLQ0ODg4YOrUqcjPzwcAZGRkoEuXLvDx8UFGRgZ8fHxqPeecnBwsW7YM/v7+OHToEDZt2lSn9Sv27t0LDQ0N7N69G8HBwdi6dSt2796tcPm3PtaHtTl+/DimT5+O/v37IzU1Fdu2bUOPHj3qHAMRERERNTwc79dvvK/IOH3Lli0wMzNDamoqpk6dioKCAvj5+cHZ2RlpaWkIDw/HxYsXsWTJEgBvvqh3d3eHtbU1MjIypIkViUSCS5cuITw8HGlpaRg6dCgmTZokjRsAysvLERcXh6VLl2L//v1o3bq1wuW2bNmClStXIjExEffu3UNYWJh0/86dOyGRSODu7o59+/Zhw4YN6NSpk3T/zJkzUVJSgri4OKSkpMDCwgLe3t54/PgxAGD27Nlo164dkpOTkZKSAj8/P2hpacnt0+rqavj5+SErKwu//fYbDh48iICAAKirK/6V4ZkzZ3Dr1i1s374da9aswZEjR7B+/XoAQHFxMQICAuDm5oaDBw8iISEBTk5OMgkpIqL6YGKDiKiBcnJyQrdu3RAREfFJ9QgEAixYsACmpqb48ccfYWJigvLyckyZMgXGxsaYPHkytLS0cPHiRZlyHh4eGDJkCIRCIRYtWgRdXV0kJycDABITE2Fubo5Zs2ZBKBTC3Nwcy5cvR2ZmJv79919pHcbGxggMDISpqSlMTU3lxrd582b4+fnBxcUFpqammDNnDszMzLBt2zYAgJ6eHjQ0NNC0aVPo6emhWbNmtZ7zvXv3oK2tjQEDBsDQ0BDm5ubw8vJSuM/at2+P+fPnw9TUFN9//z3Gjx9fr/fIfqwPaxMTE4Phw4fD398fQqEQZmZmmDx5cp1jICIiIqKGieP9uo/3FRmn9+nTBz4+PujUqRM6deqEjRs3wtXVFRMmTICxsTFsbGwQHByM1NRUvHz5EgKBAE2aNIGWlhb09PQgEAhQVFSElJQUrFu3DnZ2dujUqRN8fX1ha2sr85T2q1evsGjRItjY2MDU1BSPHj1SuNzixYthaWkJCwsLeHh44OzZs9L90dHRmDhxIry9vWFiYoIePXpgwoQJAN48fZKdnY2IiAhYWlrC2NgYc+fORfPmzaVr9hUVFUEsFkMoFMLY2BjDhg2DmZmZ3D79+++/kZ2djcjISHz33Xfo2LEjBg4ciP79+3/wOryvUaNGWL58Obp06YIBAwbA398fCQkJqK6uxoMHD1BZWQknJyd06NABIpEIHh4eCs3riIg+RlPZARAR0YfNnj0b3t7eH3ysWxGdO3eW+bVNmzZt0KVLF+lnDQ0NCAQClJSUyJSztraW/q2pqYnu3bvj9u3bAN482pyZmSlzzFsFBQUwMTEBAFhYWHw0tmfPnqG4uBg2NjYy221sbGQepa4rsVgMAwMDDB48GI6OjnB0dISTkxO0tbUVKt+zZ0+Z9+paWVkhPj4eVVVV0NDQUDiOj/VhbXJzczFmzBiF2yIiIiIi1cPxft0oMk7v3r27TJm8vDxcu3YN+/btk257/fo1qqurcffuXQiFwhrtXL9+HVVVVRg6dKjM9oqKCggEAulnLS0tmQXfFS2nra0t8wSGvr6+9PqUlJSguLgYffv2ldsH165dQ1lZGezt7WW2l5eXo6CgAAAwceJELFiwAH/88QfEYjGGDh0q0967cnNz0a5dO+k1rQ+RSCQz17K2tkZZWRnu3bsHMzMz9O3bF66urnBwcICDgwOGDBmCFi1a1Ls9IiKAiQ0iogatV69ecHBwwOrVqzF69GiZfWpqajUe362srKxRh6am7H/1ampqcrfVZaG7srIyDBw4ELNnz66xT09PT/q3oomEz01HRwd79+7FuXPnkJGRgYiICERFRSE5ORnNmzf/5PoV7ftP0aRJk89aHxERERE1PBzvf37vx1RWVoaxY8dK1854V/v27eXWUVZWBg0NDezZs6fGD5uaNm0q/btJkyYyiRZFy8m7Pm+vdePGjT92enj+/Dn09PSwffv2Gvt0dXUBADNmzMCIESNw4sQJnDx5EhEREQgPD4eTk1ONMl963qGhoYH4+HhkZWXh9OnT2L59O8LDw5GUlISOHTt+0baJ6L+Nr6IiImrgAgICcOzYMVy6dElme6tWrfDw4UOZyU5ubu5na/fy5cvSvysrK3H16lXp4+UWFha4ceMGDA0NYWRkJPPv3QF7bXR0dKCvr4+srCyZ7VlZWejcufMnxa+pqQmxWIzAwECkpaWhsLBQ5vHuj8nOzpb5fOXKFRgZGUknJ61atZJZ3C8/Px8vXryoUc/H+rA2Xbt2xZkzZxQ6loiIiIhUF8f7iqttnC6Pubk5bt68WeM8jIyM0KhRI7llunXrhqqqKpSWltYo825i53OVe5eOjg4MDQ0/OBewsLDAw4cPoaGhUaONVq1aSY8zMTHBhAkTsGXLFjg7O8tdQB5487TF/fv3ZV4xVlfXrl1DeXm59PPly5fRtGlTaeJITU0Ntra28Pf3R2pqKrS0tJCenl7v9oiIACY2iIgaPJFIBFdX1xq/yLG3t0dpaSni4uJQUFCAHTt24NSpU5+t3Z07d+LIkSO4desWJBIJnjx5Ajc3NwDAuHHj8OTJE8yaNQvZ2dkoKCjAqVOnMG/ePFRVVdWpHV9fX8TFxeHgwYO4ffs2Vq1ahby8vDqtifG+Y8eOISEhAbm5uSgsLERqaiqqq6sVfry6qKgIK1aswO3bt7F//34kJibKxNOnTx/s2LED//zzD3JychASEiJ3Mb6P9WFtpk+fjgMHDiAiIgK3bt3CtWvXEBsbq1gHEBEREZHK4HhfcbWN0+Xx8/PDpUuXIJFIkJubi/z8fKSnp0MikXywjImJCVxdXREYGIjDhw/jzp07yM7OxsaNG3H8+PHPXu59M2bMQHx8PBISEpCfn4+rV69K7w+xWAwrKytMmzYNGRkZuHv3LrKyshAeHo6cnByUl5dDIpEgMzMThYWFuHjxInJycuS+cgsAevfuDTs7O/j7++P06dO4c+eO9EkPRVVUVCA4OBg3b97EiRMnEBkZifHjx0NdXR1XrlxBTEwMcnJyUFRUhMOHD6O0tFThH3wREX0IX0VFRKQC/P39cfDgQZltQqEQISEh2LhxI6Kjo+Hs7AwfHx8kJSV9ljYDAgIQGxuL3NxcGBkZITo6WvoLoLZt22LXrl1YtWoVfH19UVFRAQMDAzg6Osq831cRXl5eePbsGUJDQ1FaWgqhUIgNGzbA2Ni43rHr6uriyJEjiIqKwsuXL2FkZITVq1fLvGv4Y3744QeUl5djzJgx0NDQgJeXF3766Sfp/rlz52L+/Pnw8PCAvr4+5s+fj6tXr9ao52N9WBt7e3usW7cOGzZsQGxsLHR0dNCrVy/FOoCIiIiIVArH+4qpbZwuj5mZGbZv3461a9di3LhxAICOHTti+PDhHy23YsUKREdHIzQ0FMXFxRAIBLCyssKAAQO+SLl3jRo1Ci9fvsTWrVuxcuVKCAQC6bodampqiI2Nxdq1azFv3jw8evQIbdq0gZ2dHdq0aQN1dXU8fvwYc+fOxcOHD9GyZUs4OzvD39//g+1FRkYiLCwMs2bNwosXL2BkZISAgACF4+3bty+MjIzg4eGBiooKjBgxAjNmzADw5gmU8+fPY9u2bXj27BkMDAwQFBRUp8XJiYjkUXv9/gsbiYiIvmGenp4wMzNDcHCwskMhIiIiIqL/x3F6wxQUFISnT59iw4YNyg6FiL4xfBUVERERERERERERERGpDL6KioiIvhlFRUVwcXH54P4DBw58xWiIiIiIiIiIiKg++CoqIiL6ZlRWVqKwsPCD+w0NDaGpyZw/EREREREREVFDxsQGERERERERERERERGpDK6xQUREREREREREREREKoOJDSIiIiIiIiIiIiIiUhlMbBARERERERERERERkcpgYoOIiIiIiIiIiIiIiFQGExtERERERERERERERKQymNggIiIiIiIiIiIiIiKVwcQGERERERERERERERGpDCY2iIiIiIiIiIiIiIhIZfwfTk/XqvveD8IAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1600x1200 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_clip_basic_distributions(interesting_clips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T15:04:55.237750Z",
     "iopub.status.busy": "2024-09-19T15:04:55.237288Z",
     "iopub.status.idle": "2024-09-19T15:07:38.254304Z",
     "shell.execute_reply": "2024-09-19T15:07:38.253656Z",
     "shell.execute_reply.started": "2024-09-19T15:04:55.237730Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of clips in interesting_clips:\n",
      "11,714,134\n",
      "Number of clips in user_interesting_clips:\n",
      "10,840,288\n",
      "Ratio of preferred clips to total clips for each model:\n",
      "------------------------------------------------------------\n",
      "chirp-v2-engine-msft-60s       nan% ± nan%\n",
      "chirp-v2-xxl-alpha             nan% ± nan%\n",
      "chirp-v3-5-short               nan% ± nan%\n",
      "chirp-v3-5-tau                 nan% ± nan%\n",
      "chirp-v3-5-upload              nan% ± nan%\n",
      "chirp-v3-5|chirp-v3-0          nan% ± nan%\n",
      "chirp-v3-engine-i              nan% ± nan%\n",
      "chirp-v3p5-engine-b            0.11% ± 0.00%\n",
      "chirp-v3p5-engine-evict        5.57% ± 0.01%\n",
      "chirp-v3p5-engine-ft-1         4.82% ± 0.09%\n",
      "chirp-v3p5-engine-oci          5.52% ± 0.05%\n",
      "chirp-v3p5-engine-s-24         6.16% ± 0.01%\n",
      "chirp-v3p5-engine-s-25         6.83% ± 0.02%\n",
      "chirp-v3p5-engine-s-25-b-1     6.25% ± 0.05%\n",
      "chirp-v3p5-engine-s-25-b-15    6.07% ± 0.11%\n",
      "chirp-v3p5-engine-s-25-b-2     6.05% ± 0.06%\n",
      "chirp-v3p5-engine-s-25-b-4     5.72% ± 0.12%\n",
      "chirp-v3p5-engine-s-8          5.32% ± 0.00%\n",
      "chirp-v3p5-engine-s-8-128      5.74% ± 0.03%\n",
      "chirp-v3p5-engine-s-8-n-1      5.45% ± 0.05%\n",
      "chirp-v3p5-engine-s-8-overlap  5.52% ± 0.03%\n",
      "chirp-v3p5-engine-s-8-repro    5.67% ± 0.09%\n",
      "chirp-v3p5-engine-s-8-repro-2  6.05% ± 0.08%\n",
      "chirp-v3p5-engine-s-8-repro-3  5.70% ± 0.07%\n",
      "chirp-v3p5-engine-s-8-repro-4  5.68% ± 0.03%\n",
      "chirp-v3p5-engine-s-8-revert_finfer 5.57% ± 0.01%\n",
      "chirp-v3p5-engine-s-8-threadless 5.50% ± 0.03%\n",
      "chirp-v3p5-engine-short        3.52% ± 0.48%\n",
      "chirp-v3p5-engine-t-1-18-b-10  5.74% ± 0.07%\n",
      "chirp-v3p5-engine-t-1-18-b-20  5.32% ± 0.07%\n",
      "chirp-v3p5-engine-t-1-18-b-5   5.85% ± 0.07%\n",
      "chirp-v3p5-engine-t-2          nan% ± nan%\n",
      "chirp-v3p5-engine-t-2-10-r     4.63% ± 0.10%\n",
      "chirp-v3p5-engine-t-2-16       5.49% ± 0.11%\n",
      "chirp-v3p5-engine-t-2-17       5.36% ± 0.11%\n",
      "chirp-v3p5-engine-t-3          6.65% ± 0.01%\n",
      "chirp-v3p5-engine-t-3-10       5.10% ± 0.13%\n",
      "chirp-v3p5-engine-t-3-12-s8    5.21% ± 0.16%\n",
      "chirp-v3p5-engine-t-3-13       5.59% ± 0.09%\n",
      "chirp-v3p5-engine-t-3-13-b-1   6.14% ± 0.08%\n",
      "chirp-v3p5-engine-t-3-15-b-1   6.09% ± 0.07%\n",
      "chirp-v3p5-engine-t-3-5        5.40% ± 0.12%\n",
      "chirp-v3p5-engine-t-3-9        5.61% ± 0.09%\n",
      "chirp-v3p5-engine-t-3-b        4.97% ± 0.18%\n",
      "chirp-v3p5-engine-t-3-r        5.01% ± 0.16%\n",
      "chirp-v3p5-engine-t-4-0        10.55% ± 0.29%\n",
      "chirp-v3p5-engine-t-4-1        11.11% ± 0.30%\n",
      "chirp-v3p5-engine-t-4-2        10.77% ± 0.22%\n",
      "chirp-v3p5-engine-t-4-3        6.81% ± 0.13%\n",
      "chirp-v3p5-engine-upload-4     7.05% ± 0.01%\n"
     ]
    }
   ],
   "source": [
    "# subselect interesting clips\n",
    "interesting_clips_masks = (interesting_clips[\"model_name\"].str.contains(\"v3p5\")) & (\n",
    "    interesting_clips[\"reaction_play_count\"] > 0\n",
    ")\n",
    "# make sure we have pairs\n",
    "extra_compare_mask = interesting_clips[interesting_clips_masks][\"request_id\"].isin(\n",
    "    interesting_clips[interesting_clips_masks][\"request_id\"]\n",
    "    .value_counts()\n",
    "    .index[interesting_clips[interesting_clips_masks][\"request_id\"].value_counts() == 2]\n",
    ")\n",
    "user_intersting_clips = interesting_clips[interesting_clips_masks & extra_compare_mask].copy()\n",
    "\n",
    "print(\"Number of clips in interesting_clips:\")\n",
    "print(f\"{interesting_clips.shape[0]:,}\")\n",
    "print(\"Number of clips in user_interesting_clips:\")\n",
    "print(f\"{user_intersting_clips.shape[0]:,}\")\n",
    "# Calculate the ratio of preferred clips to total clips for each model\n",
    "preference_ratio = (\n",
    "    user_intersting_clips[user_intersting_clips[\"preference\"]][\"model_name\"].value_counts()\n",
    "    / clip_df_model_name_value_counts\n",
    ")\n",
    "\n",
    "# Print the results in a formatted manner\n",
    "print(\"Ratio of preferred clips to total clips for each model:\")\n",
    "print(\"-\" * 60)\n",
    "for model, ratio in preference_ratio.items():\n",
    "    n = clip_df_model_name_value_counts[model]\n",
    "    uncertainty = (ratio * (1 - ratio) / n) ** 0.5\n",
    "    print(f\"{model:<30} {ratio:.2%} ± {uncertainty:.2%}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T15:07:38.255599Z",
     "iopub.status.busy": "2024-09-19T15:07:38.255422Z",
     "iopub.status.idle": "2024-09-19T15:07:50.286772Z",
     "shell.execute_reply": "2024-09-19T15:07:50.285939Z",
     "shell.execute_reply.started": "2024-09-19T15:07:38.255582Z"
    }
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculate the number of preferences per user\n",
    "preferences_per_user = user_intersting_clips[\"user_id\"].value_counts()\n",
    "\n",
    "# Determine the maximum number of preferences\n",
    "max_preferences = preferences_per_user.max()\n",
    "\n",
    "# Choose bins using Sturges' rule, but ensure a minimum of 15 bins and a maximum of 30\n",
    "n_bins = max(30, min(100, int(np.ceil(np.log2(len(preferences_per_user)) + 1))))\n",
    "\n",
    "# Calculate bin edges using a linear scale\n",
    "bin_edges = np.linspace(preferences_per_user.min(), max_preferences, n_bins)\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.hist(preferences_per_user, bins=bin_edges, edgecolor=\"black\")\n",
    "plt.yscale(\"log\")\n",
    "plt.xlabel(\"Number of preferences per user\")\n",
    "plt.ylabel(\"Number of users (log scale)\")\n",
    "plt.title(\"Distribution of User Preferences\")\n",
    "plt.grid(axis=\"both\", linestyle=\"--\", alpha=0.7)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T15:07:50.287890Z",
     "iopub.status.busy": "2024-09-19T15:07:50.287722Z",
     "iopub.status.idle": "2024-09-19T15:08:07.034788Z",
     "shell.execute_reply": "2024-09-19T15:08:07.034142Z",
     "shell.execute_reply.started": "2024-09-19T15:07:50.287874Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Summary of user_interesting_clips:\n",
      "Total requests: 10,840,288\n",
      "Unique clips: 5,420,144\n",
      "Fraction of total clips: 9.98%\n",
      "Time Validation:\n",
      "Earliest timestamp: 2024-08-26 21:00:00.804278+00:00\n",
      "Latest timestamp:   2024-09-18 14:52:08.042459+00:00\n",
      "Earliest timestamp: 2024-08-26 21:00:02.414814+00:00\n",
      "Latest timestamp:   2024-09-18 14:51:56.825348+00:00\n"
     ]
    }
   ],
   "source": [
    "print(\"Summary of user_interesting_clips:\")\n",
    "print(f\"Total requests: {user_intersting_clips.shape[0]:,}\")\n",
    "print(f\"Unique clips: {user_intersting_clips.shape[0] // 2:,}\")\n",
    "print(f\"Fraction of total clips: {user_intersting_clips.shape[0] / total_clip_counts:.2%}\")\n",
    "print(\"Time Validation:\")\n",
    "print(f\"Earliest timestamp: {user_intersting_clips['created_at'].min()}\")\n",
    "print(f\"Latest timestamp:   {user_intersting_clips['created_at'].max()}\")\n",
    "model_to_test = target_model_name\n",
    "print(\n",
    "    f\"Earliest timestamp: {user_intersting_clips[user_intersting_clips['model_name'] == model_to_test]['created_at'].min()}\"\n",
    ")\n",
    "print(\n",
    "    f\"Latest timestamp:   {user_intersting_clips[user_intersting_clips['model_name'] == model_to_test]['created_at'].max()}\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:25:00.484734Z",
     "start_time": "2024-05-26T00:25:00.377280Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T15:08:07.036361Z",
     "iopub.status.busy": "2024-09-19T15:08:07.036167Z",
     "iopub.status.idle": "2024-09-19T15:08:14.980348Z",
     "shell.execute_reply": "2024-09-19T15:08:14.979722Z",
     "shell.execute_reply.started": "2024-09-19T15:08:07.036345Z"
    }
   },
   "outputs": [],
   "source": [
    "# from suno_analytics.preference_data_selection import parse_for_tag, parse_for_one_box\n",
    "# user_intersting_clips[\"tags\"] = user_intersting_clips[\"metadata\"].apply(parse_for_tag)\n",
    "# user_intersting_clips[\"is_onebox\"] = user_intersting_clips[\"metadata\"].apply(parse_for_one_box)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:25:00.893917Z",
     "start_time": "2024-05-26T00:25:00.485775Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T15:08:14.981316Z",
     "iopub.status.busy": "2024-09-19T15:08:14.981157Z",
     "iopub.status.idle": "2024-09-19T15:10:04.258961Z",
     "shell.execute_reply": "2024-09-19T15:10:04.258270Z",
     "shell.execute_reply.started": "2024-09-19T15:08:14.981299Z"
    }
   },
   "outputs": [],
   "source": [
    "user_compare_mask = (\n",
    "    (user_intersting_clips[\"created_at\"] >= cutoff_date)\n",
    "    # & (\n",
    "    #     (user_intersting_clips[\"model_name\"].str.startswith(\"chirp-v3p5-engine-t\"))\n",
    "    #     | (user_intersting_clips[\"model_name\"].str.startswith(\"chirp-v3p5-engine-s\"))\n",
    "    # )\n",
    "    # & (~user_intersting_clips[\"is_pro_user\"])\n",
    "    # & (~user_intersting_clips[\"is_onebox\"])\n",
    ")\n",
    "# # this is fucked up sometimes one box doesn't give prompt to one generation\n",
    "extra_compare_mask = user_intersting_clips[user_compare_mask][\"request_id\"].isin(\n",
    "    user_intersting_clips[user_compare_mask][\"request_id\"]\n",
    "    .value_counts()\n",
    "    .index[user_intersting_clips[user_compare_mask][\"request_id\"].value_counts() == 2]\n",
    ")\n",
    "\n",
    "user_compare_mask = user_compare_mask & extra_compare_mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:25:01.140472Z",
     "start_time": "2024-05-26T00:25:00.895575Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T15:10:04.260050Z",
     "iopub.status.busy": "2024-09-19T15:10:04.259877Z",
     "iopub.status.idle": "2024-09-19T15:13:45.712576Z",
     "shell.execute_reply": "2024-09-19T15:13:45.711968Z",
     "shell.execute_reply.started": "2024-09-19T15:10:04.260033Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(10840288, 52)\n",
      "Model Name Value Counts and Fractions:\n",
      "chirp-v3p5-engine-s-8: 6963517 (64.24%)\n",
      "chirp-v3p5-engine-upload-4: 744030 (6.86%)\n",
      "chirp-v3p5-engine-t-3: 684548 (6.31%)\n",
      "chirp-v3p5-engine-s-8-revert_finfer: 550825 (5.08%)\n",
      "chirp-v3p5-engine-s-24: 370360 (3.42%)\n",
      "chirp-v3p5-engine-evict: 341548 (3.15%)\n",
      "chirp-v3p5-engine-s-25: 171218 (1.58%)\n",
      "chirp-v3p5-engine-t-3_max_cfg_12_ntag_3: 140272 (1.29%)\n",
      "chirp-v3p5-engine-s-8-threadless: 85048 (0.78%)\n",
      "chirp-v3p5-engine-s-8_max_cfg_12_ntag_3: 82341 (0.76%)\n",
      "chirp-v3p5-engine-s-8-repro-4: 79338 (0.73%)\n",
      "chirp-v3p5-engine-s-8-overlap: 66813 (0.62%)\n",
      "chirp-v3p5-engine-s-8-128: 52671 (0.49%)\n",
      "chirp-v3p5-engine-s-25-b-1: 28293 (0.26%)\n",
      "chirp-v3p5-engine-oci: 25553 (0.24%)\n",
      "chirp-v3p5-engine-s-8-n-1: 22835 (0.21%)\n",
      "chirp-v3p5-engine-t-3_text_cfg_12_250: 22407 (0.21%)\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_4: 21730 (0.20%)\n",
      "chirp-v3p5-engine-t-3_s_30_t_12_tag_4: 21545 (0.20%)\n",
      "chirp-v3p5-engine-t-3_s_30_t_10_tag_4: 21497 (0.20%)\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_3: 21254 (0.20%)\n",
      "chirp-v3p5-engine-t-3_s_30_t_10_tag_3: 20994 (0.19%)\n",
      "chirp-v3p5-engine-t-3_s_30_t_12_tag_3: 20765 (0.19%)\n",
      "chirp-v3p5-engine-s-25-b-2: 17658 (0.16%)\n",
      "chirp-v3p5-engine-t-3-15-b-1: 16611 (0.15%)\n",
      "chirp-v3p5-engine-s-8-repro-3: 13357 (0.12%)\n",
      "chirp-v3p5-engine-t-3-13-b-1: 13268 (0.12%)\n",
      "chirp-v3p5-engine-t-1-18-b-5: 13262 (0.12%)\n",
      "chirp-v3p5-engine-t-1-18-b-10: 13205 (0.12%)\n",
      "chirp-v3p5-engine-t-1-18-b-20: 13155 (0.12%)\n",
      "chirp-v3p5-engine-t-3_max_cfg_12: 12928 (0.12%)\n",
      "chirp-v3p5-engine-t-3_cfg_12: 12865 (0.12%)\n",
      "chirp-v3p5-engine-t-3_n_repeat_tags_3: 12678 (0.12%)\n",
      "chirp-v3p5-engine-s-8_max_cfg_12: 12363 (0.11%)\n",
      "chirp-v3p5-engine-s-8_n_repeat_tags_3: 12253 (0.11%)\n",
      "chirp-v3p5-engine-s-8_cfg_12: 12126 (0.11%)\n",
      "chirp-v3p5-engine-s-8-repro-2: 10186 (0.09%)\n",
      "chirp-v3p5-engine-s-8-repro: 8738 (0.08%)\n",
      "chirp-v3p5-engine-t-3-9: 8549 (0.08%)\n",
      "chirp-v3p5-engine-t-3-13: 8095 (0.07%)\n",
      "chirp-v3p5-engine-b: 7480 (0.07%)\n",
      "chirp-v3p5-engine-t-4-3: 5720 (0.05%)\n",
      "chirp-v3p5-engine-ft-1: 5696 (0.05%)\n",
      "chirp-v3p5-engine-t-2-16: 5575 (0.05%)\n",
      "chirp-v3p5-engine-s-25-b-15: 5363 (0.05%)\n",
      "chirp-v3p5-engine-t-2-17: 4989 (0.05%)\n",
      "chirp-v3p5-engine-t-2-10-r: 4852 (0.04%)\n",
      "chirp-v3p5-engine-s-25-b-4: 4626 (0.04%)\n",
      "chirp-v3p5-engine-t-3-5: 4285 (0.04%)\n",
      "chirp-v3p5-engine-t-4-2: 4112 (0.04%)\n",
      "chirp-v3p5-engine-t-3-10: 3855 (0.04%)\n",
      "chirp-v3p5-engine-t-3-12-s8: 2646 (0.02%)\n",
      "chirp-v3p5-engine-t-3-r: 2429 (0.02%)\n",
      "chirp-v3p5-engine-t-4-0: 2425 (0.02%)\n",
      "chirp-v3p5-engine-t-4-1: 2379 (0.02%)\n",
      "chirp-v3p5-engine-t-3-b: 1792 (0.02%)\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_2: 621 (0.01%)\n",
      "chirp-v3p5-engine-t-3_s_30_t_12_tag_2: 602 (0.01%)\n",
      "chirp-v3p5-engine-short: 104 (0.00%)\n",
      "chirp-v3p5-engine-s-8_text_cfg_12_250: 13 (0.00%)\n",
      "chirp-v3p5-engine-s-8-revert_finfer_max_cfg_12_ntag_3: 9 (0.00%)\n",
      "chirp-v3p5-engine-s-8-threadless_max_cfg_12_ntag_3: 3 (0.00%)\n",
      "chirp-v3p5-engine-s-8-overlap_max_cfg_12_ntag_3: 3 (0.00%)\n",
      "chirp-v3p5-engine-s-24_max_cfg_12_ntag_3: 2 (0.00%)\n",
      "chirp-v3p5-engine-t-2: 2 (0.00%)\n",
      "chirp-v3p5-engine-s-8-n-1_max_cfg_12_ntag_3: 1 (0.00%)\n",
      "chirp-v3p5-engine-s-24_n_repeat_tags_3: 1 (0.00%)\n",
      "chirp-v3p5-engine-s-25_max_cfg_12_ntag_3: 1 (0.00%)\n",
      "chirp-v3p5-engine-s-24_max_cfg_12: 1 (0.00%)\n",
      "chirp-v3p5-engine-s-8-repro-2_max_cfg_12_ntag_3: 1 (0.00%)\n",
      "chirp-v3p5-engine-s-8-128_max_cfg_12_ntag_3: 1 (0.00%)\n"
     ]
    }
   ],
   "source": [
    "user_intersting_clips_3p5 = user_intersting_clips[user_compare_mask].reset_index().copy()\n",
    "\n",
    "\n",
    "def modify_model_name(model_name, metadata):\n",
    "    if model_name.startswith(\"chirp-v3p5-engine-t\") or model_name.startswith(\"chirp-v3p5-engine-s\"):\n",
    "        if \"param_experiment\" in metadata:\n",
    "            exp = metadata.get(\"param_experiment\", \"\")\n",
    "            if exp:\n",
    "                return f\"{model_name}_{exp}\"\n",
    "    return model_name\n",
    "\n",
    "\n",
    "user_intersting_clips_3p5[\"model_name\"] = user_intersting_clips_3p5.apply(\n",
    "    lambda row: modify_model_name(row[\"model_name\"], row[\"metadata\"]), axis=1\n",
    ")\n",
    "user_intersting_clips_3p5 = user_intersting_clips_3p5.sort_values(by=[\"request_id\", \"preference\"])\n",
    "print(user_intersting_clips_3p5.shape)\n",
    "model_counts = user_intersting_clips_3p5[\"model_name\"].value_counts()\n",
    "model_fracs = model_counts / model_counts.sum()\n",
    "\n",
    "print(\"Model Name Value Counts and Fractions:\")\n",
    "print_out_value_counts_nicely(user_intersting_clips_3p5, \"model_name\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:25:02.009450Z",
     "start_time": "2024-05-26T00:25:01.523515Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T15:13:45.713503Z",
     "iopub.status.busy": "2024-09-19T15:13:45.713346Z",
     "iopub.status.idle": "2024-09-19T15:15:35.221531Z",
     "shell.execute_reply": "2024-09-19T15:15:35.220944Z",
     "shell.execute_reply.started": "2024-09-19T15:13:45.713487Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len pos models: 5420144\n",
      "differing counts: 2433439\n",
      "chirp-v3p5-engine-b_win_over_chirp-v3p5-engine-b, win ratio 1.000, counts 3739\n",
      "chirp-v3p5-engine-b_win_over_chirp-v3p5-engine-t-2, win ratio 1.000, counts 2\n",
      "chirp-v3p5-engine-evict_win_over_chirp-v3p5-engine-evict, win ratio 1.000, counts 533\n",
      "chirp-v3p5-engine-evict_win_over_chirp-v3p5-engine-s-25-b-1, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-evict_win_over_chirp-v3p5-engine-s-8, win ratio 0.500, counts 170274\n",
      "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft-1, win ratio 1.000, counts 2848\n",
      "chirp-v3p5-engine-oci_win_over_chirp-v3p5-engine-oci, win ratio 1.000, counts 21\n",
      "chirp-v3p5-engine-oci_win_over_chirp-v3p5-engine-s-8, win ratio 0.495, counts 12628\n",
      "chirp-v3p5-engine-s-24_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-s-8, win ratio 0.500, counts 1\n",
      "chirp-v3p5-engine-s-24_max_cfg_12_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-24_win_over_chirp-v3p5-engine-s-24, win ratio 1.000, counts 93\n",
      "chirp-v3p5-engine-s-24_win_over_chirp-v3p5-engine-s-8, win ratio 0.517, counts 191271\n",
      "chirp-v3p5-engine-s-24_win_over_chirp-v3p5-engine-s-8_max_cfg_12, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-24_win_over_chirp-v3p5-engine-s-8_max_cfg_12_ntag_3, win ratio 0.500, counts 2\n",
      "chirp-v3p5-engine-s-24_win_over_chirp-v3p5-engine-s-8_text_cfg_12_250, win ratio 0.500, counts 1\n",
      "chirp-v3p5-engine-s-25-b-15_win_over_chirp-v3p5-engine-s-25, win ratio 0.494, counts 2648\n",
      "chirp-v3p5-engine-s-25-b-1_win_over_chirp-v3p5-engine-s-25, win ratio 0.498, counts 14100\n",
      "chirp-v3p5-engine-s-25-b-1_win_over_chirp-v3p5-engine-s-25-b-1, win ratio 1.000, counts 2\n",
      "chirp-v3p5-engine-s-25-b-1_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-25-b-2_win_over_chirp-v3p5-engine-s-25, win ratio 0.497, counts 8775\n",
      "chirp-v3p5-engine-s-25-b-2_win_over_chirp-v3p5-engine-s-25-b-2, win ratio 1.000, counts 4\n",
      "chirp-v3p5-engine-s-25-b-4_win_over_chirp-v3p5-engine-s-25, win ratio 0.466, counts 2155\n",
      "chirp-v3p5-engine-s-25_win_over_chirp-v3p5-engine-s-25, win ratio 1.000, counts 43\n",
      "chirp-v3p5-engine-s-25_win_over_chirp-v3p5-engine-s-25-b-1, win ratio 0.502, counts 14187\n",
      "chirp-v3p5-engine-s-25_win_over_chirp-v3p5-engine-s-25-b-15, win ratio 0.506, counts 2715\n",
      "chirp-v3p5-engine-s-25_win_over_chirp-v3p5-engine-s-25-b-2, win ratio 0.503, counts 8875\n",
      "chirp-v3p5-engine-s-25_win_over_chirp-v3p5-engine-s-25-b-4, win ratio 0.534, counts 2471\n",
      "chirp-v3p5-engine-s-25_win_over_chirp-v3p5-engine-s-8, win ratio 0.594, counts 68402\n",
      "chirp-v3p5-engine-s-25_win_over_chirp-v3p5-engine-s-8_text_cfg_12_250, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8-128_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8-128_win_over_chirp-v3p5-engine-s-8, win ratio 0.502, counts 26402\n",
      "chirp-v3p5-engine-s-8-128_win_over_chirp-v3p5-engine-s-8-128, win ratio 1.000, counts 16\n",
      "chirp-v3p5-engine-s-8-128_win_over_chirp-v3p5-engine-s-8_max_cfg_12_ntag_3, win ratio 0.500, counts 1\n",
      "chirp-v3p5-engine-s-8-n-1_win_over_chirp-v3p5-engine-s-8, win ratio 0.497, counts 11332\n",
      "chirp-v3p5-engine-s-8-n-1_win_over_chirp-v3p5-engine-s-8-n-1, win ratio 1.000, counts 16\n",
      "chirp-v3p5-engine-s-8-n-1_win_over_chirp-v3p5-engine-s-8_text_cfg_12_250, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8-overlap_win_over_chirp-v3p5-engine-s-8, win ratio 0.498, counts 33229\n",
      "chirp-v3p5-engine-s-8-overlap_win_over_chirp-v3p5-engine-s-8-overlap, win ratio 1.000, counts 47\n",
      "chirp-v3p5-engine-s-8-overlap_win_over_chirp-v3p5-engine-s-8_text_cfg_12_250, win ratio 0.500, counts 1\n",
      "chirp-v3p5-engine-s-8-repro-2_win_over_chirp-v3p5-engine-s-8, win ratio 0.511, counts 5199\n",
      "chirp-v3p5-engine-s-8-repro-2_win_over_chirp-v3p5-engine-s-8-repro-2, win ratio 1.000, counts 7\n",
      "chirp-v3p5-engine-s-8-repro-3_win_over_chirp-v3p5-engine-s-8, win ratio 0.511, counts 6812\n",
      "chirp-v3p5-engine-s-8-repro-3_win_over_chirp-v3p5-engine-s-8-repro-3, win ratio 1.000, counts 7\n",
      "chirp-v3p5-engine-s-8-repro-4_win_over_chirp-v3p5-engine-s-8, win ratio 0.503, counts 39875\n",
      "chirp-v3p5-engine-s-8-repro-4_win_over_chirp-v3p5-engine-s-8-repro-4, win ratio 1.000, counts 61\n",
      "chirp-v3p5-engine-s-8-repro_win_over_chirp-v3p5-engine-s-8, win ratio 0.470, counts 4091\n",
      "chirp-v3p5-engine-s-8-repro_win_over_chirp-v3p5-engine-s-8-repro, win ratio 1.000, counts 12\n",
      "chirp-v3p5-engine-s-8-revert_finfer_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-s-8, win ratio 0.667, counts 6\n",
      "chirp-v3p5-engine-s-8-revert_finfer_win_over_chirp-v3p5-engine-s-8, win ratio 0.500, counts 274787\n",
      "chirp-v3p5-engine-s-8-revert_finfer_win_over_chirp-v3p5-engine-s-8-revert_finfer, win ratio 1.000, counts 540\n",
      "chirp-v3p5-engine-s-8-revert_finfer_win_over_chirp-v3p5-engine-s-8_max_cfg_12_ntag_3, win ratio 0.545, counts 6\n",
      "chirp-v3p5-engine-s-8-threadless_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-s-8, win ratio 0.667, counts 2\n",
      "chirp-v3p5-engine-s-8-threadless_win_over_chirp-v3p5-engine-s-24, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8-threadless_win_over_chirp-v3p5-engine-s-8, win ratio 0.501, counts 42520\n",
      "chirp-v3p5-engine-s-8-threadless_win_over_chirp-v3p5-engine-s-8-threadless, win ratio 1.000, counts 57\n",
      "chirp-v3p5-engine-s-8-threadless_win_over_chirp-v3p5-engine-s-8_max_cfg_12_ntag_3, win ratio 0.667, counts 2\n",
      "chirp-v3p5-engine-s-8_cfg_12_win_over_chirp-v3p5-engine-s-8, win ratio 0.507, counts 6151\n",
      "chirp-v3p5-engine-s-8_cfg_12_win_over_chirp-v3p5-engine-s-8_cfg_12, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-s-24, win ratio 0.500, counts 2\n",
      "chirp-v3p5-engine-s-8_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-s-8, win ratio 0.514, counts 42247\n",
      "chirp-v3p5-engine-s-8_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-s-8-128, win ratio 0.500, counts 1\n",
      "chirp-v3p5-engine-s-8_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-s-8-repro, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-s-8-repro-2, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-s-8-repro-4, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-s-8-revert_finfer, win ratio 0.455, counts 5\n",
      "chirp-v3p5-engine-s-8_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-s-8-threadless, win ratio 0.333, counts 1\n",
      "chirp-v3p5-engine-s-8_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-s-8_max_cfg_12_ntag_3, win ratio 1.000, counts 23\n",
      "chirp-v3p5-engine-s-8_max_cfg_12_win_over_chirp-v3p5-engine-s-8, win ratio 0.522, counts 6443\n",
      "chirp-v3p5-engine-s-8_max_cfg_12_win_over_chirp-v3p5-engine-s-8_max_cfg_12, win ratio 1.000, counts 5\n",
      "chirp-v3p5-engine-s-8_n_repeat_tags_3_win_over_chirp-v3p5-engine-s-8, win ratio 0.489, counts 5986\n",
      "chirp-v3p5-engine-s-8_n_repeat_tags_3_win_over_chirp-v3p5-engine-s-8_n_repeat_tags_3, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8_text_cfg_12_250_win_over_chirp-v3p5-engine-s-24, win ratio 0.500, counts 1\n",
      "chirp-v3p5-engine-s-8_text_cfg_12_250_win_over_chirp-v3p5-engine-s-8, win ratio 0.429, counts 3\n",
      "chirp-v3p5-engine-s-8_text_cfg_12_250_win_over_chirp-v3p5-engine-s-8-overlap, win ratio 0.500, counts 1\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-evict, win ratio 0.500, counts 170207\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-oci, win ratio 0.505, counts 12883\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-24, win ratio 0.483, counts 178894\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-24_max_cfg_12_ntag_3, win ratio 0.500, counts 1\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-24_n_repeat_tags_3, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-25, win ratio 0.406, counts 46803\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-25_max_cfg_12_ntag_3, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, counts 2471521\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-128, win ratio 0.498, counts 26235\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-n-1, win ratio 0.503, counts 11470\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-n-1_max_cfg_12_ntag_3, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-overlap, win ratio 0.502, counts 33488\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-overlap_max_cfg_12_ntag_3, win ratio 1.000, counts 3\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-repro, win ratio 0.530, counts 4622\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-repro-2, win ratio 0.489, counts 4972\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-repro-2_max_cfg_12_ntag_3, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-repro-3, win ratio 0.489, counts 6531\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-repro-4, win ratio 0.497, counts 39340\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-revert_finfer, win ratio 0.500, counts 274947\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-revert_finfer_max_cfg_12_ntag_3, win ratio 0.333, counts 3\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-threadless, win ratio 0.499, counts 42410\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-threadless_max_cfg_12_ntag_3, win ratio 0.333, counts 1\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8_cfg_12, win ratio 0.493, counts 5973\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8_max_cfg_12, win ratio 0.478, counts 5909\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8_max_cfg_12_ntag_3, win ratio 0.486, counts 40024\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8_n_repeat_tags_3, win ratio 0.511, counts 6265\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8_text_cfg_12_250, win ratio 0.571, counts 4\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-1-18-b-10, win ratio 0.576, counts 2912\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-1-18-b-20, win ratio 0.591, counts 2978\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-1-18-b-5, win ratio 0.576, counts 2915\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-10-r, win ratio 0.574, counts 1525\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-16, win ratio 0.571, counts 3185\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-17, win ratio 0.583, counts 2906\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3, win ratio 0.535, counts 37321\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-10, win ratio 0.600, counts 2311\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-12-s8, win ratio 0.600, counts 1588\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-13, win ratio 0.579, counts 4686\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-13-b-1, win ratio 0.532, counts 7052\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-15-b-1, win ratio 0.536, counts 8902\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-5, win ratio 0.582, counts 2491\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-9, win ratio 0.569, counts 4863\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-b, win ratio 0.607, counts 1088\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-r, win ratio 0.632, counts 1535\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-4-3, win ratio 0.545, counts 1159\n",
      "chirp-v3p5-engine-short_win_over_chirp-v3p5-engine-short, win ratio 1.000, counts 52\n",
      "chirp-v3p5-engine-t-1-18-b-10_win_over_chirp-v3p5-engine-s-8, win ratio 0.424, counts 2145\n",
      "chirp-v3p5-engine-t-1-18-b-10_win_over_chirp-v3p5-engine-t-1-18-b-20, win ratio 0.526, counts 2121\n",
      "chirp-v3p5-engine-t-1-18-b-10_win_over_chirp-v3p5-engine-t-1-18-b-5, win ratio 0.495, counts 2035\n",
      "chirp-v3p5-engine-t-1-18-b-20_win_over_chirp-v3p5-engine-s-8, win ratio 0.409, counts 2057\n",
      "chirp-v3p5-engine-t-1-18-b-20_win_over_chirp-v3p5-engine-t-1-18-b-10, win ratio 0.474, counts 1915\n",
      "chirp-v3p5-engine-t-1-18-b-20_win_over_chirp-v3p5-engine-t-1-18-b-5, win ratio 0.464, counts 1897\n",
      "chirp-v3p5-engine-t-1-18-b-5_win_over_chirp-v3p5-engine-s-8, win ratio 0.424, counts 2149\n",
      "chirp-v3p5-engine-t-1-18-b-5_win_over_chirp-v3p5-engine-t-1-18-b-10, win ratio 0.505, counts 2077\n",
      "chirp-v3p5-engine-t-1-18-b-5_win_over_chirp-v3p5-engine-t-1-18-b-20, win ratio 0.536, counts 2187\n",
      "chirp-v3p5-engine-t-1-18-b-5_win_over_chirp-v3p5-engine-t-1-18-b-5, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-2-10-r_win_over_chirp-v3p5-engine-s-8, win ratio 0.426, counts 1134\n",
      "chirp-v3p5-engine-t-2-10-r_win_over_chirp-v3p5-engine-t-3, win ratio 0.481, counts 1055\n",
      "chirp-v3p5-engine-t-2-16_win_over_chirp-v3p5-engine-s-8, win ratio 0.429, counts 2390\n",
      "chirp-v3p5-engine-t-2-17_win_over_chirp-v3p5-engine-s-8, win ratio 0.417, counts 2081\n",
      "chirp-v3p5-engine-t-2-17_win_over_chirp-v3p5-engine-t-2-17, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3-10_win_over_chirp-v3p5-engine-s-8, win ratio 0.400, counts 1540\n",
      "chirp-v3p5-engine-t-3-10_win_over_chirp-v3p5-engine-t-3-10, win ratio 1.000, counts 2\n",
      "chirp-v3p5-engine-t-3-12-s8_win_over_chirp-v3p5-engine-s-8, win ratio 0.400, counts 1058\n",
      "chirp-v3p5-engine-t-3-13-b-1_win_over_chirp-v3p5-engine-s-8, win ratio 0.468, counts 6212\n",
      "chirp-v3p5-engine-t-3-13-b-1_win_over_chirp-v3p5-engine-t-3-13-b-1, win ratio 1.000, counts 2\n",
      "chirp-v3p5-engine-t-3-13_win_over_chirp-v3p5-engine-s-8, win ratio 0.421, counts 3409\n",
      "chirp-v3p5-engine-t-3-15-b-1_win_over_chirp-v3p5-engine-s-8, win ratio 0.464, counts 7703\n",
      "chirp-v3p5-engine-t-3-15-b-1_win_over_chirp-v3p5-engine-t-3-15-b-1, win ratio 1.000, counts 3\n",
      "chirp-v3p5-engine-t-3-5_win_over_chirp-v3p5-engine-s-8, win ratio 0.418, counts 1792\n",
      "chirp-v3p5-engine-t-3-5_win_over_chirp-v3p5-engine-t-3-5, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3-9_win_over_chirp-v3p5-engine-s-8, win ratio 0.431, counts 3680\n",
      "chirp-v3p5-engine-t-3-9_win_over_chirp-v3p5-engine-t-3-9, win ratio 1.000, counts 3\n",
      "chirp-v3p5-engine-t-3-b_win_over_chirp-v3p5-engine-s-8, win ratio 0.393, counts 704\n",
      "chirp-v3p5-engine-t-3-r_win_over_chirp-v3p5-engine-s-8, win ratio 0.368, counts 892\n",
      "chirp-v3p5-engine-t-3-r_win_over_chirp-v3p5-engine-t-3-r, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3_cfg_12_win_over_chirp-v3p5-engine-t-3, win ratio 0.529, counts 6801\n",
      "chirp-v3p5-engine-t-3_cfg_12_win_over_chirp-v3p5-engine-t-3_cfg_12, win ratio 1.000, counts 2\n",
      "chirp-v3p5-engine-t-3_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-s-24, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-t-3, win ratio 0.572, counts 80262\n",
      "chirp-v3p5-engine-t-3_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-t-3_cfg_12, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-t-3_max_cfg_12_ntag_3, win ratio 1.000, counts 24\n",
      "chirp-v3p5-engine-t-3_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-t-3_text_cfg_12_250, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3_max_cfg_12_win_over_chirp-v3p5-engine-t-3, win ratio 0.550, counts 7115\n",
      "chirp-v3p5-engine-t-3_max_cfg_12_win_over_chirp-v3p5-engine-t-3_max_cfg_12, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3_max_cfg_12_win_over_chirp-v3p5-engine-t-3_max_cfg_12_ntag_3, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3_n_repeat_tags_3_win_over_chirp-v3p5-engine-t-3, win ratio 0.521, counts 6605\n",
      "chirp-v3p5-engine-t-3_s_30_t_10_tag_3_win_over_chirp-v3p5-engine-t-3, win ratio 0.505, counts 10594\n",
      "chirp-v3p5-engine-t-3_s_30_t_10_tag_3_win_over_chirp-v3p5-engine-t-3_s_30_t_10_tag_4, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3_s_30_t_10_tag_3_win_over_chirp-v3p5-engine-t-3_s_max_t_12_tag_3, win ratio 0.500, counts 1\n",
      "chirp-v3p5-engine-t-3_s_30_t_10_tag_4_win_over_chirp-v3p5-engine-t-3, win ratio 0.472, counts 10148\n",
      "chirp-v3p5-engine-t-3_s_30_t_10_tag_4_win_over_chirp-v3p5-engine-t-3_s_30_t_10_tag_4, win ratio 1.000, counts 3\n",
      "chirp-v3p5-engine-t-3_s_30_t_10_tag_4_win_over_chirp-v3p5-engine-t-4-1, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3_s_30_t_12_tag_2_win_over_chirp-v3p5-engine-t-3, win ratio 0.520, counts 313\n",
      "chirp-v3p5-engine-t-3_s_30_t_12_tag_3_win_over_chirp-v3p5-engine-t-3, win ratio 0.516, counts 10710\n",
      "chirp-v3p5-engine-t-3_s_30_t_12_tag_3_win_over_chirp-v3p5-engine-t-3_s_30_t_10_tag_3, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3_s_30_t_12_tag_4_win_over_chirp-v3p5-engine-t-3, win ratio 0.499, counts 10751\n",
      "chirp-v3p5-engine-t-3_s_30_t_12_tag_4_win_over_chirp-v3p5-engine-t-3_s_30_t_12_tag_4, win ratio 1.000, counts 2\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_2_win_over_chirp-v3p5-engine-t-3, win ratio 0.525, counts 326\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_3_win_over_chirp-v3p5-engine-t-3, win ratio 0.533, counts 11323\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_3_win_over_chirp-v3p5-engine-t-3_s_30_t_10_tag_3, win ratio 0.500, counts 1\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_3_win_over_chirp-v3p5-engine-t-3_s_30_t_10_tag_4, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_3_win_over_chirp-v3p5-engine-t-3_s_max_t_12_tag_3, win ratio 1.000, counts 3\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_4_win_over_chirp-v3p5-engine-t-3, win ratio 0.516, counts 11213\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_4_win_over_chirp-v3p5-engine-t-3_s_30_t_12_tag_4, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_4_win_over_chirp-v3p5-engine-t-3_s_max_t_12_tag_4, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3_text_cfg_12_250_win_over_chirp-v3p5-engine-t-3, win ratio 0.503, counts 11260\n",
      "chirp-v3p5-engine-t-3_text_cfg_12_250_win_over_chirp-v3p5-engine-t-3_text_cfg_12_250, win ratio 1.000, counts 3\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-s-8, win ratio 0.465, counts 32492\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-s-8_max_cfg_12_ntag_3, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-2-10-r, win ratio 0.519, counts 1138\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3, win ratio 1.000, counts 134987\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_cfg_12, win ratio 0.471, counts 6059\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_max_cfg_12, win ratio 0.450, counts 5810\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_max_cfg_12_ntag_3, win ratio 0.428, counts 59957\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_n_repeat_tags_3, win ratio 0.479, counts 6073\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_s_30_t_10_tag_3, win ratio 0.495, counts 10396\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_s_30_t_10_tag_4, win ratio 0.528, counts 11340\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_s_30_t_12_tag_2, win ratio 0.480, counts 289\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_s_30_t_12_tag_3, win ratio 0.484, counts 10054\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_s_30_t_12_tag_4, win ratio 0.501, counts 10789\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_s_max_t_12_tag_2, win ratio 0.475, counts 295\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_s_max_t_12_tag_3, win ratio 0.467, counts 9922\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_s_max_t_12_tag_4, win ratio 0.484, counts 10514\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_text_cfg_12_250, win ratio 0.497, counts 11140\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-4-0, win ratio 0.511, counts 1238\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-4-1, win ratio 0.478, counts 1135\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-4-2, win ratio 0.475, counts 1955\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-4-3, win ratio 0.505, counts 1814\n",
      "chirp-v3p5-engine-t-4-0_win_over_chirp-v3p5-engine-t-3, win ratio 0.489, counts 1187\n",
      "chirp-v3p5-engine-t-4-1_win_over_chirp-v3p5-engine-t-3, win ratio 0.522, counts 1241\n",
      "chirp-v3p5-engine-t-4-1_win_over_chirp-v3p5-engine-t-4-1, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-4-2_win_over_chirp-v3p5-engine-t-3, win ratio 0.525, counts 2157\n",
      "chirp-v3p5-engine-t-4-3_win_over_chirp-v3p5-engine-s-8, win ratio 0.455, counts 966\n",
      "chirp-v3p5-engine-t-4-3_win_over_chirp-v3p5-engine-t-3, win ratio 0.495, counts 1781\n",
      "chirp-v3p5-engine-upload-4_win_over_chirp-v3p5-engine-upload-4, win ratio 1.000, counts 372015\n",
      "tournament players: ['chirp-v3p5-engine-b', 'chirp-v3p5-engine-evict', 'chirp-v3p5-engine-oci', 'chirp-v3p5-engine-s-24', 'chirp-v3p5-engine-s-24_max_cfg_12', 'chirp-v3p5-engine-s-24_max_cfg_12_ntag_3', 'chirp-v3p5-engine-s-24_n_repeat_tags_3', 'chirp-v3p5-engine-s-25', 'chirp-v3p5-engine-s-25-b-1', 'chirp-v3p5-engine-s-25-b-15', 'chirp-v3p5-engine-s-25-b-2', 'chirp-v3p5-engine-s-25-b-4', 'chirp-v3p5-engine-s-25_max_cfg_12_ntag_3', 'chirp-v3p5-engine-s-8', 'chirp-v3p5-engine-s-8-128', 'chirp-v3p5-engine-s-8-128_max_cfg_12_ntag_3', 'chirp-v3p5-engine-s-8-n-1', 'chirp-v3p5-engine-s-8-n-1_max_cfg_12_ntag_3', 'chirp-v3p5-engine-s-8-overlap', 'chirp-v3p5-engine-s-8-overlap_max_cfg_12_ntag_3', 'chirp-v3p5-engine-s-8-repro', 'chirp-v3p5-engine-s-8-repro-2', 'chirp-v3p5-engine-s-8-repro-2_max_cfg_12_ntag_3', 'chirp-v3p5-engine-s-8-repro-3', 'chirp-v3p5-engine-s-8-repro-4', 'chirp-v3p5-engine-s-8-revert_finfer', 'chirp-v3p5-engine-s-8-revert_finfer_max_cfg_12_ntag_3', 'chirp-v3p5-engine-s-8-threadless', 'chirp-v3p5-engine-s-8-threadless_max_cfg_12_ntag_3', 'chirp-v3p5-engine-s-8_cfg_12', 'chirp-v3p5-engine-s-8_max_cfg_12', 'chirp-v3p5-engine-s-8_max_cfg_12_ntag_3', 'chirp-v3p5-engine-s-8_n_repeat_tags_3', 'chirp-v3p5-engine-s-8_text_cfg_12_250', 'chirp-v3p5-engine-t-1-18-b-10', 'chirp-v3p5-engine-t-1-18-b-20', 'chirp-v3p5-engine-t-1-18-b-5', 'chirp-v3p5-engine-t-2', 'chirp-v3p5-engine-t-2-10-r', 'chirp-v3p5-engine-t-2-16', 'chirp-v3p5-engine-t-2-17', 'chirp-v3p5-engine-t-3', 'chirp-v3p5-engine-t-3-10', 'chirp-v3p5-engine-t-3-12-s8', 'chirp-v3p5-engine-t-3-13', 'chirp-v3p5-engine-t-3-13-b-1', 'chirp-v3p5-engine-t-3-15-b-1', 'chirp-v3p5-engine-t-3-5', 'chirp-v3p5-engine-t-3-9', 'chirp-v3p5-engine-t-3-b', 'chirp-v3p5-engine-t-3-r', 'chirp-v3p5-engine-t-3_cfg_12', 'chirp-v3p5-engine-t-3_max_cfg_12', 'chirp-v3p5-engine-t-3_max_cfg_12_ntag_3', 'chirp-v3p5-engine-t-3_n_repeat_tags_3', 'chirp-v3p5-engine-t-3_s_30_t_10_tag_3', 'chirp-v3p5-engine-t-3_s_30_t_10_tag_4', 'chirp-v3p5-engine-t-3_s_30_t_12_tag_2', 'chirp-v3p5-engine-t-3_s_30_t_12_tag_3', 'chirp-v3p5-engine-t-3_s_30_t_12_tag_4', 'chirp-v3p5-engine-t-3_s_max_t_12_tag_2', 'chirp-v3p5-engine-t-3_s_max_t_12_tag_3', 'chirp-v3p5-engine-t-3_s_max_t_12_tag_4', 'chirp-v3p5-engine-t-3_text_cfg_12_250', 'chirp-v3p5-engine-t-4-0', 'chirp-v3p5-engine-t-4-1', 'chirp-v3p5-engine-t-4-2', 'chirp-v3p5-engine-t-4-3']\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████| 1000/1000 [00:13<00:00, 76.06it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ELOs\n",
      "chirp-v3p5-engine-b: 1000.2, (1000, 1001)\n",
      "chirp-v3p5-engine-evict: 1014.6, (1012, 1016)\n",
      "chirp-v3p5-engine-oci: 1009.2, (1005, 1014)\n",
      "chirp-v3p5-engine-s-24: 1025.7, (1024, 1028)\n",
      "chirp-v3p5-engine-s-24_max_cfg_12: 1000.1, (1000, 1000)\n",
      "chirp-v3p5-engine-s-24_max_cfg_12_ntag_3: 1000.0, (1000, 1000)\n",
      "chirp-v3p5-engine-s-24_n_repeat_tags_3: 999.9, (1000, 1000)\n",
      "chirp-v3p5-engine-s-25: 1079.4, (1077, 1082)\n",
      "chirp-v3p5-engine-s-25-b-1: 1074.7, (1070, 1080)\n",
      "chirp-v3p5-engine-s-25-b-15: 1068.7, (1058, 1082)\n",
      "chirp-v3p5-engine-s-25-b-2: 1079.7, (1073, 1086)\n",
      "chirp-v3p5-engine-s-25-b-4: 1045.1, (1036, 1059)\n",
      "chirp-v3p5-engine-s-25_max_cfg_12_ntag_3: 999.9, (1000, 1000)\n",
      "chirp-v3p5-engine-s-8: 1014.2, (1013, 1016)\n",
      "chirp-v3p5-engine-s-8-128: 1013.7, (1010, 1018)\n",
      "chirp-v3p5-engine-s-8-128_max_cfg_12_ntag_3: 1000.1, (1000, 1000)\n",
      "chirp-v3p5-engine-s-8-n-1: 1011.3, (1007, 1016)\n",
      "chirp-v3p5-engine-s-8-n-1_max_cfg_12_ntag_3: 999.9, (1000, 1000)\n",
      "chirp-v3p5-engine-s-8-overlap: 1012.7, (1009, 1016)\n",
      "chirp-v3p5-engine-s-8-overlap_max_cfg_12_ntag_3: 999.6, (999, 1000)\n",
      "chirp-v3p5-engine-s-8-repro: 990.4, (983, 999)\n",
      "chirp-v3p5-engine-s-8-repro-2: 1023.0, (1016, 1031)\n",
      "chirp-v3p5-engine-s-8-repro-2_max_cfg_12_ntag_3: 999.9, (1000, 1000)\n",
      "chirp-v3p5-engine-s-8-repro-3: 1022.7, (1017, 1029)\n",
      "chirp-v3p5-engine-s-8-repro-4: 1017.6, (1015, 1020)\n",
      "chirp-v3p5-engine-s-8-revert_finfer: 1014.3, (1012, 1016)\n",
      "chirp-v3p5-engine-s-8-revert_finfer_max_cfg_12_ntag_3: 1000.4, (1000, 1001)\n",
      "chirp-v3p5-engine-s-8-threadless: 1015.6, (1013, 1018)\n",
      "chirp-v3p5-engine-s-8-threadless_max_cfg_12_ntag_3: 1000.1, (1000, 1001)\n",
      "chirp-v3p5-engine-s-8_cfg_12: 1020.4, (1014, 1027)\n",
      "chirp-v3p5-engine-s-8_max_cfg_12: 1030.9, (1025, 1037)\n",
      "chirp-v3p5-engine-s-8_max_cfg_12_ntag_3: 1024.6, (1021, 1027)\n",
      "chirp-v3p5-engine-s-8_n_repeat_tags_3: 1006.7, (1000, 1013)\n",
      "chirp-v3p5-engine-s-8_text_cfg_12_250: 999.7, (999, 1001)\n",
      "chirp-v3p5-engine-t-1-18-b-10: 959.1, (952, 965)\n",
      "chirp-v3p5-engine-t-1-18-b-20: 943.2, (936, 950)\n",
      "chirp-v3p5-engine-t-1-18-b-5: 962.3, (955, 969)\n",
      "chirp-v3p5-engine-t-2: 999.8, (999, 1000)\n",
      "chirp-v3p5-engine-t-2-10-r: 966.5, (956, 976)\n",
      "chirp-v3p5-engine-t-2-16: 960.4, (951, 970)\n",
      "chirp-v3p5-engine-t-2-17: 953.9, (944, 963)\n",
      "chirp-v3p5-engine-t-3: 987.7, (986, 990)\n",
      "chirp-v3p5-engine-t-3-10: 948.4, (937, 959)\n",
      "chirp-v3p5-engine-t-3-12-s8: 958.7, (948, 968)\n",
      "chirp-v3p5-engine-t-3-13: 952.5, (945, 961)\n",
      "chirp-v3p5-engine-t-3-13-b-1: 992.3, (986, 998)\n",
      "chirp-v3p5-engine-t-3-15-b-1: 990.7, (986, 996)\n",
      "chirp-v3p5-engine-t-3-5: 957.4, (947, 967)\n",
      "chirp-v3p5-engine-t-3-9: 960.2, (951, 969)\n",
      "chirp-v3p5-engine-t-3-b: 966.4, (955, 975)\n",
      "chirp-v3p5-engine-t-3-r: 946.5, (934, 956)\n",
      "chirp-v3p5-engine-t-3_cfg_12: 1006.4, (999, 1013)\n",
      "chirp-v3p5-engine-t-3_max_cfg_12: 1022.2, (1016, 1029)\n",
      "chirp-v3p5-engine-t-3_max_cfg_12_ntag_3: 1037.4, (1035, 1041)\n",
      "chirp-v3p5-engine-t-3_n_repeat_tags_3: 1000.7, (994, 1007)\n",
      "chirp-v3p5-engine-t-3_s_30_t_10_tag_3: 990.7, (986, 996)\n",
      "chirp-v3p5-engine-t-3_s_30_t_10_tag_4: 970.2, (966, 975)\n",
      "chirp-v3p5-engine-t-3_s_30_t_12_tag_2: 999.9, (994, 1006)\n",
      "chirp-v3p5-engine-t-3_s_30_t_12_tag_3: 997.7, (993, 1003)\n",
      "chirp-v3p5-engine-t-3_s_30_t_12_tag_4: 987.2, (983, 992)\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_2: 1000.6, (995, 1006)\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_3: 1008.7, (1004, 1014)\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_4: 998.0, (993, 1003)\n",
      "chirp-v3p5-engine-t-3_text_cfg_12_250: 989.5, (985, 994)\n",
      "chirp-v3p5-engine-t-4-0: 986.0, (976, 995)\n",
      "chirp-v3p5-engine-t-4-1: 1000.6, (992, 1010)\n",
      "chirp-v3p5-engine-t-4-2: 1002.5, (993, 1013)\n",
      "chirp-v3p5-engine-t-4-3: 980.9, (972, 990)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "get_preference_counts(user_intersting_clips_3p5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:25:02.332947Z",
     "start_time": "2024-05-26T00:25:02.010694Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T15:15:35.222460Z",
     "iopub.status.busy": "2024-09-19T15:15:35.222302Z",
     "iopub.status.idle": "2024-09-19T15:17:34.805438Z",
     "shell.execute_reply": "2024-09-19T15:17:34.804659Z",
     "shell.execute_reply.started": "2024-09-19T15:15:35.222445Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "first gen\n",
      "len pos models: 4521521\n",
      "differing counts: 2188836\n",
      "chirp-v3p5-engine-b_win_over_chirp-v3p5-engine-b, win ratio 1.000, counts 1384\n",
      "chirp-v3p5-engine-evict_win_over_chirp-v3p5-engine-evict, win ratio 1.000, counts 437\n",
      "chirp-v3p5-engine-evict_win_over_chirp-v3p5-engine-s-25-b-1, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-evict_win_over_chirp-v3p5-engine-s-8, win ratio 0.500, counts 151416\n",
      "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft-1, win ratio 1.000, counts 2486\n",
      "chirp-v3p5-engine-oci_win_over_chirp-v3p5-engine-oci, win ratio 1.000, counts 19\n",
      "chirp-v3p5-engine-oci_win_over_chirp-v3p5-engine-s-8, win ratio 0.495, counts 11282\n",
      "chirp-v3p5-engine-s-24_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-s-8, win ratio 0.500, counts 1\n",
      "chirp-v3p5-engine-s-24_max_cfg_12_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-24_win_over_chirp-v3p5-engine-s-24, win ratio 1.000, counts 79\n",
      "chirp-v3p5-engine-s-24_win_over_chirp-v3p5-engine-s-8, win ratio 0.534, counts 178370\n",
      "chirp-v3p5-engine-s-24_win_over_chirp-v3p5-engine-s-8_max_cfg_12, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-24_win_over_chirp-v3p5-engine-s-8_max_cfg_12_ntag_3, win ratio 0.667, counts 2\n",
      "chirp-v3p5-engine-s-24_win_over_chirp-v3p5-engine-s-8_text_cfg_12_250, win ratio 0.500, counts 1\n",
      "chirp-v3p5-engine-s-25-b-15_win_over_chirp-v3p5-engine-s-25, win ratio 0.494, counts 2375\n",
      "chirp-v3p5-engine-s-25-b-1_win_over_chirp-v3p5-engine-s-25, win ratio 0.497, counts 12537\n",
      "chirp-v3p5-engine-s-25-b-1_win_over_chirp-v3p5-engine-s-25-b-1, win ratio 1.000, counts 2\n",
      "chirp-v3p5-engine-s-25-b-1_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-25-b-2_win_over_chirp-v3p5-engine-s-25, win ratio 0.496, counts 7913\n",
      "chirp-v3p5-engine-s-25-b-2_win_over_chirp-v3p5-engine-s-25-b-2, win ratio 1.000, counts 3\n",
      "chirp-v3p5-engine-s-25-b-4_win_over_chirp-v3p5-engine-s-25, win ratio 0.459, counts 1897\n",
      "chirp-v3p5-engine-s-25_win_over_chirp-v3p5-engine-s-25, win ratio 1.000, counts 32\n",
      "chirp-v3p5-engine-s-25_win_over_chirp-v3p5-engine-s-25-b-1, win ratio 0.503, counts 12671\n",
      "chirp-v3p5-engine-s-25_win_over_chirp-v3p5-engine-s-25-b-15, win ratio 0.506, counts 2430\n",
      "chirp-v3p5-engine-s-25_win_over_chirp-v3p5-engine-s-25-b-2, win ratio 0.504, counts 8052\n",
      "chirp-v3p5-engine-s-25_win_over_chirp-v3p5-engine-s-25-b-4, win ratio 0.541, counts 2240\n",
      "chirp-v3p5-engine-s-25_win_over_chirp-v3p5-engine-s-8, win ratio 0.600, counts 62180\n",
      "chirp-v3p5-engine-s-8-128_win_over_chirp-v3p5-engine-s-8, win ratio 0.501, counts 23583\n",
      "chirp-v3p5-engine-s-8-128_win_over_chirp-v3p5-engine-s-8-128, win ratio 1.000, counts 12\n",
      "chirp-v3p5-engine-s-8-128_win_over_chirp-v3p5-engine-s-8_max_cfg_12_ntag_3, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8-n-1_win_over_chirp-v3p5-engine-s-8, win ratio 0.494, counts 10192\n",
      "chirp-v3p5-engine-s-8-n-1_win_over_chirp-v3p5-engine-s-8-n-1, win ratio 1.000, counts 15\n",
      "chirp-v3p5-engine-s-8-n-1_win_over_chirp-v3p5-engine-s-8_text_cfg_12_250, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8-overlap_win_over_chirp-v3p5-engine-s-8, win ratio 0.499, counts 30327\n",
      "chirp-v3p5-engine-s-8-overlap_win_over_chirp-v3p5-engine-s-8-overlap, win ratio 1.000, counts 42\n",
      "chirp-v3p5-engine-s-8-overlap_win_over_chirp-v3p5-engine-s-8_text_cfg_12_250, win ratio 0.500, counts 1\n",
      "chirp-v3p5-engine-s-8-repro-2_win_over_chirp-v3p5-engine-s-8, win ratio 0.510, counts 4629\n",
      "chirp-v3p5-engine-s-8-repro-2_win_over_chirp-v3p5-engine-s-8-repro-2, win ratio 1.000, counts 7\n",
      "chirp-v3p5-engine-s-8-repro-3_win_over_chirp-v3p5-engine-s-8, win ratio 0.509, counts 6106\n",
      "chirp-v3p5-engine-s-8-repro-3_win_over_chirp-v3p5-engine-s-8-repro-3, win ratio 1.000, counts 5\n",
      "chirp-v3p5-engine-s-8-repro-4_win_over_chirp-v3p5-engine-s-8, win ratio 0.499, counts 35337\n",
      "chirp-v3p5-engine-s-8-repro-4_win_over_chirp-v3p5-engine-s-8-repro-4, win ratio 1.000, counts 51\n",
      "chirp-v3p5-engine-s-8-repro_win_over_chirp-v3p5-engine-s-8, win ratio 0.468, counts 3620\n",
      "chirp-v3p5-engine-s-8-repro_win_over_chirp-v3p5-engine-s-8-repro, win ratio 1.000, counts 8\n",
      "chirp-v3p5-engine-s-8-revert_finfer_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-s-8, win ratio 0.571, counts 4\n",
      "chirp-v3p5-engine-s-8-revert_finfer_win_over_chirp-v3p5-engine-s-8, win ratio 0.500, counts 246753\n",
      "chirp-v3p5-engine-s-8-revert_finfer_win_over_chirp-v3p5-engine-s-8-revert_finfer, win ratio 1.000, counts 424\n",
      "chirp-v3p5-engine-s-8-revert_finfer_win_over_chirp-v3p5-engine-s-8_max_cfg_12_ntag_3, win ratio 0.500, counts 5\n",
      "chirp-v3p5-engine-s-8-threadless_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-s-8, win ratio 0.667, counts 2\n",
      "chirp-v3p5-engine-s-8-threadless_win_over_chirp-v3p5-engine-s-24, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8-threadless_win_over_chirp-v3p5-engine-s-8, win ratio 0.501, counts 38126\n",
      "chirp-v3p5-engine-s-8-threadless_win_over_chirp-v3p5-engine-s-8-threadless, win ratio 1.000, counts 46\n",
      "chirp-v3p5-engine-s-8-threadless_win_over_chirp-v3p5-engine-s-8_max_cfg_12_ntag_3, win ratio 0.500, counts 1\n",
      "chirp-v3p5-engine-s-8_cfg_12_win_over_chirp-v3p5-engine-s-8, win ratio 0.505, counts 5498\n",
      "chirp-v3p5-engine-s-8_cfg_12_win_over_chirp-v3p5-engine-s-8_cfg_12, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-s-24, win ratio 0.333, counts 1\n",
      "chirp-v3p5-engine-s-8_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-s-8, win ratio 0.513, counts 37931\n",
      "chirp-v3p5-engine-s-8_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-s-8-repro, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-s-8-repro-4, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-s-8-revert_finfer, win ratio 0.500, counts 5\n",
      "chirp-v3p5-engine-s-8_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-s-8-threadless, win ratio 0.500, counts 1\n",
      "chirp-v3p5-engine-s-8_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-s-8_max_cfg_12_ntag_3, win ratio 1.000, counts 17\n",
      "chirp-v3p5-engine-s-8_max_cfg_12_win_over_chirp-v3p5-engine-s-8, win ratio 0.523, counts 5791\n",
      "chirp-v3p5-engine-s-8_max_cfg_12_win_over_chirp-v3p5-engine-s-8_max_cfg_12, win ratio 1.000, counts 4\n",
      "chirp-v3p5-engine-s-8_n_repeat_tags_3_win_over_chirp-v3p5-engine-s-8, win ratio 0.489, counts 5381\n",
      "chirp-v3p5-engine-s-8_n_repeat_tags_3_win_over_chirp-v3p5-engine-s-8_n_repeat_tags_3, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8_text_cfg_12_250_win_over_chirp-v3p5-engine-s-24, win ratio 0.500, counts 1\n",
      "chirp-v3p5-engine-s-8_text_cfg_12_250_win_over_chirp-v3p5-engine-s-8, win ratio 0.500, counts 3\n",
      "chirp-v3p5-engine-s-8_text_cfg_12_250_win_over_chirp-v3p5-engine-s-8-overlap, win ratio 0.500, counts 1\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-evict, win ratio 0.500, counts 151229\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-oci, win ratio 0.505, counts 11521\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-24, win ratio 0.466, counts 155634\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-24_max_cfg_12_ntag_3, win ratio 0.500, counts 1\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-24_n_repeat_tags_3, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-25, win ratio 0.400, counts 41505\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, counts 2212983\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-128, win ratio 0.499, counts 23527\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-n-1, win ratio 0.506, counts 10421\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-n-1_max_cfg_12_ntag_3, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-overlap, win ratio 0.501, counts 30485\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-overlap_max_cfg_12_ntag_3, win ratio 1.000, counts 2\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-repro, win ratio 0.532, counts 4112\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-repro-2, win ratio 0.490, counts 4456\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-repro-2_max_cfg_12_ntag_3, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-repro-3, win ratio 0.491, counts 5895\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-repro-4, win ratio 0.501, counts 35419\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-revert_finfer, win ratio 0.500, counts 246757\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-revert_finfer_max_cfg_12_ntag_3, win ratio 0.429, counts 3\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-threadless, win ratio 0.499, counts 38020\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-threadless_max_cfg_12_ntag_3, win ratio 0.333, counts 1\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8_cfg_12, win ratio 0.495, counts 5389\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8_max_cfg_12, win ratio 0.477, counts 5292\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8_max_cfg_12_ntag_3, win ratio 0.487, counts 36079\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8_n_repeat_tags_3, win ratio 0.511, counts 5626\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8_text_cfg_12_250, win ratio 0.500, counts 3\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-1-18-b-10, win ratio 0.584, counts 2632\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-1-18-b-20, win ratio 0.602, counts 2716\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-1-18-b-5, win ratio 0.589, counts 2634\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-10-r, win ratio 0.583, counts 1380\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-16, win ratio 0.585, counts 2938\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-17, win ratio 0.595, counts 2676\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3, win ratio 0.543, counts 33752\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-10, win ratio 0.609, counts 2114\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-12-s8, win ratio 0.606, counts 1461\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-13, win ratio 0.587, counts 4322\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-13-b-1, win ratio 0.538, counts 6424\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-15-b-1, win ratio 0.542, counts 8059\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-5, win ratio 0.589, counts 2271\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-9, win ratio 0.579, counts 4424\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-b, win ratio 0.615, counts 981\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-r, win ratio 0.647, counts 1398\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-4-3, win ratio 0.552, counts 1040\n",
      "chirp-v3p5-engine-short_win_over_chirp-v3p5-engine-short, win ratio 1.000, counts 52\n",
      "chirp-v3p5-engine-t-1-18-b-10_win_over_chirp-v3p5-engine-s-8, win ratio 0.416, counts 1874\n",
      "chirp-v3p5-engine-t-1-18-b-10_win_over_chirp-v3p5-engine-t-1-18-b-20, win ratio 0.527, counts 1861\n",
      "chirp-v3p5-engine-t-1-18-b-10_win_over_chirp-v3p5-engine-t-1-18-b-5, win ratio 0.496, counts 1774\n",
      "chirp-v3p5-engine-t-1-18-b-20_win_over_chirp-v3p5-engine-s-8, win ratio 0.398, counts 1792\n",
      "chirp-v3p5-engine-t-1-18-b-20_win_over_chirp-v3p5-engine-t-1-18-b-10, win ratio 0.473, counts 1670\n",
      "chirp-v3p5-engine-t-1-18-b-20_win_over_chirp-v3p5-engine-t-1-18-b-5, win ratio 0.463, counts 1660\n",
      "chirp-v3p5-engine-t-1-18-b-5_win_over_chirp-v3p5-engine-s-8, win ratio 0.411, counts 1841\n",
      "chirp-v3p5-engine-t-1-18-b-5_win_over_chirp-v3p5-engine-t-1-18-b-10, win ratio 0.504, counts 1806\n",
      "chirp-v3p5-engine-t-1-18-b-5_win_over_chirp-v3p5-engine-t-1-18-b-20, win ratio 0.537, counts 1924\n",
      "chirp-v3p5-engine-t-1-18-b-5_win_over_chirp-v3p5-engine-t-1-18-b-5, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-2-10-r_win_over_chirp-v3p5-engine-s-8, win ratio 0.417, counts 986\n",
      "chirp-v3p5-engine-t-2-10-r_win_over_chirp-v3p5-engine-t-3, win ratio 0.479, counts 925\n",
      "chirp-v3p5-engine-t-2-16_win_over_chirp-v3p5-engine-s-8, win ratio 0.415, counts 2082\n",
      "chirp-v3p5-engine-t-2-17_win_over_chirp-v3p5-engine-s-8, win ratio 0.405, counts 1818\n",
      "chirp-v3p5-engine-t-3-10_win_over_chirp-v3p5-engine-s-8, win ratio 0.391, counts 1355\n",
      "chirp-v3p5-engine-t-3-10_win_over_chirp-v3p5-engine-t-3-10, win ratio 1.000, counts 2\n",
      "chirp-v3p5-engine-t-3-12-s8_win_over_chirp-v3p5-engine-s-8, win ratio 0.394, counts 948\n",
      "chirp-v3p5-engine-t-3-13-b-1_win_over_chirp-v3p5-engine-s-8, win ratio 0.462, counts 5508\n",
      "chirp-v3p5-engine-t-3-13-b-1_win_over_chirp-v3p5-engine-t-3-13-b-1, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3-13_win_over_chirp-v3p5-engine-s-8, win ratio 0.413, counts 3046\n",
      "chirp-v3p5-engine-t-3-15-b-1_win_over_chirp-v3p5-engine-s-8, win ratio 0.458, counts 6803\n",
      "chirp-v3p5-engine-t-3-15-b-1_win_over_chirp-v3p5-engine-t-3-15-b-1, win ratio 1.000, counts 2\n",
      "chirp-v3p5-engine-t-3-5_win_over_chirp-v3p5-engine-s-8, win ratio 0.411, counts 1583\n",
      "chirp-v3p5-engine-t-3-5_win_over_chirp-v3p5-engine-t-3-5, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3-9_win_over_chirp-v3p5-engine-s-8, win ratio 0.421, counts 3222\n",
      "chirp-v3p5-engine-t-3-9_win_over_chirp-v3p5-engine-t-3-9, win ratio 1.000, counts 3\n",
      "chirp-v3p5-engine-t-3-b_win_over_chirp-v3p5-engine-s-8, win ratio 0.385, counts 613\n",
      "chirp-v3p5-engine-t-3-r_win_over_chirp-v3p5-engine-s-8, win ratio 0.353, counts 762\n",
      "chirp-v3p5-engine-t-3-r_win_over_chirp-v3p5-engine-t-3-r, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3_cfg_12_win_over_chirp-v3p5-engine-t-3, win ratio 0.528, counts 6052\n",
      "chirp-v3p5-engine-t-3_cfg_12_win_over_chirp-v3p5-engine-t-3_cfg_12, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-t-3, win ratio 0.577, counts 72215\n",
      "chirp-v3p5-engine-t-3_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-t-3_cfg_12, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-t-3_max_cfg_12_ntag_3, win ratio 1.000, counts 23\n",
      "chirp-v3p5-engine-t-3_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-t-3_text_cfg_12_250, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3_max_cfg_12_win_over_chirp-v3p5-engine-t-3, win ratio 0.551, counts 6349\n",
      "chirp-v3p5-engine-t-3_max_cfg_12_win_over_chirp-v3p5-engine-t-3_max_cfg_12, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3_max_cfg_12_win_over_chirp-v3p5-engine-t-3_max_cfg_12_ntag_3, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3_n_repeat_tags_3_win_over_chirp-v3p5-engine-t-3, win ratio 0.524, counts 5952\n",
      "chirp-v3p5-engine-t-3_s_30_t_10_tag_3_win_over_chirp-v3p5-engine-t-3, win ratio 0.505, counts 10213\n",
      "chirp-v3p5-engine-t-3_s_30_t_10_tag_3_win_over_chirp-v3p5-engine-t-3_s_30_t_10_tag_4, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3_s_30_t_10_tag_3_win_over_chirp-v3p5-engine-t-3_s_max_t_12_tag_3, win ratio 0.500, counts 1\n",
      "chirp-v3p5-engine-t-3_s_30_t_10_tag_4_win_over_chirp-v3p5-engine-t-3, win ratio 0.472, counts 9771\n",
      "chirp-v3p5-engine-t-3_s_30_t_10_tag_4_win_over_chirp-v3p5-engine-t-3_s_30_t_10_tag_4, win ratio 1.000, counts 3\n",
      "chirp-v3p5-engine-t-3_s_30_t_10_tag_4_win_over_chirp-v3p5-engine-t-4-1, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3_s_30_t_12_tag_2_win_over_chirp-v3p5-engine-t-3, win ratio 0.512, counts 108\n",
      "chirp-v3p5-engine-t-3_s_30_t_12_tag_3_win_over_chirp-v3p5-engine-t-3, win ratio 0.516, counts 10106\n",
      "chirp-v3p5-engine-t-3_s_30_t_12_tag_3_win_over_chirp-v3p5-engine-t-3_s_30_t_10_tag_3, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3_s_30_t_12_tag_4_win_over_chirp-v3p5-engine-t-3, win ratio 0.499, counts 10174\n",
      "chirp-v3p5-engine-t-3_s_30_t_12_tag_4_win_over_chirp-v3p5-engine-t-3_s_30_t_12_tag_4, win ratio 1.000, counts 2\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_2_win_over_chirp-v3p5-engine-t-3, win ratio 0.507, counts 108\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_3_win_over_chirp-v3p5-engine-t-3, win ratio 0.532, counts 10687\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_3_win_over_chirp-v3p5-engine-t-3_s_30_t_10_tag_3, win ratio 0.500, counts 1\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_3_win_over_chirp-v3p5-engine-t-3_s_30_t_10_tag_4, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_3_win_over_chirp-v3p5-engine-t-3_s_max_t_12_tag_3, win ratio 1.000, counts 3\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_4_win_over_chirp-v3p5-engine-t-3, win ratio 0.516, counts 10599\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_4_win_over_chirp-v3p5-engine-t-3_s_30_t_12_tag_4, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_4_win_over_chirp-v3p5-engine-t-3_s_max_t_12_tag_4, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3_text_cfg_12_250_win_over_chirp-v3p5-engine-t-3, win ratio 0.500, counts 10084\n",
      "chirp-v3p5-engine-t-3_text_cfg_12_250_win_over_chirp-v3p5-engine-t-3_text_cfg_12_250, win ratio 1.000, counts 3\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-s-8, win ratio 0.457, counts 28394\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-s-8_max_cfg_12_ntag_3, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-2-10-r, win ratio 0.521, counts 1008\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3, win ratio 1.000, counts 114526\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_cfg_12, win ratio 0.472, counts 5408\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_max_cfg_12, win ratio 0.449, counts 5183\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_max_cfg_12_ntag_3, win ratio 0.423, counts 52935\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_n_repeat_tags_3, win ratio 0.476, counts 5402\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_s_30_t_10_tag_3, win ratio 0.495, counts 9998\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_s_30_t_10_tag_4, win ratio 0.528, counts 10951\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_s_30_t_12_tag_2, win ratio 0.488, counts 103\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_s_30_t_12_tag_3, win ratio 0.484, counts 9469\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_s_30_t_12_tag_4, win ratio 0.501, counts 10203\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_s_max_t_12_tag_2, win ratio 0.493, counts 105\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_s_max_t_12_tag_3, win ratio 0.468, counts 9386\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_s_max_t_12_tag_4, win ratio 0.484, counts 9948\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_text_cfg_12_250, win ratio 0.500, counts 10092\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-4-0, win ratio 0.511, counts 1166\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-4-1, win ratio 0.476, counts 1073\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-4-2, win ratio 0.470, counts 1852\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-4-3, win ratio 0.504, counts 1699\n",
      "chirp-v3p5-engine-t-4-0_win_over_chirp-v3p5-engine-t-3, win ratio 0.489, counts 1116\n",
      "chirp-v3p5-engine-t-4-1_win_over_chirp-v3p5-engine-t-3, win ratio 0.524, counts 1182\n",
      "chirp-v3p5-engine-t-4-1_win_over_chirp-v3p5-engine-t-4-1, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-4-2_win_over_chirp-v3p5-engine-t-3, win ratio 0.530, counts 2088\n",
      "chirp-v3p5-engine-t-4-3_win_over_chirp-v3p5-engine-s-8, win ratio 0.448, counts 843\n",
      "chirp-v3p5-engine-t-4-3_win_over_chirp-v3p5-engine-t-3, win ratio 0.496, counts 1672\n",
      "tournament players: ['chirp-v3p5-engine-evict', 'chirp-v3p5-engine-oci', 'chirp-v3p5-engine-s-24', 'chirp-v3p5-engine-s-24_max_cfg_12', 'chirp-v3p5-engine-s-24_max_cfg_12_ntag_3', 'chirp-v3p5-engine-s-24_n_repeat_tags_3', 'chirp-v3p5-engine-s-25', 'chirp-v3p5-engine-s-25-b-1', 'chirp-v3p5-engine-s-25-b-15', 'chirp-v3p5-engine-s-25-b-2', 'chirp-v3p5-engine-s-25-b-4', 'chirp-v3p5-engine-s-8', 'chirp-v3p5-engine-s-8-128', 'chirp-v3p5-engine-s-8-n-1', 'chirp-v3p5-engine-s-8-n-1_max_cfg_12_ntag_3', 'chirp-v3p5-engine-s-8-overlap', 'chirp-v3p5-engine-s-8-overlap_max_cfg_12_ntag_3', 'chirp-v3p5-engine-s-8-repro', 'chirp-v3p5-engine-s-8-repro-2', 'chirp-v3p5-engine-s-8-repro-2_max_cfg_12_ntag_3', 'chirp-v3p5-engine-s-8-repro-3', 'chirp-v3p5-engine-s-8-repro-4', 'chirp-v3p5-engine-s-8-revert_finfer', 'chirp-v3p5-engine-s-8-revert_finfer_max_cfg_12_ntag_3', 'chirp-v3p5-engine-s-8-threadless', 'chirp-v3p5-engine-s-8-threadless_max_cfg_12_ntag_3', 'chirp-v3p5-engine-s-8_cfg_12', 'chirp-v3p5-engine-s-8_max_cfg_12', 'chirp-v3p5-engine-s-8_max_cfg_12_ntag_3', 'chirp-v3p5-engine-s-8_n_repeat_tags_3', 'chirp-v3p5-engine-s-8_text_cfg_12_250', 'chirp-v3p5-engine-t-1-18-b-10', 'chirp-v3p5-engine-t-1-18-b-20', 'chirp-v3p5-engine-t-1-18-b-5', 'chirp-v3p5-engine-t-2-10-r', 'chirp-v3p5-engine-t-2-16', 'chirp-v3p5-engine-t-2-17', 'chirp-v3p5-engine-t-3', 'chirp-v3p5-engine-t-3-10', 'chirp-v3p5-engine-t-3-12-s8', 'chirp-v3p5-engine-t-3-13', 'chirp-v3p5-engine-t-3-13-b-1', 'chirp-v3p5-engine-t-3-15-b-1', 'chirp-v3p5-engine-t-3-5', 'chirp-v3p5-engine-t-3-9', 'chirp-v3p5-engine-t-3-b', 'chirp-v3p5-engine-t-3-r', 'chirp-v3p5-engine-t-3_cfg_12', 'chirp-v3p5-engine-t-3_max_cfg_12', 'chirp-v3p5-engine-t-3_max_cfg_12_ntag_3', 'chirp-v3p5-engine-t-3_n_repeat_tags_3', 'chirp-v3p5-engine-t-3_s_30_t_10_tag_3', 'chirp-v3p5-engine-t-3_s_30_t_10_tag_4', 'chirp-v3p5-engine-t-3_s_30_t_12_tag_2', 'chirp-v3p5-engine-t-3_s_30_t_12_tag_3', 'chirp-v3p5-engine-t-3_s_30_t_12_tag_4', 'chirp-v3p5-engine-t-3_s_max_t_12_tag_2', 'chirp-v3p5-engine-t-3_s_max_t_12_tag_3', 'chirp-v3p5-engine-t-3_s_max_t_12_tag_4', 'chirp-v3p5-engine-t-3_text_cfg_12_250', 'chirp-v3p5-engine-t-4-0', 'chirp-v3p5-engine-t-4-1', 'chirp-v3p5-engine-t-4-2', 'chirp-v3p5-engine-t-4-3']\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████| 1000/1000 [00:11<00:00, 84.43it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ELOs\n",
      "chirp-v3p5-engine-evict: 1016.9, (1015, 1020)\n",
      "chirp-v3p5-engine-oci: 1013.0, (1008, 1017)\n",
      "chirp-v3p5-engine-s-24: 1040.6, (1039, 1043)\n",
      "chirp-v3p5-engine-s-24_max_cfg_12: 1000.1, (1000, 1001)\n",
      "chirp-v3p5-engine-s-24_max_cfg_12_ntag_3: 1000.0, (1000, 1000)\n",
      "chirp-v3p5-engine-s-24_n_repeat_tags_3: 999.9, (1000, 1000)\n",
      "chirp-v3p5-engine-s-25: 1085.1, (1084, 1089)\n",
      "chirp-v3p5-engine-s-25-b-1: 1078.7, (1076, 1087)\n",
      "chirp-v3p5-engine-s-25-b-15: 1073.7, (1064, 1089)\n",
      "chirp-v3p5-engine-s-25-b-2: 1087.5, (1079, 1094)\n",
      "chirp-v3p5-engine-s-25-b-4: 1044.6, (1036, 1059)\n",
      "chirp-v3p5-engine-s-8: 1016.9, (1016, 1019)\n",
      "chirp-v3p5-engine-s-8-128: 1014.7, (1011, 1021)\n",
      "chirp-v3p5-engine-s-8-n-1: 1013.7, (1009, 1018)\n",
      "chirp-v3p5-engine-s-8-n-1_max_cfg_12_ntag_3: 999.9, (999, 1000)\n",
      "chirp-v3p5-engine-s-8-overlap: 1015.6, (1013, 1020)\n",
      "chirp-v3p5-engine-s-8-overlap_max_cfg_12_ntag_3: 999.7, (999, 1000)\n",
      "chirp-v3p5-engine-s-8-repro: 992.5, (985, 1002)\n",
      "chirp-v3p5-engine-s-8-repro-2: 1025.2, (1018, 1033)\n",
      "chirp-v3p5-engine-s-8-repro-2_max_cfg_12_ntag_3: 999.9, (1000, 1000)\n",
      "chirp-v3p5-engine-s-8-repro-3: 1025.3, (1018, 1031)\n",
      "chirp-v3p5-engine-s-8-repro-4: 1017.2, (1015, 1021)\n",
      "chirp-v3p5-engine-s-8-revert_finfer: 1016.8, (1016, 1019)\n",
      "chirp-v3p5-engine-s-8-revert_finfer_max_cfg_12_ntag_3: 1000.2, (999, 1001)\n",
      "chirp-v3p5-engine-s-8-threadless: 1018.3, (1016, 1022)\n",
      "chirp-v3p5-engine-s-8-threadless_max_cfg_12_ntag_3: 1000.1, (1000, 1001)\n",
      "chirp-v3p5-engine-s-8_cfg_12: 1022.4, (1016, 1029)\n",
      "chirp-v3p5-engine-s-8_max_cfg_12: 1035.3, (1028, 1042)\n",
      "chirp-v3p5-engine-s-8_max_cfg_12_ntag_3: 1026.8, (1024, 1030)\n",
      "chirp-v3p5-engine-s-8_n_repeat_tags_3: 1010.6, (1004, 1017)\n",
      "chirp-v3p5-engine-s-8_text_cfg_12_250: 999.9, (999, 1001)\n",
      "chirp-v3p5-engine-t-1-18-b-10: 956.1, (948, 963)\n",
      "chirp-v3p5-engine-t-1-18-b-20: 939.1, (931, 945)\n",
      "chirp-v3p5-engine-t-1-18-b-5: 958.1, (951, 965)\n",
      "chirp-v3p5-engine-t-2-10-r: 963.3, (953, 973)\n",
      "chirp-v3p5-engine-t-2-16: 953.8, (944, 962)\n",
      "chirp-v3p5-engine-t-2-17: 948.6, (938, 958)\n",
      "chirp-v3p5-engine-t-3: 984.7, (983, 987)\n",
      "chirp-v3p5-engine-t-3-10: 946.2, (934, 955)\n",
      "chirp-v3p5-engine-t-3-12-s8: 958.4, (945, 968)\n",
      "chirp-v3p5-engine-t-3-13: 949.9, (941, 959)\n",
      "chirp-v3p5-engine-t-3-13-b-1: 991.3, (985, 998)\n",
      "chirp-v3p5-engine-t-3-15-b-1: 990.9, (985, 996)\n",
      "chirp-v3p5-engine-t-3-5: 955.8, (945, 965)\n",
      "chirp-v3p5-engine-t-3-9: 956.2, (947, 965)\n",
      "chirp-v3p5-engine-t-3-b: 966.2, (954, 974)\n",
      "chirp-v3p5-engine-t-3-r: 943.8, (929, 952)\n",
      "chirp-v3p5-engine-t-3_cfg_12: 1002.6, (996, 1010)\n",
      "chirp-v3p5-engine-t-3_max_cfg_12: 1019.1, (1012, 1026)\n",
      "chirp-v3p5-engine-t-3_max_cfg_12_ntag_3: 1038.5, (1035, 1042)\n",
      "chirp-v3p5-engine-t-3_n_repeat_tags_3: 999.8, (994, 1007)\n",
      "chirp-v3p5-engine-t-3_s_30_t_10_tag_3: 988.4, (984, 994)\n",
      "chirp-v3p5-engine-t-3_s_30_t_10_tag_4: 968.5, (962, 973)\n",
      "chirp-v3p5-engine-t-3_s_30_t_12_tag_2: 999.4, (995, 1003)\n",
      "chirp-v3p5-engine-t-3_s_30_t_12_tag_3: 994.8, (990, 1000)\n",
      "chirp-v3p5-engine-t-3_s_30_t_12_tag_4: 984.8, (980, 989)\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_2: 999.1, (995, 1003)\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_3: 1004.5, (1001, 1011)\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_4: 994.7, (990, 1000)\n",
      "chirp-v3p5-engine-t-3_text_cfg_12_250: 985.1, (980, 990)\n",
      "chirp-v3p5-engine-t-4-0: 984.4, (974, 994)\n",
      "chirp-v3p5-engine-t-4-1: 1000.0, (991, 1010)\n",
      "chirp-v3p5-engine-t-4-2: 1003.7, (995, 1014)\n",
      "chirp-v3p5-engine-t-4-3: 978.9, (970, 988)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"first gen\")\n",
    "first_gen_slice_df = user_intersting_clips_3p5[\n",
    "    (user_intersting_clips_3p5[\"continued_parent\"].isna())\n",
    "].copy()\n",
    "if first_gen_slice_df.shape[0] > 0:\n",
    "    get_preference_counts(\n",
    "        user_intersting_clips_3p5[(user_intersting_clips_3p5[\"continued_parent\"].isna())],\n",
    "        title_name=\"first generation\",\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:25:02.574659Z",
     "start_time": "2024-05-26T00:25:02.334214Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T15:17:34.806647Z",
     "iopub.status.busy": "2024-09-19T15:17:34.806462Z",
     "iopub.status.idle": "2024-09-19T15:18:11.849871Z",
     "shell.execute_reply": "2024-09-19T15:18:11.849186Z",
     "shell.execute_reply.started": "2024-09-19T15:17:34.806631Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "is continue\n",
      "len pos models: 898623\n",
      "differing counts: 244603\n",
      "chirp-v3p5-engine-b_win_over_chirp-v3p5-engine-b, win ratio 1.000, counts 2355\n",
      "chirp-v3p5-engine-b_win_over_chirp-v3p5-engine-t-2, win ratio 1.000, counts 2\n",
      "chirp-v3p5-engine-evict_win_over_chirp-v3p5-engine-evict, win ratio 1.000, counts 96\n",
      "chirp-v3p5-engine-evict_win_over_chirp-v3p5-engine-s-8, win ratio 0.498, counts 18858\n",
      "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft-1, win ratio 1.000, counts 362\n",
      "chirp-v3p5-engine-oci_win_over_chirp-v3p5-engine-oci, win ratio 1.000, counts 2\n",
      "chirp-v3p5-engine-oci_win_over_chirp-v3p5-engine-s-8, win ratio 0.497, counts 1346\n",
      "chirp-v3p5-engine-s-24_win_over_chirp-v3p5-engine-s-24, win ratio 1.000, counts 14\n",
      "chirp-v3p5-engine-s-24_win_over_chirp-v3p5-engine-s-8, win ratio 0.357, counts 12901\n",
      "chirp-v3p5-engine-s-25-b-15_win_over_chirp-v3p5-engine-s-25, win ratio 0.489, counts 273\n",
      "chirp-v3p5-engine-s-25-b-1_win_over_chirp-v3p5-engine-s-25, win ratio 0.508, counts 1563\n",
      "chirp-v3p5-engine-s-25-b-2_win_over_chirp-v3p5-engine-s-25, win ratio 0.512, counts 862\n",
      "chirp-v3p5-engine-s-25-b-2_win_over_chirp-v3p5-engine-s-25-b-2, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-25-b-4_win_over_chirp-v3p5-engine-s-25, win ratio 0.528, counts 258\n",
      "chirp-v3p5-engine-s-25_win_over_chirp-v3p5-engine-s-25, win ratio 1.000, counts 11\n",
      "chirp-v3p5-engine-s-25_win_over_chirp-v3p5-engine-s-25-b-1, win ratio 0.492, counts 1516\n",
      "chirp-v3p5-engine-s-25_win_over_chirp-v3p5-engine-s-25-b-15, win ratio 0.511, counts 285\n",
      "chirp-v3p5-engine-s-25_win_over_chirp-v3p5-engine-s-25-b-2, win ratio 0.488, counts 823\n",
      "chirp-v3p5-engine-s-25_win_over_chirp-v3p5-engine-s-25-b-4, win ratio 0.472, counts 231\n",
      "chirp-v3p5-engine-s-25_win_over_chirp-v3p5-engine-s-8, win ratio 0.540, counts 6222\n",
      "chirp-v3p5-engine-s-25_win_over_chirp-v3p5-engine-s-8_text_cfg_12_250, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8-128_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8-128_win_over_chirp-v3p5-engine-s-8, win ratio 0.510, counts 2819\n",
      "chirp-v3p5-engine-s-8-128_win_over_chirp-v3p5-engine-s-8-128, win ratio 1.000, counts 4\n",
      "chirp-v3p5-engine-s-8-n-1_win_over_chirp-v3p5-engine-s-8, win ratio 0.521, counts 1140\n",
      "chirp-v3p5-engine-s-8-n-1_win_over_chirp-v3p5-engine-s-8-n-1, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8-overlap_win_over_chirp-v3p5-engine-s-8, win ratio 0.491, counts 2902\n",
      "chirp-v3p5-engine-s-8-overlap_win_over_chirp-v3p5-engine-s-8-overlap, win ratio 1.000, counts 5\n",
      "chirp-v3p5-engine-s-8-repro-2_win_over_chirp-v3p5-engine-s-8, win ratio 0.525, counts 570\n",
      "chirp-v3p5-engine-s-8-repro-3_win_over_chirp-v3p5-engine-s-8, win ratio 0.526, counts 706\n",
      "chirp-v3p5-engine-s-8-repro-3_win_over_chirp-v3p5-engine-s-8-repro-3, win ratio 1.000, counts 2\n",
      "chirp-v3p5-engine-s-8-repro-4_win_over_chirp-v3p5-engine-s-8, win ratio 0.536, counts 4538\n",
      "chirp-v3p5-engine-s-8-repro-4_win_over_chirp-v3p5-engine-s-8-repro-4, win ratio 1.000, counts 10\n",
      "chirp-v3p5-engine-s-8-repro_win_over_chirp-v3p5-engine-s-8, win ratio 0.480, counts 471\n",
      "chirp-v3p5-engine-s-8-repro_win_over_chirp-v3p5-engine-s-8-repro, win ratio 1.000, counts 4\n",
      "chirp-v3p5-engine-s-8-revert_finfer_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, counts 2\n",
      "chirp-v3p5-engine-s-8-revert_finfer_win_over_chirp-v3p5-engine-s-8, win ratio 0.499, counts 28034\n",
      "chirp-v3p5-engine-s-8-revert_finfer_win_over_chirp-v3p5-engine-s-8-revert_finfer, win ratio 1.000, counts 116\n",
      "chirp-v3p5-engine-s-8-revert_finfer_win_over_chirp-v3p5-engine-s-8_max_cfg_12_ntag_3, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8-threadless_win_over_chirp-v3p5-engine-s-8, win ratio 0.500, counts 4394\n",
      "chirp-v3p5-engine-s-8-threadless_win_over_chirp-v3p5-engine-s-8-threadless, win ratio 1.000, counts 11\n",
      "chirp-v3p5-engine-s-8-threadless_win_over_chirp-v3p5-engine-s-8_max_cfg_12_ntag_3, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8_cfg_12_win_over_chirp-v3p5-engine-s-8, win ratio 0.528, counts 653\n",
      "chirp-v3p5-engine-s-8_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-s-24, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-s-8, win ratio 0.522, counts 4316\n",
      "chirp-v3p5-engine-s-8_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-s-8-128, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-s-8-repro-2, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-s-8_max_cfg_12_ntag_3, win ratio 1.000, counts 6\n",
      "chirp-v3p5-engine-s-8_max_cfg_12_win_over_chirp-v3p5-engine-s-8, win ratio 0.514, counts 652\n",
      "chirp-v3p5-engine-s-8_max_cfg_12_win_over_chirp-v3p5-engine-s-8_max_cfg_12, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8_n_repeat_tags_3_win_over_chirp-v3p5-engine-s-8, win ratio 0.486, counts 605\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-evict, win ratio 0.502, counts 18978\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-oci, win ratio 0.503, counts 1362\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-24, win ratio 0.643, counts 23260\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-25, win ratio 0.460, counts 5298\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-25_max_cfg_12_ntag_3, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, counts 258538\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-128, win ratio 0.490, counts 2708\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-n-1, win ratio 0.479, counts 1049\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-overlap, win ratio 0.509, counts 3003\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-overlap_max_cfg_12_ntag_3, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-repro, win ratio 0.520, counts 510\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-repro-2, win ratio 0.475, counts 516\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-repro-3, win ratio 0.474, counts 636\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-repro-4, win ratio 0.464, counts 3921\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-revert_finfer, win ratio 0.501, counts 28190\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-threadless, win ratio 0.500, counts 4390\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8_cfg_12, win ratio 0.472, counts 584\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8_max_cfg_12, win ratio 0.486, counts 617\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8_max_cfg_12_ntag_3, win ratio 0.478, counts 3945\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8_n_repeat_tags_3, win ratio 0.514, counts 639\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8_text_cfg_12_250, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-1-18-b-10, win ratio 0.508, counts 280\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-1-18-b-20, win ratio 0.497, counts 262\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-1-18-b-5, win ratio 0.477, counts 281\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-10-r, win ratio 0.495, counts 145\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-16, win ratio 0.445, counts 247\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-17, win ratio 0.467, counts 230\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3, win ratio 0.466, counts 3569\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-10, win ratio 0.516, counts 197\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-12-s8, win ratio 0.536, counts 127\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-13, win ratio 0.501, counts 364\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-13-b-1, win ratio 0.471, counts 628\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-15-b-1, win ratio 0.484, counts 843\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-5, win ratio 0.513, counts 220\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-9, win ratio 0.489, counts 439\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-b, win ratio 0.540, counts 107\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-3-r, win ratio 0.513, counts 137\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-4-3, win ratio 0.492, counts 119\n",
      "chirp-v3p5-engine-t-1-18-b-10_win_over_chirp-v3p5-engine-s-8, win ratio 0.492, counts 271\n",
      "chirp-v3p5-engine-t-1-18-b-10_win_over_chirp-v3p5-engine-t-1-18-b-20, win ratio 0.515, counts 260\n",
      "chirp-v3p5-engine-t-1-18-b-10_win_over_chirp-v3p5-engine-t-1-18-b-5, win ratio 0.491, counts 261\n",
      "chirp-v3p5-engine-t-1-18-b-20_win_over_chirp-v3p5-engine-s-8, win ratio 0.503, counts 265\n",
      "chirp-v3p5-engine-t-1-18-b-20_win_over_chirp-v3p5-engine-t-1-18-b-10, win ratio 0.485, counts 245\n",
      "chirp-v3p5-engine-t-1-18-b-20_win_over_chirp-v3p5-engine-t-1-18-b-5, win ratio 0.474, counts 237\n",
      "chirp-v3p5-engine-t-1-18-b-5_win_over_chirp-v3p5-engine-s-8, win ratio 0.523, counts 308\n",
      "chirp-v3p5-engine-t-1-18-b-5_win_over_chirp-v3p5-engine-t-1-18-b-10, win ratio 0.509, counts 271\n",
      "chirp-v3p5-engine-t-1-18-b-5_win_over_chirp-v3p5-engine-t-1-18-b-20, win ratio 0.526, counts 263\n",
      "chirp-v3p5-engine-t-2-10-r_win_over_chirp-v3p5-engine-s-8, win ratio 0.505, counts 148\n",
      "chirp-v3p5-engine-t-2-10-r_win_over_chirp-v3p5-engine-t-3, win ratio 0.500, counts 130\n",
      "chirp-v3p5-engine-t-2-16_win_over_chirp-v3p5-engine-s-8, win ratio 0.555, counts 308\n",
      "chirp-v3p5-engine-t-2-17_win_over_chirp-v3p5-engine-s-8, win ratio 0.533, counts 263\n",
      "chirp-v3p5-engine-t-2-17_win_over_chirp-v3p5-engine-t-2-17, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3-10_win_over_chirp-v3p5-engine-s-8, win ratio 0.484, counts 185\n",
      "chirp-v3p5-engine-t-3-12-s8_win_over_chirp-v3p5-engine-s-8, win ratio 0.464, counts 110\n",
      "chirp-v3p5-engine-t-3-13-b-1_win_over_chirp-v3p5-engine-s-8, win ratio 0.529, counts 704\n",
      "chirp-v3p5-engine-t-3-13-b-1_win_over_chirp-v3p5-engine-t-3-13-b-1, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3-13_win_over_chirp-v3p5-engine-s-8, win ratio 0.499, counts 363\n",
      "chirp-v3p5-engine-t-3-15-b-1_win_over_chirp-v3p5-engine-s-8, win ratio 0.516, counts 900\n",
      "chirp-v3p5-engine-t-3-15-b-1_win_over_chirp-v3p5-engine-t-3-15-b-1, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3-5_win_over_chirp-v3p5-engine-s-8, win ratio 0.487, counts 209\n",
      "chirp-v3p5-engine-t-3-9_win_over_chirp-v3p5-engine-s-8, win ratio 0.511, counts 458\n",
      "chirp-v3p5-engine-t-3-b_win_over_chirp-v3p5-engine-s-8, win ratio 0.460, counts 91\n",
      "chirp-v3p5-engine-t-3-r_win_over_chirp-v3p5-engine-s-8, win ratio 0.487, counts 130\n",
      "chirp-v3p5-engine-t-3_cfg_12_win_over_chirp-v3p5-engine-t-3, win ratio 0.535, counts 749\n",
      "chirp-v3p5-engine-t-3_cfg_12_win_over_chirp-v3p5-engine-t-3_cfg_12, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-s-24, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-t-3, win ratio 0.534, counts 8047\n",
      "chirp-v3p5-engine-t-3_max_cfg_12_ntag_3_win_over_chirp-v3p5-engine-t-3_max_cfg_12_ntag_3, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-3_max_cfg_12_win_over_chirp-v3p5-engine-t-3, win ratio 0.550, counts 766\n",
      "chirp-v3p5-engine-t-3_n_repeat_tags_3_win_over_chirp-v3p5-engine-t-3, win ratio 0.493, counts 653\n",
      "chirp-v3p5-engine-t-3_s_30_t_10_tag_3_win_over_chirp-v3p5-engine-t-3, win ratio 0.489, counts 381\n",
      "chirp-v3p5-engine-t-3_s_30_t_10_tag_4_win_over_chirp-v3p5-engine-t-3, win ratio 0.492, counts 377\n",
      "chirp-v3p5-engine-t-3_s_30_t_12_tag_2_win_over_chirp-v3p5-engine-t-3, win ratio 0.524, counts 205\n",
      "chirp-v3p5-engine-t-3_s_30_t_12_tag_3_win_over_chirp-v3p5-engine-t-3, win ratio 0.508, counts 604\n",
      "chirp-v3p5-engine-t-3_s_30_t_12_tag_4_win_over_chirp-v3p5-engine-t-3, win ratio 0.496, counts 577\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_2_win_over_chirp-v3p5-engine-t-3, win ratio 0.534, counts 218\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_3_win_over_chirp-v3p5-engine-t-3, win ratio 0.543, counts 636\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_4_win_over_chirp-v3p5-engine-t-3, win ratio 0.520, counts 614\n",
      "chirp-v3p5-engine-t-3_text_cfg_12_250_win_over_chirp-v3p5-engine-t-3, win ratio 0.529, counts 1176\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-s-8, win ratio 0.534, counts 4098\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-2-10-r, win ratio 0.500, counts 130\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3, win ratio 1.000, counts 20461\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_cfg_12, win ratio 0.465, counts 651\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_max_cfg_12, win ratio 0.450, counts 627\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_max_cfg_12_ntag_3, win ratio 0.466, counts 7022\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_n_repeat_tags_3, win ratio 0.507, counts 671\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_s_30_t_10_tag_3, win ratio 0.511, counts 398\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_s_30_t_10_tag_4, win ratio 0.508, counts 389\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_s_30_t_12_tag_2, win ratio 0.476, counts 186\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_s_30_t_12_tag_3, win ratio 0.492, counts 585\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_s_30_t_12_tag_4, win ratio 0.504, counts 586\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_s_max_t_12_tag_2, win ratio 0.466, counts 190\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_s_max_t_12_tag_3, win ratio 0.457, counts 536\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_s_max_t_12_tag_4, win ratio 0.480, counts 566\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3_text_cfg_12_250, win ratio 0.471, counts 1048\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-4-0, win ratio 0.503, counts 72\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-4-1, win ratio 0.512, counts 62\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-4-2, win ratio 0.599, counts 103\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-4-3, win ratio 0.513, counts 115\n",
      "chirp-v3p5-engine-t-4-0_win_over_chirp-v3p5-engine-t-3, win ratio 0.497, counts 71\n",
      "chirp-v3p5-engine-t-4-1_win_over_chirp-v3p5-engine-t-3, win ratio 0.488, counts 59\n",
      "chirp-v3p5-engine-t-4-2_win_over_chirp-v3p5-engine-t-3, win ratio 0.401, counts 69\n",
      "chirp-v3p5-engine-t-4-3_win_over_chirp-v3p5-engine-s-8, win ratio 0.508, counts 123\n",
      "chirp-v3p5-engine-t-4-3_win_over_chirp-v3p5-engine-t-3, win ratio 0.487, counts 109\n",
      "chirp-v3p5-engine-upload-4_win_over_chirp-v3p5-engine-upload-4, win ratio 1.000, counts 372015\n",
      "tournament players: ['chirp-v3p5-engine-b', 'chirp-v3p5-engine-evict', 'chirp-v3p5-engine-oci', 'chirp-v3p5-engine-s-24', 'chirp-v3p5-engine-s-25', 'chirp-v3p5-engine-s-25-b-1', 'chirp-v3p5-engine-s-25-b-15', 'chirp-v3p5-engine-s-25-b-2', 'chirp-v3p5-engine-s-25-b-4', 'chirp-v3p5-engine-s-25_max_cfg_12_ntag_3', 'chirp-v3p5-engine-s-8', 'chirp-v3p5-engine-s-8-128', 'chirp-v3p5-engine-s-8-128_max_cfg_12_ntag_3', 'chirp-v3p5-engine-s-8-n-1', 'chirp-v3p5-engine-s-8-overlap', 'chirp-v3p5-engine-s-8-overlap_max_cfg_12_ntag_3', 'chirp-v3p5-engine-s-8-repro', 'chirp-v3p5-engine-s-8-repro-2', 'chirp-v3p5-engine-s-8-repro-3', 'chirp-v3p5-engine-s-8-repro-4', 'chirp-v3p5-engine-s-8-revert_finfer', 'chirp-v3p5-engine-s-8-revert_finfer_max_cfg_12_ntag_3', 'chirp-v3p5-engine-s-8-threadless', 'chirp-v3p5-engine-s-8_cfg_12', 'chirp-v3p5-engine-s-8_max_cfg_12', 'chirp-v3p5-engine-s-8_max_cfg_12_ntag_3', 'chirp-v3p5-engine-s-8_n_repeat_tags_3', 'chirp-v3p5-engine-s-8_text_cfg_12_250', 'chirp-v3p5-engine-t-1-18-b-10', 'chirp-v3p5-engine-t-1-18-b-20', 'chirp-v3p5-engine-t-1-18-b-5', 'chirp-v3p5-engine-t-2', 'chirp-v3p5-engine-t-2-10-r', 'chirp-v3p5-engine-t-2-16', 'chirp-v3p5-engine-t-2-17', 'chirp-v3p5-engine-t-3', 'chirp-v3p5-engine-t-3-10', 'chirp-v3p5-engine-t-3-12-s8', 'chirp-v3p5-engine-t-3-13', 'chirp-v3p5-engine-t-3-13-b-1', 'chirp-v3p5-engine-t-3-15-b-1', 'chirp-v3p5-engine-t-3-5', 'chirp-v3p5-engine-t-3-9', 'chirp-v3p5-engine-t-3-b', 'chirp-v3p5-engine-t-3-r', 'chirp-v3p5-engine-t-3_cfg_12', 'chirp-v3p5-engine-t-3_max_cfg_12', 'chirp-v3p5-engine-t-3_max_cfg_12_ntag_3', 'chirp-v3p5-engine-t-3_n_repeat_tags_3', 'chirp-v3p5-engine-t-3_s_30_t_10_tag_3', 'chirp-v3p5-engine-t-3_s_30_t_10_tag_4', 'chirp-v3p5-engine-t-3_s_30_t_12_tag_2', 'chirp-v3p5-engine-t-3_s_30_t_12_tag_3', 'chirp-v3p5-engine-t-3_s_30_t_12_tag_4', 'chirp-v3p5-engine-t-3_s_max_t_12_tag_2', 'chirp-v3p5-engine-t-3_s_max_t_12_tag_3', 'chirp-v3p5-engine-t-3_s_max_t_12_tag_4', 'chirp-v3p5-engine-t-3_text_cfg_12_250', 'chirp-v3p5-engine-t-4-0', 'chirp-v3p5-engine-t-4-1', 'chirp-v3p5-engine-t-4-2', 'chirp-v3p5-engine-t-4-3']\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████| 1000/1000 [00:10<00:00, 95.97it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ELOs\n",
      "chirp-v3p5-engine-b: 1002.7, (1000, 1006)\n",
      "chirp-v3p5-engine-evict: 985.5, (981, 992)\n",
      "chirp-v3p5-engine-oci: 988.6, (970, 997)\n",
      "chirp-v3p5-engine-s-24: 883.9, (879, 890)\n",
      "chirp-v3p5-engine-s-25: 1014.5, (1008, 1022)\n",
      "chirp-v3p5-engine-s-25-b-1: 1019.7, (1006, 1035)\n",
      "chirp-v3p5-engine-s-25-b-15: 1008.0, (981, 1036)\n",
      "chirp-v3p5-engine-s-25-b-2: 1022.0, (1006, 1046)\n",
      "chirp-v3p5-engine-s-25-b-4: 1035.0, (1002, 1058)\n",
      "chirp-v3p5-engine-s-25_max_cfg_12_ntag_3: 998.6, (997, 1000)\n",
      "chirp-v3p5-engine-s-8: 986.5, (983, 991)\n",
      "chirp-v3p5-engine-s-8-128: 994.5, (985, 1004)\n",
      "chirp-v3p5-engine-s-8-128_max_cfg_12_ntag_3: 1001.3, (1000, 1003)\n",
      "chirp-v3p5-engine-s-8-n-1: 1001.6, (985, 1014)\n",
      "chirp-v3p5-engine-s-8-overlap: 979.2, (971, 993)\n",
      "chirp-v3p5-engine-s-8-overlap_max_cfg_12_ntag_3: 998.6, (996, 1000)\n",
      "chirp-v3p5-engine-s-8-repro: 968.5, (946, 994)\n",
      "chirp-v3p5-engine-s-8-repro-2: 1003.2, (979, 1028)\n",
      "chirp-v3p5-engine-s-8-repro-3: 1003.9, (984, 1026)\n",
      "chirp-v3p5-engine-s-8-repro-4: 1011.7, (1005, 1022)\n",
      "chirp-v3p5-engine-s-8-revert_finfer: 985.5, (981, 991)\n",
      "chirp-v3p5-engine-s-8-revert_finfer_max_cfg_12_ntag_3: 1002.6, (1000, 1005)\n",
      "chirp-v3p5-engine-s-8-threadless: 987.1, (979, 995)\n",
      "chirp-v3p5-engine-s-8_cfg_12: 1005.5, (985, 1030)\n",
      "chirp-v3p5-engine-s-8_max_cfg_12: 994.9, (974, 1017)\n",
      "chirp-v3p5-engine-s-8_max_cfg_12_ntag_3: 1002.1, (996, 1012)\n",
      "chirp-v3p5-engine-s-8_n_repeat_tags_3: 974.5, (953, 994)\n",
      "chirp-v3p5-engine-s-8_text_cfg_12_250: 997.4, (994, 1000)\n",
      "chirp-v3p5-engine-t-1-18-b-10: 989.2, (973, 1011)\n",
      "chirp-v3p5-engine-t-1-18-b-20: 983.9, (966, 1006)\n",
      "chirp-v3p5-engine-t-1-18-b-5: 998.7, (983, 1023)\n",
      "chirp-v3p5-engine-t-2: 997.3, (994, 1000)\n",
      "chirp-v3p5-engine-t-2-10-r: 997.8, (972, 1024)\n",
      "chirp-v3p5-engine-t-2-16: 1027.4, (998, 1052)\n",
      "chirp-v3p5-engine-t-2-17: 1011.0, (985, 1037)\n",
      "chirp-v3p5-engine-t-3: 1010.2, (1002, 1015)\n",
      "chirp-v3p5-engine-t-3-10: 978.8, (952, 1009)\n",
      "chirp-v3p5-engine-t-3-12-s8: 975.0, (949, 1004)\n",
      "chirp-v3p5-engine-t-3-13: 984.3, (961, 1013)\n",
      "chirp-v3p5-engine-t-3-13-b-1: 1005.7, (985, 1027)\n",
      "chirp-v3p5-engine-t-3-15-b-1: 997.5, (979, 1015)\n",
      "chirp-v3p5-engine-t-3-5: 979.3, (954, 1007)\n",
      "chirp-v3p5-engine-t-3-9: 992.7, (970, 1018)\n",
      "chirp-v3p5-engine-t-3-b: 976.3, (951, 1004)\n",
      "chirp-v3p5-engine-t-3-r: 984.5, (962, 1012)\n",
      "chirp-v3p5-engine-t-3_cfg_12: 1036.0, (1012, 1054)\n",
      "chirp-v3p5-engine-t-3_max_cfg_12: 1046.8, (1026, 1068)\n",
      "chirp-v3p5-engine-t-3_max_cfg_12_ntag_3: 1033.8, (1024, 1042)\n",
      "chirp-v3p5-engine-t-3_n_repeat_tags_3: 1005.9, (980, 1023)\n",
      "chirp-v3p5-engine-t-3_s_30_t_10_tag_3: 999.6, (970, 1023)\n",
      "chirp-v3p5-engine-t-3_s_30_t_10_tag_4: 1001.9, (974, 1025)\n",
      "chirp-v3p5-engine-t-3_s_30_t_12_tag_2: 1020.6, (992, 1046)\n",
      "chirp-v3p5-engine-t-3_s_30_t_12_tag_3: 1016.5, (990, 1036)\n",
      "chirp-v3p5-engine-t-3_s_30_t_12_tag_4: 1007.4, (980, 1026)\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_2: 1027.7, (995, 1059)\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_3: 1042.8, (1018, 1063)\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_4: 1025.8, (999, 1046)\n",
      "chirp-v3p5-engine-t-3_text_cfg_12_250: 1029.2, (1012, 1045)\n",
      "chirp-v3p5-engine-t-4-0: 1000.8, (980, 1021)\n",
      "chirp-v3p5-engine-t-4-1: 998.2, (977, 1019)\n",
      "chirp-v3p5-engine-t-4-2: 965.6, (939, 995)\n",
      "chirp-v3p5-engine-t-4-3: 994.7, (966, 1023)\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"is continue\")\n",
    "get_preference_counts(\n",
    "    user_intersting_clips_3p5[(~user_intersting_clips_3p5[\"continued_parent\"].isna())],\n",
    "    \"is continue\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Clean up SHIT\n",
    "\n",
    "to get the right play conts, we need the right df..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:25:08.095035Z",
     "start_time": "2024-05-26T00:25:07.782738Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T15:18:11.852192Z",
     "iopub.status.busy": "2024-09-19T15:18:11.851988Z",
     "iopub.status.idle": "2024-09-19T15:18:49.527696Z",
     "shell.execute_reply": "2024-09-19T15:18:49.527016Z",
     "shell.execute_reply.started": "2024-09-19T15:18:11.852174Z"
    }
   },
   "outputs": [],
   "source": [
    "def unpack_dict(x):\n",
    "    if v := concat_clips_ids.get(str(x)):\n",
    "        return v\n",
    "    else:\n",
    "        return {\n",
    "            \"total_start_s\": None,\n",
    "            \"total_clip_s\": None,\n",
    "            \"concat_play_counts\": None,\n",
    "            \"concat_in_playlist\": None,\n",
    "            \"concat_likes\": None,\n",
    "            \"concat_dislikes\": None,\n",
    "        }\n",
    "\n",
    "\n",
    "extra_cols = user_intersting_clips[\"id\"].apply(unpack_dict)\n",
    "extra_cols_df = pd.DataFrame.from_records(extra_cols.values, index=extra_cols.index)\n",
    "user_intersting_clips[\n",
    "    [\n",
    "        \"total_start_s\",\n",
    "        \"total_clip_s\",\n",
    "        \"concat_play_counts\",\n",
    "        \"concat_in_playlist\",\n",
    "        \"concat_likes\",\n",
    "        \"concat_dislikes\",\n",
    "    ]\n",
    "] = extra_cols_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:25:08.361849Z",
     "start_time": "2024-05-26T00:25:08.199583Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T15:49:14.016212Z",
     "iopub.status.busy": "2024-09-19T15:49:14.015736Z",
     "iopub.status.idle": "2024-09-19T15:49:27.826316Z",
     "shell.execute_reply": "2024-09-19T15:49:27.825705Z",
     "shell.execute_reply.started": "2024-09-19T15:49:14.016192Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Positive proportion of data meeting criteria: 7.03%\n",
      "Negative proportion of data meeting criteria: 100.00%\n"
     ]
    }
   ],
   "source": [
    "pos_too_much_data_mask = (\n",
    "    (user_intersting_clips[\"preference\"])\n",
    "    & (\n",
    "        (user_intersting_clips[\"reaction_play_count\"] >= 10)  # single play is super catchy\n",
    "        | (user_intersting_clips[\"concat_play_counts\"] >= 10)  # or the concat play is super catchy\n",
    "    )\n",
    "    # & (user_intersting_clips[\"user_n_clips\"] >= 40)\n",
    "    # & (user_intersting_clips[\"continued_parent\"].isna())\n",
    ")\n",
    "neg_too_much_data_mask = (\n",
    "    (~user_intersting_clips[\"preference\"])\n",
    "    & (user_intersting_clips[\"reaction_play_count\"] >= 1)  # single play is super catchy\n",
    "    # & (user_intersting_clips[\"user_n_clips\"] >= 40)\n",
    "    # & (user_intersting_clips[\"continued_parent\"].isna())\n",
    ")\n",
    "# Calculate and print the proportion of data that meets our criteria\n",
    "pos_proportion = pos_too_much_data_mask.sum() / user_intersting_clips.shape[0] * 2\n",
    "print(f\"Positive proportion of data meeting criteria: {pos_proportion:.2%}\")\n",
    "neg_proportion = neg_too_much_data_mask.sum() / user_intersting_clips.shape[0] * 2\n",
    "print(f\"Negative proportion of data meeting criteria: {neg_proportion:.2%}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:25:08.523643Z",
     "start_time": "2024-05-26T00:25:08.367348Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T15:49:28.651346Z",
     "iopub.status.busy": "2024-09-19T15:49:28.651159Z",
     "iopub.status.idle": "2024-09-19T15:50:25.576373Z",
     "shell.execute_reply": "2024-09-19T15:50:25.575743Z",
     "shell.execute_reply.started": "2024-09-19T15:49:28.651329Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model Name Value Counts for Preferred Clips:\n",
      "----------------------------------------------------------------------\n",
      "Model                               Count        Fraction\n",
      "----------------------------------------------------------------------\n",
      "chirp-v3p5-engine-s-8             252,885          66.35%\n",
      "chirp-v3p5-engine-t-3              35,192           9.23%\n",
      "chirp-v3p5-engine-s-8-revert_finfer     22,351           5.86%\n",
      "chirp-v3p5-engine-upload-4         20,021           5.25%\n",
      "chirp-v3p5-engine-s-24             16,570           4.35%\n",
      "chirp-v3p5-engine-evict             8,803           2.31%\n",
      "chirp-v3p5-engine-s-25              6,303           1.65%\n",
      "chirp-v3p5-engine-s-8-threadless      3,224           0.85%\n",
      "chirp-v3p5-engine-s-8-repro-4       2,904           0.76%\n",
      "chirp-v3p5-engine-s-8-overlap       2,306           0.61%\n",
      "chirp-v3p5-engine-s-8-128           2,293           0.60%\n",
      "chirp-v3p5-engine-s-8-n-1             875           0.23%\n",
      "chirp-v3p5-engine-s-25-b-1            825           0.22%\n",
      "chirp-v3p5-engine-oci                 803           0.21%\n",
      "chirp-v3p5-engine-s-25-b-2            614           0.16%\n",
      "chirp-v3p5-engine-t-3-15-b-1          525           0.14%\n",
      "chirp-v3p5-engine-s-8-repro-3         500           0.13%\n",
      "chirp-v3p5-engine-t-3-13-b-1          433           0.11%\n",
      "chirp-v3p5-engine-s-8-repro-2         422           0.11%\n",
      "chirp-v3p5-engine-s-8-repro           322           0.08%\n",
      "chirp-v3p5-engine-t-3-9               288           0.08%\n",
      "chirp-v3p5-engine-t-3-13              266           0.07%\n",
      "chirp-v3p5-engine-t-1-18-b-5          212           0.06%\n",
      "chirp-v3p5-engine-t-2-16              204           0.05%\n",
      "chirp-v3p5-engine-b                   203           0.05%\n",
      "chirp-v3p5-engine-t-1-18-b-10         202           0.05%\n",
      "chirp-v3p5-engine-t-1-18-b-20         182           0.05%\n",
      "chirp-v3p5-engine-ft-1                181           0.05%\n",
      "chirp-v3p5-engine-s-25-b-15           167           0.04%\n",
      "chirp-v3p5-engine-t-2-17              165           0.04%\n",
      "chirp-v3p5-engine-t-3-5               136           0.04%\n",
      "chirp-v3p5-engine-s-25-b-4            117           0.03%\n",
      "chirp-v3p5-engine-t-3-10              103           0.03%\n",
      "chirp-v3p5-engine-t-4-2                96           0.03%\n",
      "chirp-v3p5-engine-t-3-12-s8            77           0.02%\n",
      "chirp-v3p5-engine-t-4-0                72           0.02%\n",
      "chirp-v3p5-engine-t-4-1                67           0.02%\n",
      "chirp-v3p5-engine-t-3-r                61           0.02%\n",
      "chirp-v3p5-engine-t-3-b                60           0.02%\n",
      "chirp-v3p5-engine-t-4-3                43           0.01%\n",
      "chirp-v3p5-engine-t-2-10-r             40           0.01%\n",
      "chirp-v3p5-engine-short                 1           0.00%\n",
      "----------------------------------------------------------------------\n",
      "Total                             381,114         100.00%\n"
     ]
    }
   ],
   "source": [
    "final_good_enough_requests = set(\n",
    "    user_intersting_clips[pos_too_much_data_mask][\"request_id\"].unique()\n",
    ").intersection(set(user_intersting_clips[neg_too_much_data_mask][\"request_id\"].unique()))\n",
    "final_interesting_clips = user_intersting_clips[\n",
    "    user_intersting_clips[\"request_id\"].isin(final_good_enough_requests)\n",
    "].copy()\n",
    "# Get the value counts of model_name for preferred clips\n",
    "model_counts = final_interesting_clips[final_interesting_clips[\"preference\"]][\n",
    "    \"model_name\"\n",
    "].value_counts()\n",
    "\n",
    "# Print the results in a nicely formatted way\n",
    "total_count = model_counts.sum()\n",
    "print(\"Model Name Value Counts for Preferred Clips:\")\n",
    "print(\"-\" * 70)\n",
    "print(f\"{'Model':<30} {'Count':>10} {'Fraction':>15}\")\n",
    "print(\"-\" * 70)\n",
    "for model, count in model_counts.items():\n",
    "    fraction = count / total_count\n",
    "    print(f\"{model:<30} {count:>10,d} {fraction:>15.2%}\")\n",
    "print(\"-\" * 70)\n",
    "print(f\"{'Total':<30} {total_count:>10,d} {1:>15.2%}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:25:09.198504Z",
     "start_time": "2024-05-26T00:25:08.885507Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T15:50:25.577634Z",
     "iopub.status.busy": "2024-09-19T15:50:25.577463Z",
     "iopub.status.idle": "2024-09-19T15:50:38.618011Z",
     "shell.execute_reply": "2024-09-19T15:50:38.617391Z",
     "shell.execute_reply.started": "2024-09-19T15:50:25.577618Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Validation passed!\n"
     ]
    }
   ],
   "source": [
    "validate_preference_data(final_interesting_clips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T15:50:38.618987Z",
     "iopub.status.busy": "2024-09-19T15:50:38.618818Z",
     "iopub.status.idle": "2024-09-19T15:50:47.635446Z",
     "shell.execute_reply": "2024-09-19T15:50:47.634810Z",
     "shell.execute_reply.started": "2024-09-19T15:50:38.618970Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of rows in final_interesting_clips for model chirp-v3p5-engine-t-3:\n",
      "70,328\n",
      "done (762228, 57)\n"
     ]
    }
   ],
   "source": [
    "# Get the number of rows for final_interesting_clips with the specific model\n",
    "row_count = final_interesting_clips[final_interesting_clips[\"model_name\"] == target_model_name].shape[0]\n",
    "\n",
    "# Print the row count in a nicely formatted way\n",
    "print(f\"Number of rows in final_interesting_clips for model {target_model_name}:\")\n",
    "print(f\"{row_count:,}\")\n",
    "print(\"done\", final_interesting_clips.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# For faster processing once"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:25:10.265241Z",
     "start_time": "2024-05-26T00:25:09.934743Z"
    },
    "execution": {
     "iopub.execute_input": "2024-09-19T15:50:47.637182Z",
     "iopub.status.busy": "2024-09-19T15:50:47.636765Z",
     "iopub.status.idle": "2024-09-19T15:50:57.501512Z",
     "shell.execute_reply": "2024-09-19T15:50:57.500877Z",
     "shell.execute_reply.started": "2024-09-19T15:50:47.637164Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Unique Users:\n",
      "--------------------\n",
      "3,813,855\n",
      "--------------------\n",
      "created_at\n",
      "2024-08-28    24\n",
      "2024-08-29     8\n",
      "2024-08-30     6\n",
      "2024-08-27     4\n",
      "Name: count, dtype: int64\n",
      "(42, 47)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>password</th>\n",
       "      <th>last_login</th>\n",
       "      <th>is_superuser</th>\n",
       "      <th>username</th>\n",
       "      <th>first_name</th>\n",
       "      <th>last_name</th>\n",
       "      <th>email</th>\n",
       "      <th>is_staff</th>\n",
       "      <th>is_active</th>\n",
       "      <th>date_joined</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>27205089</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>perkintonpatricia441@gmail.com</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>perkintonpatricia441@gmail.com</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>2024-07-08 16:16:06.847119+00:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         id password last_login  is_superuser                        username first_name last_name                           email  is_staff  is_active                      date_joined\n",
       "0  27205089                None         False  perkintonpatricia441@gmail.com                       perkintonpatricia441@gmail.com     False       True 2024-07-08 16:16:06.847119+00:00"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Calculate the number of unique users\n",
    "total_unique_users = clip_df[\"user_id\"].nunique()\n",
    "\n",
    "# Print the result in a nicely formatted way\n",
    "print(\"Total Unique Users:\")\n",
    "print(\"-\" * 20)\n",
    "print(f\"{total_unique_users:,}\")\n",
    "print(\"-\" * 20)\n",
    "\n",
    "# This can take a while cause we have a lot of users...\n",
    "# query = \"\"\"\n",
    "# SELECT *\n",
    "# FROM auth_user\n",
    "# \"\"\"\n",
    "# user_df = pd.read_sql_query(query, engine)\n",
    "# user_df.head()\n",
    "\n",
    "test_user_id = 4688272\n",
    "print(\n",
    "    clip_df[clip_df[\"user_id\"] == test_user_id][\"created_at\"].apply(lambda x: str(x)[:10]).value_counts()\n",
    ")\n",
    "print(clip_df[clip_df[\"user_id\"] == test_user_id].shape)\n",
    "query = \"\"\"\n",
    "SELECT *\n",
    "FROM auth_user\n",
    "WHERE id=27205089\n",
    "\"\"\"\n",
    "# 3 keenan\n",
    "# 6 martin\n",
    "# 8 tony -- that's me!\n",
    "# 186417 georg\n",
    "test_user_df = pd.read_sql_query(query, engine)\n",
    "test_user_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Find some weird generations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T15:50:57.502613Z",
     "iopub.status.busy": "2024-09-19T15:50:57.502329Z",
     "iopub.status.idle": "2024-09-19T15:57:39.728562Z",
     "shell.execute_reply": "2024-09-19T15:57:39.727837Z",
     "shell.execute_reply.started": "2024-09-19T15:50:57.502598Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape of no_reaction_clip_df:\n",
      "(25161310, 47)\n",
      "\n",
      "Proportion of clips without reactions:\n",
      "24.40%\n",
      "Ratio of clips without reactions to total clips from the same users:\n",
      "0.6706\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "free 148678\n",
      "pro 9225\n",
      "Ratio of clips from super bad users: 6.18%\n",
      "DONE\n"
     ]
    }
   ],
   "source": [
    "run_bot_detection(clip_df, reaction_df, write_to_file=True, cut_off_freq=0.95)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Alpha testing user selection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T15:57:39.729753Z",
     "iopub.status.busy": "2024-09-19T15:57:39.729449Z",
     "iopub.status.idle": "2024-09-19T15:57:51.443937Z",
     "shell.execute_reply": "2024-09-19T15:57:51.443274Z",
     "shell.execute_reply.started": "2024-09-19T15:57:39.729737Z"
    }
   },
   "outputs": [],
   "source": [
    "# Alpha testing user selection\n",
    "# we focus on the folks who are good good\n",
    "\n",
    "# # 0526 is v2 -- prod\n",
    "# # 0529 is v4 -- still good IMO, more data\n",
    "# early_v3p5_data = pd.read_csv(\"/home/tony/Data/Preference/13b_v0/interesting_clips_20240529.csv\")\n",
    "\n",
    "# print(\"uqniue users for vp5\", early_v3p5_data[\"user_id\"].nunique())\n",
    "\n",
    "# early_v3_data = pd.read_csv(\"/home/tony/Data/Preference/7b_v0_interesting_clips.csv\")\n",
    "\n",
    "# print(\"uqniue users for v3\", early_v3_data[\"user_id\"].nunique())\n",
    "\n",
    "# early_v2_data = pd.read_csv(\"/home/tony/Data/Preference/3b_v0_interesting_clips.csv\")\n",
    "\n",
    "# print(\"uqniue users for v2\", early_v2_data[\"user_id\"].nunique())\n",
    "\n",
    "# intersection_user_ids_super = set(early_v3p5_data[\"user_id\"].unique()).intersection(set(early_v3_data[\"user_id\"].unique())).intersection(set(early_v2_data[\"user_id\"].unique()))\n",
    "\n",
    "# intersection_user_ids_v3_on = set(early_v3p5_data[\"user_id\"].unique()).intersection(set(early_v3_data[\"user_id\"].unique())).difference(intersection_user_ids_super)\n",
    "\n",
    "# print(len(intersection_user_ids_super), len(intersection_user_ids_v3_on))\n",
    "\n",
    "# super_user_df = user_df[user_df[\"id\"].isin(intersection_user_ids_super)].copy()\n",
    "# print(super_user_df.shape)\n",
    "# v3_onward_user_df = user_df[user_df[\"id\"].isin(intersection_user_ids_v3_on)].copy()\n",
    "# print(v3_onward_user_df.shape)\n",
    "# super_user_df.to_csv(\"/home/tony/Data/Preference/alpha_users/super_user.csv\", index=False)\n",
    "# v3_onward_user_df.to_csv(\"/home/tony/Data/Preference/alpha_users/v3_onward_user.csv\", index=False)\n",
    "# print(\"Done!!\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# User generated clips lifetime filter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T15:57:51.444973Z",
     "iopub.status.busy": "2024-09-19T15:57:51.444806Z",
     "iopub.status.idle": "2024-09-19T16:01:24.486519Z",
     "shell.execute_reply": "2024-09-19T16:01:24.485908Z",
     "shell.execute_reply.started": "2024-09-19T15:57:51.444957Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(4971372, 25)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "count    4.971372e+06\n",
       "mean     1.276319e+02\n",
       "std      5.747128e+02\n",
       "min      2.000000e+01\n",
       "25%      2.600000e+01\n",
       "50%      4.200000e+01\n",
       "75%      9.000000e+01\n",
       "max      3.268050e+05\n",
       "Name: total_clips, dtype: float64"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query = \"\"\"\n",
    "SELECT *\n",
    "FROM bots_userstats\n",
    "WHERE total_clips>=20\n",
    "\"\"\"\n",
    "user_stats_df = pd.read_sql_query(query, engine)\n",
    "print(user_stats_df.shape)\n",
    "user_stats_df[\"total_clips\"].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T16:01:24.487645Z",
     "iopub.status.busy": "2024-09-19T16:01:24.487342Z",
     "iopub.status.idle": "2024-09-19T16:01:31.762351Z",
     "shell.execute_reply": "2024-09-19T16:01:31.761740Z",
     "shell.execute_reply.started": "2024-09-19T16:01:24.487629Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1147879\n"
     ]
    }
   ],
   "source": [
    "top_users = user_stats_df[user_stats_df[\"total_clips\"] >= 100][\"user_id\"].unique()\n",
    "print(len(top_users))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-21T19:35:17.755108Z",
     "iopub.status.busy": "2024-06-21T19:35:17.754937Z",
     "iopub.status.idle": "2024-06-21T19:35:17.774581Z",
     "shell.execute_reply": "2024-06-21T19:35:17.774106Z",
     "shell.execute_reply.started": "2024-06-21T19:35:17.755091Z"
    }
   },
   "source": [
    "# Snow flake access"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T16:01:31.763321Z",
     "iopub.status.busy": "2024-09-19T16:01:31.763146Z",
     "iopub.status.idle": "2024-09-19T16:01:38.979239Z",
     "shell.execute_reply": "2024-09-19T16:01:38.978616Z",
     "shell.execute_reply.started": "2024-09-19T16:01:31.763305Z"
    }
   },
   "outputs": [],
   "source": [
    "if not os.path.exists(snow_password_path):\n",
    "    raise Exception(\"you are not authorized to access snowflake -- please setup\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T16:01:38.981346Z",
     "iopub.status.busy": "2024-09-19T16:01:38.981159Z",
     "iopub.status.idle": "2024-09-19T16:01:47.430461Z",
     "shell.execute_reply": "2024-09-19T16:01:47.429868Z",
     "shell.execute_reply.started": "2024-09-19T16:01:38.981330Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PROD\n"
     ]
    }
   ],
   "source": [
    "snow_session = Session.builder.configs(CONNECTION_PARAMETERS).create()\n",
    "\n",
    "snow_root = Root(snow_session)\n",
    "snow_schema = snow_root.databases[\"SUNO_PROD\"].schemas[\"PROD\"]\n",
    "print(snow_schema.name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T16:09:05.068263Z",
     "iopub.status.busy": "2024-09-19T16:09:05.067830Z",
     "iopub.status.idle": "2024-09-19T16:09:10.402027Z",
     "shell.execute_reply": "2024-09-19T16:09:10.401365Z",
     "shell.execute_reply.started": "2024-09-19T16:09:05.068244Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(509551, 57)\n",
      "(372962, 57)\n"
     ]
    }
   ],
   "source": [
    "# select the df we want to squery for play counts\n",
    "subset_v4_clips_df_all = final_interesting_clips[\n",
    "    final_interesting_clips[\"model_name\"] == target_model_name\n",
    "].copy()\n",
    "print(subset_v4_clips_df_all.shape)\n",
    "pair_request_mask = subset_v4_clips_df_all[\"request_id\"].isin(\n",
    "    subset_v4_clips_df_all[\"request_id\"]\n",
    "    .value_counts()\n",
    "    .index[subset_v4_clips_df_all[\"request_id\"].value_counts() == 2]\n",
    ")\n",
    "subset_v4_clips_df = subset_v4_clips_df_all[pair_request_mask].copy()\n",
    "print(subset_v4_clips_df.shape)\n",
    "v4_clip_ids = list(str(s) for s in subset_v4_clips_df[\"id\"].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T16:09:10.403290Z",
     "iopub.status.busy": "2024-09-19T16:09:10.403116Z",
     "iopub.status.idle": "2024-09-19T16:11:05.743654Z",
     "shell.execute_reply": "2024-09-19T16:11:05.743010Z",
     "shell.execute_reply.started": "2024-09-19T16:09:10.403274Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|                                                                                                                         | 0/4 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of clip IDs in this chunk: 100000\n",
      "Length of the ID query string: 3899999\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 25%|████████████████████████████▎                                                                                    | 1/4 [00:30<01:31, 30.44s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of clip IDs in this chunk: 100000\n",
      "Length of the ID query string: 3899999\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 50%|████████████████████████████████████████████████████████▌                                                        | 2/4 [01:01<01:01, 30.65s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of clip IDs in this chunk: 100000\n",
      "Length of the ID query string: 3899999\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 75%|████████████████████████████████████████████████████████████████████████████████████▊                            | 3/4 [01:31<00:30, 30.61s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of clip IDs in this chunk: 72962\n",
      "Length of the ID query string: 2845517\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 4/4 [01:54<00:00, 28.65s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "snow_batch_size = 100_000\n",
    "snow_results = []\n",
    "for clip_ids_chunk in tqdm.tqdm(\n",
    "    [v4_clip_ids[i : i + snow_batch_size] for i in range(0, len(v4_clip_ids), snow_batch_size)]\n",
    "):\n",
    "    id_query_str = \",\".join(\"'\" + x + \"'\" for x in clip_ids_chunk)\n",
    "    print(f\"Number of clip IDs in this chunk: {len(clip_ids_chunk)}\")\n",
    "    print(f\"Length of the ID query string: {len(id_query_str)}\")\n",
    "\n",
    "    session_query = snow_session.sql(\n",
    "        f\"\"\" select *\n",
    "        from ML_SONG_SUMMARY_INFO\n",
    "        where p_date = DATE(SYSDATE() - INTERVAL '2 HOUR')\n",
    "        and p_hour = hour(SYSDATE() - INTERVAL '2 HOUR')\n",
    "        and song_id in ({id_query_str})\n",
    "        order by p_hour desc;\"\"\"\n",
    "    )\n",
    "    temp_df_snow_test = pd.DataFrame(session_query.collect())\n",
    "    snow_results.append(temp_df_snow_test)\n",
    "print(len(snow_results))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T16:11:05.744650Z",
     "iopub.status.busy": "2024-09-19T16:11:05.744484Z",
     "iopub.status.idle": "2024-09-19T16:11:07.299788Z",
     "shell.execute_reply": "2024-09-19T16:11:07.299141Z",
     "shell.execute_reply.started": "2024-09-19T16:11:05.744633Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape of df_snow_test:\n",
      "Rows: 353297\n",
      "Columns: 10\n"
     ]
    }
   ],
   "source": [
    "df_snow_test = pd.concat(snow_results)\n",
    "df_snow_test = df_snow_test.rename(columns=lambda x: x.lower())\n",
    "df_snow_test = df_snow_test.rename(columns={\"song_id\": \"str_id\"})\n",
    "print(\"Shape of df_snow_test:\")\n",
    "print(f\"Rows: {df_snow_test.shape[0]}\")\n",
    "print(f\"Columns: {df_snow_test.shape[1]}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T16:11:07.301622Z",
     "iopub.status.busy": "2024-09-19T16:11:07.301163Z",
     "iopub.status.idle": "2024-09-19T16:11:08.653495Z",
     "shell.execute_reply": "2024-09-19T16:11:08.652850Z",
     "shell.execute_reply.started": "2024-09-19T16:11:07.301604Z"
    }
   },
   "outputs": [],
   "source": [
    "subset_v4_clips_df[\"str_id\"] = subset_v4_clips_df[\"id\"].astype(str)\n",
    "subset_v4_clips_df_test = subset_v4_clips_df.merge(df_snow_test, on=\"str_id\", how=\"left\")\n",
    "subset_v4_clips_df_test[\"norm_play_frac\"] = (\n",
    "    subset_v4_clips_df_test[\"total_play_time\"].fillna(0) / subset_v4_clips_df_test[\"duration\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T16:11:08.654491Z",
     "iopub.status.busy": "2024-09-19T16:11:08.654327Z",
     "iopub.status.idle": "2024-09-19T16:11:10.239561Z",
     "shell.execute_reply": "2024-09-19T16:11:10.239001Z",
     "shell.execute_reply.started": "2024-09-19T16:11:08.654474Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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QX5x+/frpww8/VFFRkTIzM4PLzzrrLKWkpNR7f2vWrNGSJUuUl5cXsnzWrFl69913dffddys9PV0zZszQVVddpSVLlkiS/H6/Lr30UuXk5GjJkiX67bffNGnSJFmWpeuvv16StHnzZl166aU655xzNG/ePK1atUq33nqrOnTooEGDBjXk7SORGWa9h6ECAAAgsQwZMiTqtCBvv/12M0YDhGeYRtii4lLkRIQk2YGKC5PqCZFYTyuF1i+eSYVEEq4faksqVE8eNFXf1Wd6rWgxREqUREs21KkgusevgGkH25ti6i8AaCoN+s09ZswY3XfffSFJDUlq166drrjiCj355JN13ldxcbFuvPFGzZw5Uw8++GBw+e7du/XCCy9o3rx56t+/v6SKRMewYcO0evVq9erVS++//742bNighQsXKicnR4cddpiuvfZazZs3T1dddZVcLpeWLFmi/fbbT5MnT5Ykde7cWZ999pkef/xxEhutjcMlp8NQivdXVX+CIWBlqETu+MQFAACAevnTn/4U8rq8vFxff/213n//fY0bNy5OUQHh1TcRESkhEutppYC2rjVOdRbuPUVKNsS65kpDRo0AQFNq0G/0jz/+WD6fr8Zyj8ejzz77rF77mj59ugYPHqwBAwaEJDbWrl0rn8+nAQMGBJd17txZnTp1CiY2Vq9erdzc3JCpqfLz8zV16lRt2LBBhx9+uFavXh1MjFRdZ9asWfWKU4pv7bLgsY1IJZyCzfVaHutt4hqDw5LhLZa9caVsT/Ge9VypMnNPlGGlqPKPL3XoGq6y7+jDxqEfG48+jA36MTbox8ajD2Mj3v0Yq+NWT2xUWrRokdauXRubgwBx1lzTSgFovaIlG2Jdc6Uho0ZqE6kGSEPqhjR01Eik/VFEHUh89UpsfPPNN8H/3rBhg7Zu3Rp8HQgEtHLlSu2111513t8rr7yir7/+Ws8//3yNtm3btsmyLGVkZIQsz87ODh5327ZtIUkNScHXta1TVFSksrIyJScn1zne7Oz0Oq/bJHYUKCXZJZlJocuTLclhKiXZCm2LtDzW2yRYDG7TJzmqJN4cPinJUnL7tOCiuP8sWwH6MDbox8ajD2ODfowN+rHx6MPYaK39eOyxx+rOO++kuDgAAKpbLY9YP+1Qn1EjUuQkQLQaIA2pG9KQUSOR9kcRdaBlqFdi44wzzpBhGDIMI+xTVMnJybr11lvrtK9ffvlFt99+ux577DElJSXVvkECKCjYHbdfWqZpKMuQSsq8UpkntNHhU5I/IE+ZL7Qt0vJYb5PoMfgtmR6figuKJNnKzk6P68+ypTMM0YcxQD82Hn0YG/RjbNCPjUcfxka8+7Hy+E3ltddeU7t27Zps/wBqYZhyuwylVZnGxu1yyGS0HRBX8Zx2K9qoEUlKS3LKCnNSYhiGij01a4A0pG5IQ0eNRNofRdSBlqFev+Xefvtt2batoUOH6rnnnlNWVlawzbIsZWdny+Fw1GlfX331lQoKCjRq1KjgMr/fr08++USLFi3So48+Kp/Pp8LCwpBRGwUFBerQoYOkipEXa9asCdnvtm3bJClkncplVddJS0ur12gNSbJtxe1C264cAWfX/DNR9RzSrsPyWG/TomKw9/w/f38ahz6MDfqx8ejD2KAfY4N+bDz6MDZaej9WPlBVybZtbdu2Tdu3b9eUKVPiGBnQdplWkpItU0dnFak03R9c7rbKlWWlyOUM86g2gFYv2qiRzBSXjjtsLxWVBxRpqqxwNUAaUjekMarvr7Yi6gASQ70SG/vuu6+k0CmpGuqYY47R8uXLQ5bddNNNOuSQQ3TJJZdon332kWVZWrVqlU4++WRJ0qZNm7Rlyxb16tVLktSrVy/Nnz9fBQUFys7OliR98MEHSktLU5cuXYLrvPfeeyHH+eCDD4L7AAAAAJBYhg4dGvLaMAxlZWXp6KOPVufOneMUFdC2mQ5LprdI5evfUGnhruByKyNTzowRcjJsA2jTIo0aqe9UWQ2tG9KQ6bAAtGwNHpf2ww8/6KOPPlJBQYECgdAiZ1dddVWt26elpSk3NzdkWUpKitq1axdcPnr0aM2ZM0eZmZlKS0vTzJkz1bt372BSIj8/X126dNHEiRN14403auvWrbr77rt13nnnyeVySZLOOeccLVq0SHPnztXo0aP14Ycf6tVXX9VDDz3U0LcOAAAAoAnV5XoCQHz4yorkLSnc89pVt1kbALRd9ZkqqyF1Q2qbDivWNTEiJVFIoADNq0GJjWeffVZTp05V+/btlZOTEzJM3DCMmF2I3HzzzTJNU9dcc428Xq/y8/NDhp47HA7Nnz9fU6dO1dlnny23262RI0fqmmuuCa6z//7766GHHtLs2bP15JNPau+999bMmTM1aNCgmMQIAAAAIPb8fr/eeustbdy4UZJ06KGHasiQIXWe+hYAALRcsUqGxLomRrQkCkXFgebVoMTGgw8+qD//+c8aP358TIN56qmnQl4nJSVpypQpUefR3XfffbVgwYKo++3Xr5+WLVsWixABAAAANLEff/xR48eP1//+9z8dfPDBkqSHH35Ye++9tx5++GEdcMABcY4QAAAkmkg1MWqr2VEfkZIoFBUHml+DEhu7du3SKaecEutYAAAAAEAzZ87U/vvvr2eeeUbt2rWTJO3YsUM33nijZs6cqYcffji+AQIAgBahoTU7ahPLwuKGET7J0pxTW1Ue3jCMkJm+mF4LiaxBiY0//OEPev/993XuuefGOh4AAAAAbdwnn3wSktSQpPbt22vChAlcgwAAgDprSM2O5mQYks8wVeytmSRJS3LKipBViGXCwTAkn0xt3l4ij9cf0sb0WkhkDUpsHHjggbrnnnv0xRdfKDc3V05n6G7GjBkTk+AAAAAAtD0ul0vFxcU1lhcXF8uyrDhEhERlSDVuSMXv9hQAIFHVp2ZHQ0Wa8qqCrXB/oQzDULGnXP/65jeVVIkvM8Wl4w7bS0XlATV1QXTDMFTkLdeqH3Zo+67S4HKm10Kia9A3+JlnnlFKSoo+/vhjffzxxyFthmGQ2AAAAADQYMcdd5z+8pe/6Pbbb1ePHj0kSV988YWmTp2qIUOGxDk6JApbkidgK+APhCx3BGy54xMSAKCNijbllWlIyS5nSOKiUuV0WCWe8pDES0qSs9kKolcq9cZuei2gOTQosfHPf/4z1nEAAAAAgCTp1ltv1aRJk3T22WcHR4f7/X4NGTJEt9xyS5yjQ0IwDAUkbdlZqsKdu0OastROB/FkKQCgGdVlyquGTIdV34Lo1MRAWxLbMVcAAAAA0EgZGRl68MEH9eOPP2rjxo2SpM6dO+vAAw+Mc2RIND5/QN5qIzZ81V4DANBcok15FavpsKKNDok2RVWkIuXhlgEtQYMSGzfddFPU9tmzZzcoGAAAAACodOCBByZEMqOwsFAXXnih/H6//H6/xowZo7POOiveYQGJwzDldhlKq3aDzu1yyOR+GQDEVKTRISlJTp1wWEcluZw1pqgyDMlrV9TSqK5yOqxwotUNYXQI4q1BiY3CwsKQ1+Xl5fruu+9UWFioY445JiaBATFlmCEZaMMwgqP8+EUMAACQWK6++mp1795d48ePD1m+YMECffnll7r33nubNZ7U1FQtWrRIbrdbJSUlOu2003TiiSeqffv2zRoHkIhMK0nJlqmjs4pUmu4PaXNb5cqyUuRyhq2kCwBohOojQKKN5HCYhnwB6d1qRcqlKtNhVRNtf1JsC5gDDdGgxMb9999fY1kgENDUqVO1//77NzooIKYcLjkdhlK8v0qypR2WUn2+YHPAylCJ3PwiBgAASBCffPKJrrrqqhrLjz32WC1cuLDZ43E4HHK7K8pRe71eSYppsU6gJTMdlkxvkcrXv6HSwl0hbVZGppwZI+Rk2AYANLm61PkoCVMgPNJ0WNH211QFzIH6iNljE6Zp6sILL9QTTzwRq10CseGwZHiLZX/3hgJrl0lf/58Ca5dV/Pv2TZm+QuYTBAAASCAlJSWyLKvGcqfTqaKionrv75NPPtFll12m/Px85eXl6a233qqxzqJFizRkyBB1795dZ555ptasWRPSXlhYqBEjRmjw4MEaN26csrJqPtkItGW+siJ5SwpD/vnK6v99BQA0TuVIjqr/Sr3+2jesx/6qj/oA4iGm40E3b96s8nI+2EhMtrdE8hRJ3mLJUyS78r8BAACQUHJzc7VixYoay1esWKEuXbrUe38lJSXKy8vTlClTwravWLFCs2fP1pVXXqmlS5eqa9euGjdunAoKCoLrZGRk6KWXXtLbb7+t5cuXa9u2bfWOAwAAoLXYU38j9B/PDqO5NGgqqurFwW3b1tatW/XOO+9o5MiRMQkMAAAAQNt0xRVX6Oqrr9bmzZuDNfxWrVqlV155Rffcc0+99zd48GANHjw4YvvChQt11llnafTo0ZKkadOm6Z133tELL7xQo85HTk6Ounbtqk8//VR/+MMf6h0LGsaQVPVOCfdMAACIn2j1N9KSnLIiTE+VyHVujd8TNeEkctxtWYMSG19//XXIa9M0lZWVpcmTJwcvBgAAAACgIYYMGaL7779f8+fP1+uvv66kpCTl5eVp4cKFOvroo2N6LK/Xq6+++kqXXnppcJlpmhowYIA+//xzSdK2bduUnJystLQ07d69W59++qnOPffceh8rnk8wBo8dJYZo4UVqa8g29dqfUXG7xBOwFfAHgosdAVvuKPtHeG01IWQaUorLoap3pdwuh9py6Q+eqEZVhiFu2kJS3T8LkepvZKa4dNxhe6moPKBwBcfTXE5ZRuIVHDcMySdTRd7wMxElatyxVvm3ISHOWeugQYmNp556qiGbAQAAAECdHHfccTruuOOa/Dg7duyQ3+9XdnZ2yPLs7Gxt2rRJkrRlyxbddtttvz+tZ+v8889XXl5evY+VnZ0ek5gbqvh/ktPpkGXtuQx0Oh0yDEPuZEsyk0I3SLYkh6mU6m2Rlje0Ldo2SZZ8hqHfCj3avbs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",
      "text/plain": [
       "<Figure size 1600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a figure with two subplots\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(16, 6))\n",
    "\n",
    "# First subplot: Total play duration\n",
    "pos_play_time = subset_v4_clips_df_test[subset_v4_clips_df_test[\"preference\"]][\"total_play_time\"]\n",
    "neg_play_time = subset_v4_clips_df_test[~subset_v4_clips_df_test[\"preference\"]][\"total_play_time\"]\n",
    "\n",
    "pos_play_time.hist(\n",
    "    bins=np.linspace(0, 400, 100),\n",
    "    alpha=0.5,\n",
    "    label=f\"pos (mean={pos_play_time.mean():.2f}, median={pos_play_time.median():.2f})\",\n",
    "    ax=ax1,\n",
    ")\n",
    "neg_play_time.hist(\n",
    "    bins=np.linspace(0, 400, 100),\n",
    "    alpha=0.5,\n",
    "    label=f\"neg (mean={neg_play_time.mean():.2f}, median={neg_play_time.median():.2f})\",\n",
    "    ax=ax1,\n",
    ")\n",
    "ax1.legend()\n",
    "ax1.set_xlabel(\"Total play duration in seconds\")\n",
    "ax1.set_ylabel(\"counts\")\n",
    "ax1.set_title(\"Play duration comparison\")\n",
    "\n",
    "# Second subplot: Normalized play fraction\n",
    "pos_norm_play_frac = subset_v4_clips_df_test[subset_v4_clips_df_test[\"preference\"]][\"norm_play_frac\"]\n",
    "neg_norm_play_frac = subset_v4_clips_df_test[~subset_v4_clips_df_test[\"preference\"]][\"norm_play_frac\"]\n",
    "\n",
    "pos_norm_play_frac.hist(\n",
    "    bins=np.linspace(0, 10, 100),\n",
    "    alpha=0.5,\n",
    "    label=f\"pos (mean={pos_norm_play_frac.mean():.2f}, median={pos_norm_play_frac.median():.2f})\",\n",
    "    ax=ax2,\n",
    ")\n",
    "neg_norm_play_frac.hist(\n",
    "    bins=np.linspace(0, 10, 100),\n",
    "    alpha=0.5,\n",
    "    label=f\"neg (mean={neg_norm_play_frac.mean():.2f}, median={neg_norm_play_frac.median():.2f})\",\n",
    "    ax=ax2,\n",
    ")\n",
    "ax2.legend()\n",
    "ax2.set_xlabel(\"Normalized play counts (play duration/duration)\")\n",
    "ax2.set_ylabel(\"Log counts\")\n",
    "ax2.set_yscale(\"log\")\n",
    "ax2.set_title(\"Normalized play duration comparison (Log scale)\")\n",
    "\n",
    "# Adjust layout and display the plot\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T16:11:10.240529Z",
     "iopub.status.busy": "2024-09-19T16:11:10.240365Z",
     "iopub.status.idle": "2024-09-19T16:11:10.989077Z",
     "shell.execute_reply": "2024-09-19T16:11:10.988435Z",
     "shell.execute_reply.started": "2024-09-19T16:11:10.240513Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fraction of clips that pass the play duration cut: 0.6076\n",
      "Number of unique requests passing play duration criteria: 126275\n",
      "Fraction of unique requests that pass play duration criteria: 0.6771\n"
     ]
    }
   ],
   "source": [
    "play_duration_mask = (\n",
    "    subset_v4_clips_df_test[\"preference\"]\n",
    "    & (subset_v4_clips_df_test[\"norm_play_frac\"] >= 0.95)\n",
    "    & (subset_v4_clips_df_test[\"total_play_time\"] >= 10)\n",
    "    & (subset_v4_clips_df_test[\"user_id\"].isin(top_users))\n",
    ") | (\n",
    "    (~subset_v4_clips_df_test[\"preference\"])\n",
    "    & (subset_v4_clips_df_test[\"norm_play_frac\"] <= 3.1)\n",
    "    & (subset_v4_clips_df_test[\"total_play_time\"] >= 10)\n",
    "    & (subset_v4_clips_df_test[\"user_id\"].isin(top_users))\n",
    ")\n",
    "# Calculate the fraction of clips that pass the play duration cut\n",
    "frac_pass_play_duration = play_duration_mask.sum() / subset_v4_clips_df_test.shape[0]\n",
    "\n",
    "# Print the result with a formatted string\n",
    "print(f\"Fraction of clips that pass the play duration cut: {frac_pass_play_duration:.4f}\")\n",
    "\n",
    "# Get unique request IDs that pass the play duration criteria\n",
    "unique_requests_pass_play_durations = subset_v4_clips_df_test[play_duration_mask][\"request_id\"].unique()\n",
    "\n",
    "# Print the number of unique requests that pass the play duration criteria\n",
    "print(\n",
    "    f\"Number of unique requests passing play duration criteria: {len(unique_requests_pass_play_durations)}\"\n",
    ")\n",
    "\n",
    "# Calculate the fraction of unique requests that pass play duration criteria\n",
    "fraction_requests_pass = (\n",
    "    len(unique_requests_pass_play_durations) / subset_v4_clips_df_test[\"request_id\"].nunique()\n",
    ")\n",
    "\n",
    "# Print the result with a formatted string\n",
    "print(f\"Fraction of unique requests that pass play duration criteria: {fraction_requests_pass:.4f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T16:11:10.990043Z",
     "iopub.status.busy": "2024-09-19T16:11:10.989879Z",
     "iopub.status.idle": "2024-09-19T16:11:12.736553Z",
     "shell.execute_reply": "2024-09-19T16:11:12.735879Z",
     "shell.execute_reply.started": "2024-09-19T16:11:10.990027Z"
    }
   },
   "outputs": [],
   "source": [
    "subset_v4_clips_df_pass_duration = subset_v4_clips_df_test[play_duration_mask].copy()\n",
    "play_duration_mask_request_mask = subset_v4_clips_df_pass_duration[\"request_id\"].isin(\n",
    "    subset_v4_clips_df_pass_duration[\"request_id\"]\n",
    "    .value_counts()\n",
    "    .index[subset_v4_clips_df_pass_duration[\"request_id\"].value_counts() == 2]\n",
    ")\n",
    "final_subset_v4_clips_df = subset_v4_clips_df_pass_duration[play_duration_mask_request_mask].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T16:11:12.737554Z",
     "iopub.status.busy": "2024-09-19T16:11:12.737392Z",
     "iopub.status.idle": "2024-09-19T16:11:13.218047Z",
     "shell.execute_reply": "2024-09-19T16:11:13.217415Z",
     "shell.execute_reply.started": "2024-09-19T16:11:12.737538Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of unique request IDs: 100,349, Total 186481\n"
     ]
    }
   ],
   "source": [
    "# Count and print the number of unique request IDs\n",
    "unique_request_count = final_subset_v4_clips_df[\"request_id\"].nunique()\n",
    "print(\n",
    "    f\"Number of unique request IDs: {unique_request_count:,}, Total {subset_v4_clips_df_test['request_id'].nunique()}\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T16:11:13.219047Z",
     "iopub.status.busy": "2024-09-19T16:11:13.218886Z",
     "iopub.status.idle": "2024-09-19T16:11:13.278131Z",
     "shell.execute_reply": "2024-09-19T16:11:13.277655Z",
     "shell.execute_reply.started": "2024-09-19T16:11:13.219031Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(task\n",
       "           329314\n",
       " extend     43648\n",
       " Name: count, dtype: int64,\n",
       " task\n",
       "           173398\n",
       " extend     27300\n",
       " Name: count, dtype: int64)"
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "subset_v4_clips_df_test[\"task\"].value_counts(), final_subset_v4_clips_df[\"task\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T20:27:48.871265Z",
     "iopub.status.busy": "2024-09-19T20:27:48.870858Z",
     "iopub.status.idle": "2024-09-19T20:27:55.099429Z",
     "shell.execute_reply": "2024-09-19T20:27:55.098782Z",
     "shell.execute_reply.started": "2024-09-19T20:27:48.871245Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(200698, 68)\n"
     ]
    }
   ],
   "source": [
    "# final_subset_v4_clips_df.to_pickle(\n",
    "#     \"/home/tony/Data/Preference/30b_v2/interesting_clips_13b_s8_20240919_full_l10.pkl\",\n",
    "# )\n",
    "print(final_subset_v4_clips_df.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T16:11:13.310380Z",
     "iopub.status.busy": "2024-09-19T16:11:13.310240Z",
     "iopub.status.idle": "2024-09-19T16:11:13.352363Z",
     "shell.execute_reply": "2024-09-19T16:11:13.351926Z",
     "shell.execute_reply.started": "2024-09-19T16:11:13.310366Z"
    }
   },
   "outputs": [],
   "source": [
    "# subset_v4_clips_df.to_pickle(\n",
    "#     \"/home/tony/Data/Preference/30b_v2/interesting_clips_v4_t_3_20240901_full.pkl\",\n",
    "# )\n",
    "# print(subset_v4_clips_df.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T16:11:13.353057Z",
     "iopub.status.busy": "2024-09-19T16:11:13.352913Z",
     "iopub.status.idle": "2024-09-19T16:11:13.397563Z",
     "shell.execute_reply": "2024-09-19T16:11:13.397138Z",
     "shell.execute_reply.started": "2024-09-19T16:11:13.353044Z"
    }
   },
   "outputs": [],
   "source": [
    "# subset_v4_clips_df_test[subset_v4_clips_df_test[\"task\"] == \"infill\"][\"id_x\"] #[\"total_play_time\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-09-19T16:11:13.398278Z",
     "iopub.status.busy": "2024-09-19T16:11:13.398143Z",
     "iopub.status.idle": "2024-09-19T16:11:17.414989Z",
     "shell.execute_reply": "2024-09-19T16:11:17.414440Z",
     "shell.execute_reply.started": "2024-09-19T16:11:13.398266Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "task\n",
       "                      90253485\n",
       "extend                11522827\n",
       "cover                  1361662\n",
       "infill                    1268\n",
       "artist_consistency         868\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clip_df[\"task\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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