{ "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": "2025-05-01T12:06:21.680985Z", "iopub.status.busy": "2025-05-01T12:06:21.680850Z", "iopub.status.idle": "2025-05-01T12:06:21.838929Z", "shell.execute_reply": "2025-05-01T12:06:21.838477Z", "shell.execute_reply.started": "2025-05-01T12:06:21.680970Z" } }, "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": "2025-05-01T12:06:21.839598Z", "iopub.status.busy": "2025-05-01T12:06:21.839455Z", "iopub.status.idle": "2025-05-01T12:06:28.195052Z", "shell.execute_reply": "2025-05-01T12:06:28.194479Z", "shell.execute_reply.started": "2025-05-01T12:06:21.839584Z" } }, "outputs": [], "source": [ "# make sure sqlalchemy is >=2\n", "# pip install psycopg2-binary\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", "import time\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", " gather_data_with_snowflake,\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 = \"app-user-main-db-secret\"\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://suno:%s@suno-main-postgres-prod-analytics.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": "2025-05-01T12:06:28.196378Z", "iopub.status.busy": "2025-05-01T12:06:28.196112Z", "iopub.status.idle": "2025-05-01T12:06:28.214588Z", "shell.execute_reply": "2025-05-01T12:06:28.214107Z", "shell.execute_reply.started": "2025-05-01T12:06:28.196362Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2025-05-01 12:06:28.212532 1746101188.2125354 2025-04-18 23:00:00\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 = \"2024-09-12 21:00:00\" # covers beta out\n", "# cutoff_date = \"2024-09-22 00:00:00\" # pre fe exp out\n", "# cutoff_date = \"2024-09-26 12:00:00\" # s29 out\n", "# cutoff_date = \"2024-10-09 15:20:00\" # 30b t5 out\n", "# cutoff_date = \"2024-10-31 16:00:00\" # 30b t6 out\n", "# cutoff_date = \"2024-11-12 13:00:00\" # 30b t6-2 out\n", "# cutoff_date = \"2024-11-19 16:00:00\" # v4 out\n", "# cutoff_date = \"2024-12-16 20:40:00\" # v4 s32 out\n", "# cutoff_date = \"2025-01-28 15:30:00\" # diff v4 out\n", "# cutoff_date = \"2025-01-30 01:45:00\" # diff v4 out with cfg...\n", "# cutoff_date = \"2025-02-21 22:15:00\" # diff v5 out\n", "# cutoff_date = \"2025-03-06 19:00:00\" # diff v6 out\n", "# cutoff_date = \"2025-03-24 00:00:00\" # diff v7 out\n", "# cutoff_date = \"2025-03-24 23:15:00\" # diff v2 data collection out\n", "cutoff_date = \"2025-04-18 23:00:00\" # diff v2-2 data collection out\n", "# cutoff_date = (\n", "# (datetime.datetime.now() - datetime.timedelta(hours=4))\n", "# .astimezone(datetime.timezone.utc)\n", "# .strftime(\"%Y-%m-%d %H:%M:%S\")\n", "# )\n", "print(datetime.datetime.now(), time.time(), cutoff_date)\n", "\n", "target_model_name = \"chirp-v3p5-engine-t-6\"" ] }, { "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": "2025-05-01T12:06:28.215348Z", "iopub.status.busy": "2025-05-01T12:06:28.215204Z", "iopub.status.idle": "2025-05-01T12:06:28.519936Z", "shell.execute_reply": "2025-05-01T12:06:28.519301Z", "shell.execute_reply.started": "2025-05-01T12:06:28.215334Z" } }, "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": 5, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T12:06:28.520762Z", "iopub.status.busy": "2025-05-01T12:06:28.520598Z", "iopub.status.idle": "2025-05-01T12:06:28.999598Z", "shell.execute_reply": "2025-05-01T12:06:28.999017Z", "shell.execute_reply.started": "2025-05-01T12:06:28.520747Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PROD\n" ] } ], "source": [ "if not os.path.exists(snow_password_path):\n", " raise Exception(\"you are not authorized to access snowflake -- please setup\")\n", "\n", "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)\n", "\n", "# from snowflake.snowpark.functions import col\n", "# !pip install \"snowflake-connector-python[pandas]\"" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T12:06:29.000379Z", "iopub.status.busy": "2025-05-01T12:06:29.000227Z", "iopub.status.idle": "2025-05-01T13:07:23.170112Z", "shell.execute_reply": "2025-05-01T13:07:23.169381Z", "shell.execute_reply.started": "2025-05-01T12:06:29.000364Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Start gather data from 2025-04-18 23:00:00\n", "Bots Action: 81,356,633 rows\n", " ---- Execution time: 67.64 seconds\n", "Reactions: 95,001,740 rows\n", " ---- Execution time: 80.39 seconds\n", "Discord Info: 531,777 rows\n", "subscription_status\n", "active 517868\n", "past_due 13909\n", "Name: count, dtype: int64\n", " ---- Execution time: 10.14 seconds\n", "Playlist Clips: 1,794,850 rows\n", " ---- Execution time: 7.96 seconds\n", "Total Clips: 66,451,734 rows\n", " ---- Execution time: 1747.08 seconds\n", "Before request_id filtering: 66,451,734 rows; na rows: 1,193,049\n", "Generation requests: 31,657,203 rows; na rows: 1,193,049\n", "After request_id filtering: 63,777,209 rows; na rows: 1,193,049\n", "Before is_deleted filtering: 63,777,209 rows; na rows: 1,193,049\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/tony/Work/glockenspiel/suno_analytics/suno_analytics/preference_data_selection.py:273: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n", " valid_requests = request_deletion_status[\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "After is_deleted filtering: 51,820,717 rows; na rows: 1,193,049\n" ] } ], "source": [ "# gathered_data = gather_data(engine, cutoff_date)\n", "gathered_data = gather_data_with_snowflake(\n", " snow_session, cutoff_date, filter_play_count=1\n", ")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:07:23.171141Z", "iopub.status.busy": "2025-05-01T13:07:23.170850Z", "iopub.status.idle": "2025-05-01T13:07:24.474328Z", "shell.execute_reply": "2025-05-01T13:07:24.473648Z", "shell.execute_reply.started": "2025-05-01T13:07:23.171124Z" } }, "outputs": [], "source": [ "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", "discord_info_df = gathered_data[\"discord_info_df\"]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:07:24.475449Z", "iopub.status.busy": "2025-05-01T13:07:24.475072Z", "iopub.status.idle": "2025-05-01T13:09:23.367222Z", "shell.execute_reply": "2025-05-01T13:09:23.366550Z", "shell.execute_reply.started": "2025-05-01T13:07:24.475433Z" } }, "outputs": [], "source": [ "# parse out the necessary metadata early\n", "total_clip_df[\n", " [\"continued_parent\", \"duration\", \"source\", \"clip_type\", \"task\", \"edited_clip_id\"]\n", "] = pd.DataFrame(\n", " total_clip_df[\"metadata\"].map(parse_metadata_for_basics).tolist(),\n", " index=total_clip_df.index,\n", ")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:09:23.369283Z", "iopub.status.busy": "2025-05-01T13:09:23.369091Z", "iopub.status.idle": "2025-05-01T13:10:42.257035Z", "shell.execute_reply": "2025-05-01T13:10:42.256469Z", "shell.execute_reply.started": "2025-05-01T13:09:23.369264Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "total clips: 51820717\n", "gen: 49513340 (95.55%)\n", "upsample: 1114328 (2.15%)\n", "upload: 450635 (0.87%)\n", "concat: 301952 (0.58%)\n", "concat_infilling: 163138 (0.31%)\n", "edit_crop: 122568 (0.24%)\n", "stem: 112140 (0.22%)\n", "edit_fade: 42548 (0.08%)\n", "rendered-project: 53 (0.00%)\n", "stem_mix: 15 (0.00%)\n", "total without model: 565439\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Total number of hours: 300\n", "Average clips per hour: 172735.72\n", "Max clips in an hour: 224828\n", "Min clips in an hour: 121614\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", "print_out_value_counts_nicely(clip_df, \"clip_type\")\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", "\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": 10, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:10:42.257803Z", "iopub.status.busy": "2025-05-01T13:10:42.257642Z", "iopub.status.idle": "2025-05-01T13:10:45.925601Z", "shell.execute_reply": "2025-05-01T13:10:45.924968Z", "shell.execute_reply.started": "2025-05-01T13:10:42.257787Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "number of upvoates: 8,623,566 rows\n", "number of flagged reports: 188,644 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": 11, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:10:45.926404Z", "iopub.status.busy": "2025-05-01T13:10:45.926240Z", "iopub.status.idle": "2025-05-01T13:10:49.440336Z", "shell.execute_reply": "2025-05-01T13:10:49.439714Z", "shell.execute_reply.started": "2025-05-01T13:10:45.926387Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reactions fraction by pro user:\n", "False: 55821016 (58.76%)\n", "True: 39180724 (41.24%)\n", "------------\n", "Clip generated fraction by pro user:\n", "False: 29087579 (56.13%)\n", "True: 22733138 (43.87%)\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", "print(\"------------\")\n", "# clip check\n", "print(\"Clip generated fraction by pro user:\")\n", "print_out_value_counts_nicely(clip_df, \"is_pro_user\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:10:49.441144Z", "iopub.status.busy": "2025-05-01T13:10:49.440981Z", "iopub.status.idle": "2025-05-01T13:10:49.655262Z", "shell.execute_reply": "2025-05-01T13:10:49.654748Z", "shell.execute_reply.started": "2025-05-01T13:10:49.441127Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "stem parent ids: 66005\n" ] } ], "source": [ "# find out the stem parent ids\n", "stem_parent_ids = set(\n", " stem_clip_df[\"metadata\"].apply(lambda x: x.get(\"stem_from_id\", \"xxx\"))\n", ")\n", "print(\"stem parent ids:\", len(stem_parent_ids))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:23:12.019778Z", "start_time": "2024-05-26T00:22:57.637371Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:10:49.655960Z", "iopub.status.busy": "2025-05-01T13:10:49.655815Z", "iopub.status.idle": "2025-05-01T13:11:13.061441Z", "shell.execute_reply": "2025-05-01T13:11:13.060816Z", "shell.execute_reply.started": "2025-05-01T13:10:49.655945Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Clips in a splaylist:\n", "False: 51050497 (98.51%)\n", "True: 770220 (1.49%)\n", "------------\n", "Clips has stem children:\n", "False: 51771242 (99.90%)\n", "True: 49475 (0.10%)\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(\"------------\")\n", "print(\"Clips has stem children:\")\n", "print_out_value_counts_nicely(clip_df, \"has_stems\")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:23:17.912428Z", "start_time": "2024-05-26T00:23:12.021726Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:11:13.062254Z", "iopub.status.busy": "2025-05-01T13:11:13.062094Z", "iopub.status.idle": "2025-05-01T13:11:37.627451Z", "shell.execute_reply": "2025-05-01T13:11:37.626843Z", "shell.execute_reply.started": "2025-05-01T13:11:13.062237Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "clips that have children: 5005428 \n", "clips that are parents: 917822 \n", " Average continues from clip = 5.45\n", "web: 37925410 (73.85%)\n", "android: 7683567 (14.96%)\n", "ios: 5746583 (11.19%)\n", "external: 14 (0.00%)\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(\n", " len(has_continued_children_ids) / len(has_continued_children_ids.unique()), 2\n", " ),\n", ")\n", "# Get value counts\n", "print_out_value_counts_nicely(clip_df, \"source\")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:23:22.092835Z", "start_time": "2024-05-26T00:23:17.914456Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:11:37.628265Z", "iopub.status.busy": "2025-05-01T13:11:37.628102Z", "iopub.status.idle": "2025-05-01T13:12:19.248546Z", "shell.execute_reply": "2025-05-01T13:12:19.247894Z", "shell.execute_reply.started": "2025-05-01T13:11:37.628248Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "total uploads: 565439\n", "clips without request id: 1193049\n", "clips without request id: 1193049 clip_type\n", "upload 450635\n", "concat 301952\n", "concat_infilling 163138\n", "edit_crop 122568\n", "stem 112140\n", "edit_fade 42548\n", "rendered-project 53\n", "stem_mix 15\n", "Name: count, dtype: int64\n", "Clips without request id (concat, uploads...) frac = 0.00898\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[\n", " (clip_df[\"clip_type\"] == \"concat\") | (clip_df[\"clip_type\"] == \"concat_infilling\") | (clip_df[\"clip_type\"] == \"stem_mix\")\n", "].copy()\n", "non_request_clips = clip_df[clip_df[\"request_id\"].isna()].copy()\n", "print(\n", " \"clips without request id:\",\n", " non_request_clips.shape[0],\n", " non_request_clips[\"clip_type\"].value_counts(),\n", ")\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": 16, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:23:22.833148Z", "start_time": "2024-05-26T00:23:22.094796Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:12:19.249365Z", "iopub.status.busy": "2025-05-01T13:12:19.249203Z", "iopub.status.idle": "2025-05-01T13:12:22.404856Z", "shell.execute_reply": "2025-05-01T13:12:22.404246Z", "shell.execute_reply.started": "2025-05-01T13:12:19.249350Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "chirp-v4-h-s-32: 27347650 (54.02%)\n", "chirp-v3p5-engine-s-8: 14837763 (29.31%)\n", "chirp-v4-h-t-6: 4663942 (9.21%)\n", "chirp-v3p5-engine-upload-4: 865635 (1.71%)\n", "chirp-v4-up-u-7: 671853 (1.33%)\n", "chirp-v3p5-engine-t-6: 406027 (0.80%)\n", "chirp-v4-engine-b: 372496 (0.74%)\n", "chirp-v4-up-u-d-2-2: 308442 (0.61%)\n", "chirp-v4-6b-t-21: 173603 (0.34%)\n", "chirp-v3-engine-i: 164122 (0.32%)\n", "chirp-v4-up-u-d-2-3: 100939 (0.20%)\n", "chirp-v3p5-engine-b: 86291 (0.17%)\n", "chirp-v3-5: 83123 (0.16%)\n", "chirp-v2-xxl-alpha: 66027 (0.13%)\n", "chirp-v4: 63214 (0.12%)\n", "chirp-v4-6b-t-28: 61187 (0.12%)\n", "chirp-v4-engine-b-tau: 51325 (0.10%)\n", "chirp-v4-6b-t-09: 47421 (0.09%)\n", "chirp-v3p5-engine-short: 31310 (0.06%)\n", "chirp-v4-6b-t-23: 23693 (0.05%)\n", "chirp-auk-t1: 21582 (0.04%)\n", "chirp-v4-tau: 21504 (0.04%)\n", "chirp-v4-6b-t-26: 21292 (0.04%)\n", "chirp-v4-6b-t-22: 21239 (0.04%)\n", "chirp-v4-6b-t-24: 19956 (0.04%)\n", "chirp-v4-h-s-32-tech-bct: 15627 (0.03%)\n", "chirp-v4-6b-t-25: 14266 (0.03%)\n", "chirp-v4-6b-t-27: 12661 (0.03%)\n", "chirp-v4-up-u-d-2-i-0: 6823 (0.01%)\n", "chirp-v4-h-t-6-c-35: 6362 (0.01%)\n", "chirp-v4-up-u-d-2-1-6: 6340 (0.01%)\n", "chirp-v4-up-u-d-2-3-1: 5187 (0.01%)\n", "chirp-v3p5-engine-b-tau: 5019 (0.01%)\n", "chirp-v4-up-u-d-2-i-1: 4849 (0.01%)\n", "chirp-v3-5-tau: 4333 (0.01%)\n", "chirp-v4-up-u-d-2-i-2: 3774 (0.01%)\n", "chirp-v4-up-u-d-2-i-3: 2577 (0.01%)\n", "chirp-up: 2404 (0.00%)\n", "chirp-v3-5-short: 1778 (0.00%)\n", "chirp-stem-v0: 1411 (0.00%)\n", "chirp-ahi-up-1: 1134 (0.00%)\n", "chirp-v3-0: 875 (0.00%)\n", "chirp-auk-infill: 274 (0.00%)\n", "chirp-v3-5-upload: 246 (0.00%)\n", "chirp-auk: 71 (0.00%)\n", "chirp-v4-h-api: 14 (0.00%)\n", "chirp-ahi: 6 (0.00%)\n", "chirp-v4-0: 1 (0.00%)\n" ] } ], "source": [ "# check the model conts\n", "print_out_value_counts_nicely(clip_df, \"model_name\")" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:23:26.317699Z", "start_time": "2024-05-26T00:23:22.835074Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:12:22.405672Z", "iopub.status.busy": "2025-05-01T13:12:22.405508Z", "iopub.status.idle": "2025-05-01T13:13:09.852777Z", "shell.execute_reply": "2025-05-01T13:13:09.852154Z", "shell.execute_reply.started": "2025-05-01T13:12:22.405656Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pre-filter model type clip_df shape: (50627668, 39)\n", "post-filter model type clip_df shape: (50450191, 39)\n", "chirp-v4-h-s-32: 27347650 (54.21%)\n", "chirp-v3p5-engine-s-8: 14837763 (29.41%)\n", "chirp-v4-h-t-6: 4663942 (9.24%)\n", "chirp-v3p5-engine-upload-4: 865635 (1.72%)\n", "chirp-v4-up-u-7: 671853 (1.33%)\n", "chirp-v3p5-engine-t-6: 406027 (0.80%)\n", "chirp-v4-engine-b: 372496 (0.74%)\n", "chirp-v4-up-u-d-2-2: 308442 (0.61%)\n", "chirp-v4-6b-t-21: 173603 (0.34%)\n", "chirp-v3-engine-i: 164122 (0.33%)\n", "chirp-v4-up-u-d-2-3: 100939 (0.20%)\n", "chirp-v3p5-engine-b: 86291 (0.17%)\n", "chirp-v2-xxl-alpha: 66027 (0.13%)\n", "chirp-v4-6b-t-28: 61187 (0.12%)\n", "chirp-v4-engine-b-tau: 51325 (0.10%)\n", "chirp-v4-6b-t-09: 47421 (0.09%)\n", "chirp-v3p5-engine-short: 31310 (0.06%)\n", "chirp-v4-6b-t-23: 23693 (0.05%)\n", "chirp-auk-t1: 21582 (0.04%)\n", "chirp-v4-6b-t-26: 21292 (0.04%)\n", "chirp-v4-6b-t-22: 21239 (0.04%)\n", "chirp-v4-6b-t-24: 19956 (0.04%)\n", "chirp-v4-h-s-32-tech-bct: 15627 (0.03%)\n", "chirp-v4-6b-t-25: 14266 (0.03%)\n", "chirp-v4-6b-t-27: 12661 (0.03%)\n", "chirp-v4-up-u-d-2-i-0: 6823 (0.01%)\n", "chirp-v4-h-t-6-c-35: 6362 (0.01%)\n", "chirp-v4-up-u-d-2-1-6: 6340 (0.01%)\n", "chirp-v4-up-u-d-2-3-1: 5187 (0.01%)\n", "chirp-v3p5-engine-b-tau: 5019 (0.01%)\n", "chirp-v4-up-u-d-2-i-1: 4849 (0.01%)\n", "chirp-v4-up-u-d-2-i-2: 3774 (0.01%)\n", "chirp-v4-up-u-d-2-i-3: 2577 (0.01%)\n", "chirp-stem-v0: 1411 (0.00%)\n", "chirp-ahi-up-1: 1134 (0.00%)\n", "chirp-auk-infill: 274 (0.00%)\n", "chirp-auk: 71 (0.00%)\n", "chirp-v4-h-api: 14 (0.00%)\n", "chirp-ahi: 6 (0.00%)\n", "chirp-v4-0: 1 (0.00%)\n" ] } ], "source": [ "print(\"pre-filter model type clip_df shape:\", clip_df.shape)\n", "clip_df = clip_df[\n", " (clip_df[\"model_name\"] != \"chirp-v3-5\")\n", " & (clip_df[\"model_name\"] != \"chirp-v3-0\")\n", " & (clip_df[\"model_name\"] != \"chirp-v3-5-tau\")\n", " & (clip_df[\"model_name\"] != \"chirp-v3-5-upload\")\n", " & (clip_df[\"model_name\"] != \"chirp-v3-5-short\")\n", " & (clip_df[\"model_name\"] != \"chirp-v4\")\n", " & (clip_df[\"model_name\"] != \"chirp-v4-tau\")\n", " & (clip_df[\"model_name\"] != \"chirp-up\")\n", " & (clip_df[\"model_name\"] != \"chirp-v4-h-t-6-cfg-null\")\n", "]\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": 18, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:13:09.853569Z", "iopub.status.busy": "2025-05-01T13:13:09.853403Z", "iopub.status.idle": "2025-05-01T13:13:12.152338Z", "shell.execute_reply": "2025-05-01T13:13:12.151839Z", "shell.execute_reply.started": "2025-05-01T13:13:09.853552Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ ": 39906522 (79.10%)\n", "cover: 2728357 (5.41%)\n", "upload_extend: 2268479 (4.50%)\n", "extend: 1823287 (3.61%)\n", "artist_consistency: 1663044 (3.30%)\n", "upsample: 1111924 (2.20%)\n", "infill: 912376 (1.81%)\n", "image_to_song: 23270 (0.05%)\n", "video_to_song: 8040 (0.02%)\n", "artist_cover: 2654 (0.01%)\n", "gen_stem: 1411 (0.00%)\n", "artist_extend: 370 (0.00%)\n", "cover_extend: 336 (0.00%)\n", "artist_cover_extend: 117 (0.00%)\n", "twitter_to_song: 4 (0.00%)\n" ] } ], "source": [ "print_out_value_counts_nicely(clip_df, \"task\")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:13:12.152997Z", "iopub.status.busy": "2025-05-01T13:13:12.152843Z", "iopub.status.idle": "2025-05-01T13:13:29.672229Z", "shell.execute_reply": "2025-05-01T13:13:29.671608Z", "shell.execute_reply.started": "2025-05-01T13:13:12.152983Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "concat reactions: 831550 unique concat clips: 464913\n", "total concats (465105, 42)\n", "check \n", " reaction_play_count reaction_upvote_count reaction_dislike_count\n", "count 464913.000000 464913.000000 464913.000000\n", "mean 7.595696 0.346639 0.019802\n", "std 50.515841 3.022963 0.145865\n", "min 1.000000 0.000000 0.000000\n", "25% 1.000000 0.000000 0.000000\n", "50% 3.000000 0.000000 0.000000\n", "75% 7.000000 0.000000 0.000000\n", "max 23528.000000 395.000000 22.000000\n", "All concats 465105\n", "total concats with plays 464913\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": 20, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:23:38.974479Z", "start_time": "2024-05-26T00:23:34.385507Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:13:29.673012Z", "iopub.status.busy": "2025-05-01T13:13:29.672851Z", "iopub.status.idle": "2025-05-01T13:13:57.878937Z", "shell.execute_reply": "2025-05-01T13:13:57.878344Z", "shell.execute_reply.started": "2025-05-01T13:13:29.672997Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "17953it [00:01, 16983.52it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "225a60cb-65cf-4e9f-b614-135ceeddfd2a chirp-v3p5-engine-upload-4\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "48490it [00:03, 17979.97it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8176c777-ef5e-4f50-b55e-72654f764537 chirp-v4-h-s-32\n", "bd93ff16-78f8-497c-8edb-2d95d7fc3730 chirp-v4-h-s-32\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "120325it [00:07, 17929.49it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "75ef4d0b-23b7-480f-9375-bda6641bdf16 chirp-v4-h-s-32\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "177599it [00:10, 17817.46it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "cfec7069-0cb8-4638-b7bf-7e6c2f266183 chirp-v4-h-s-32\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "241921it [00:14, 17815.71it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "0c8fd74e-cff8-4c3d-98fc-250fac73416b chirp-v4-h-s-32\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "289947it [00:16, 17770.31it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "c7a090f5-d9a7-4041-91aa-89298e087f8a chirp-v4-h-s-32\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "311242it [00:18, 17713.64it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "82d48193-4266-49b3-b4d1-8b08b5bb6435 chirp-v4-h-s-32\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "352387it [00:20, 18014.57it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8b7e0eb7-7d8c-4793-bb7f-d1c3d3f0086b chirp-v4-h-s-32\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "421366it [00:24, 18228.00it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "db9deefd-e735-4a59-a2c2-e2db2caf3511 chirp-v4-h-s-32\n", "6d6a55dd-4028-4413-9d55-81139d1e9de0 chirp-v3p5-engine-s-8\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "459621it [00:26, 18169.08it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "22f825bf-45eb-4db4-93a3-a7f2688b80ce chirp-v3p5-engine-s-8\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "464913it [00:26, 17461.62it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "total concat unique clips are: 854000 with error: 9228, duplicate 57290 \n", " uploads are in concats 0 frac 0.000\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": 21, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:23:40.236690Z", "start_time": "2024-05-26T00:23:39.995713Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:13:57.879692Z", "iopub.status.busy": "2025-05-01T13:13:57.879528Z", "iopub.status.idle": "2025-05-01T13:14:02.515885Z", "shell.execute_reply": "2025-05-01T13:14:02.515260Z", "shell.execute_reply.started": "2025-05-01T13:13:57.879676Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "count 5.045019e+07\n", "mean 1.687859e+02\n", "std 3.828849e+02\n", "min 1.000000e+00\n", "25% 1.400000e+01\n", "50% 3.600000e+01\n", "75% 1.570000e+02\n", "max 8.009000e+03\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": 22, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:23:44.826860Z", "start_time": "2024-05-26T00:23:40.238330Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:14:02.516709Z", "iopub.status.busy": "2025-05-01T13:14:02.516536Z", "iopub.status.idle": "2025-05-01T13:14:14.296148Z", "shell.execute_reply": "2025-05-01T13:14:14.295539Z", "shell.execute_reply.started": "2025-05-01T13:14:02.516693Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "has upvoted upvoted\n", "False 47059338\n", "True 3390853\n", "Name: count, dtype: int64 upvoted\n", "False 0.932788\n", "True 0.067212\n", "Name: proportion, dtype: float64 upvote_count\n", "False 0.932604\n", "True 0.067396\n", "Name: proportion, dtype: float64 upvote_count\n", "False 0.99849\n", "True 0.00151\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", " (clip_df[\"upvote_count\"] > 1).value_counts(normalize=True),\n", ")\n", "# clip_df = clip_df.drop(columns=['upvote_count'])" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:23:48.404433Z", "start_time": "2024-05-26T00:23:44.857788Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:14:14.296947Z", "iopub.status.busy": "2025-05-01T13:14:14.296784Z", "iopub.status.idle": "2025-05-01T13:14:32.339547Z", "shell.execute_reply": "2025-05-01T13:14:32.338934Z", "shell.execute_reply.started": "2025-05-01T13:14:14.296931Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "downvoted fraction by category:\n", "False: 48306266 (95.75%)\n", "True: 2143925 (4.25%)\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": 24, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:23:56.590022Z", "start_time": "2024-05-26T00:23:48.405668Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:14:32.340349Z", "iopub.status.busy": "2025-05-01T13:14:32.340186Z", "iopub.status.idle": "2025-05-01T13:14:47.409419Z", "shell.execute_reply": "2025-05-01T13:14:47.408798Z", "shell.execute_reply.started": "2025-05-01T13:14:32.340332Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "has_continued fraction by category:\n", "False: 50145711 (99.40%)\n", "True: 304480 (0.60%)\n" ] } ], "source": [ "# add continued column -- uuid and str are not compatible X.x\n", "clip_df[\"has_continued\"] = (\n", " clip_df[\"id\"].astype(str).isin(set(list(has_continued_children_ids)))\n", ")\n", "print(\"has_continued fraction by category:\")\n", "print_out_value_counts_nicely(clip_df, \"has_continued\")" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:14:47.410231Z", "iopub.status.busy": "2025-05-01T13:14:47.410068Z", "iopub.status.idle": "2025-05-01T13:14:47.724088Z", "shell.execute_reply": "2025-05-01T13:14:47.723599Z", "shell.execute_reply.started": "2025-05-01T13:14:47.410215Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "has upvoted in exp 0.06721\n", "has downvoted out of exp 0.0425\n" ] } ], "source": [ "print(\n", " \"has upvoted in exp\",\n", " # clip_df[in_exp_mask][\"upvoted\"].value_counts(),\n", " round(clip_df[\"upvoted\"].value_counts(normalize=True)[True], 5),\n", " # (clip_df[clip_df[\"in_fe_exp\"]][\"upvote_count\"] >= 1).value_counts(normalize=True),\n", ")\n", "print(\n", " \"has downvoted out of exp\",\n", " # clip_df[out_exp_mask][\"downvoted\"].value_counts(),\n", " round(clip_df[\"downvoted\"].value_counts(normalize=True)[True], 5),\n", ")" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:04.704306Z", "start_time": "2024-05-26T00:23:56.591353Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:14:47.724807Z", "iopub.status.busy": "2025-05-01T13:14:47.724652Z", "iopub.status.idle": "2025-05-01T13:14:57.909191Z", "shell.execute_reply": "2025-05-01T13:14:57.908549Z", "shell.execute_reply.started": "2025-05-01T13:14:47.724792Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "part_of_concat fraction by category:\n", "False: 49975636 (99.06%)\n", "True: 474555 (0.94%)\n", "------------\n", "Model distribution for part_of_concat clips:\n", "chirp-v4-h-s-32: 52.63%\n", "chirp-v4-h-t-6: 28.84%\n", "chirp-v3p5-engine-s-8: 8.08%\n", "chirp-v3p5-engine-upload-4: 2.64%\n", "chirp-v3p5-engine-t-6: 1.97%\n", "chirp-v4-up-u-7: 1.57%\n", "chirp-v4-engine-b: 1.15%\n", "chirp-v4-6b-t-21: 0.59%\n", "chirp-v4-up-u-d-2-2: 0.52%\n", "chirp-v4-engine-b-tau: 0.30%\n", "chirp-v3p5-engine-b: 0.20%\n", "chirp-v4-6b-t-28: 0.20%\n", "chirp-v3-engine-i: 0.19%\n", "chirp-v4-h-t-6-c-35: 0.17%\n", "chirp-v4-up-u-d-2-3: 0.17%\n", "chirp-v4-6b-t-09: 0.15%\n", "chirp-v4-6b-t-23: 0.08%\n", "chirp-v4-6b-t-22: 0.07%\n", "chirp-v4-6b-t-24: 0.07%\n", "chirp-v4-6b-t-26: 0.07%\n", "chirp-auk-t1: 0.06%\n", "chirp-v4-6b-t-25: 0.05%\n", "chirp-v2-xxl-alpha: 0.05%\n", "chirp-v4-6b-t-27: 0.04%\n", "chirp-v3p5-engine-b-tau: 0.04%\n", "chirp-v4-h-s-32-tech-bct: 0.04%\n", "chirp-stem-v0: 0.01%\n", "chirp-v4-up-u-d-2-i-1: 0.01%\n", "chirp-v4-up-u-d-2-1-6: 0.01%\n", "chirp-v4-up-u-d-2-3-1: 0.01%\n", "chirp-v4-up-u-d-2-i-0: 0.01%\n", "chirp-v4-up-u-d-2-i-2: 0.01%\n", "chirp-auk-infill: 0.01%\n", "chirp-v4-up-u-d-2-i-3: 0.00%\n", "chirp-ahi-up-1: 0.00%\n", "chirp-auk: 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(\"------------\")\n", "print(\"Model distribution for part_of_concat clips:\")\n", "for model, fraction in (\n", " clip_df[clip_df[\"part_of_concat\"]][\"model_name\"]\n", " .value_counts(normalize=True)\n", " .items()\n", "):\n", " print(f\"{model}: {fraction:.2%}\")" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:09.954233Z", "start_time": "2024-05-26T00:24:04.705554Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:14:57.913232Z", "iopub.status.busy": "2025-05-01T13:14:57.913031Z", "iopub.status.idle": "2025-05-01T13:15:31.679552Z", "shell.execute_reply": "2025-05-01T13:15:31.678925Z", "shell.execute_reply.started": "2025-05-01T13:14:57.913215Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "9368691\n", "has_action fraction by category:\n", "False: 44014394 (87.24%)\n", "True: 6435797 (12.76%)\n" ] } ], "source": [ "# verify bots action are all non-empty\n", "bots_action_df.fillna(0, inplace=True)\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\"]\n", " # 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", "print(len(has_action_ids))\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": 28, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:14.579841Z", "start_time": "2024-05-26T00:24:09.955568Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:15:31.680350Z", "iopub.status.busy": "2025-05-01T13:15:31.680184Z", "iopub.status.idle": "2025-05-01T13:15:40.517020Z", "shell.execute_reply": "2025-05-01T13:15:40.516399Z", "shell.execute_reply.started": "2025-05-01T13:15:31.680333Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "flagged fraction by category:\n", "False: 50369018 (99.84%)\n", "True: 81173 (0.16%)\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": 29, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:15:40.517841Z", "iopub.status.busy": "2025-05-01T13:15:40.517675Z", "iopub.status.idle": "2025-05-01T13:15:42.385370Z", "shell.execute_reply": "2025-05-01T13:15:42.384749Z", "shell.execute_reply.started": "2025-05-01T13:15:40.517824Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "deleted fraction by category:\n", "False: 48132508 (95.41%)\n", "True: 2317683 (4.59%)\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": 30, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:15:42.386191Z", "iopub.status.busy": "2025-05-01T13:15:42.386027Z", "iopub.status.idle": "2025-05-01T13:16:01.209301Z", "shell.execute_reply": "2025-05-01T13:16:01.208670Z", "shell.execute_reply.started": "2025-05-01T13:15:42.386174Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "number of edits per clip: 4.193817709123097 median 2.0\n" ] } ], "source": [ "edit_id_counts = clip_df[\"edited_clip_id\"].value_counts()\n", "clip_df[\"n_edits\"] = clip_df[\"id\"].map(edit_id_counts)\n", "print(\n", " \"number of edits per clip:\",\n", " clip_df[\"n_edits\"].mean(),\n", " \"median\",\n", " clip_df[\"n_edits\"].median(),\n", ")\n", "# print_out_value_counts_nicely(clip_df, \"n_edits\")" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:15.382315Z", "start_time": "2024-05-26T00:24:14.581073Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:16:01.210116Z", "iopub.status.busy": "2025-05-01T13:16:01.209949Z", "iopub.status.idle": "2025-05-01T13:16:07.009232Z", "shell.execute_reply": "2025-05-01T13:16:07.008613Z", "shell.execute_reply.started": "2025-05-01T13:16:01.210099Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total clips: 50,450,191\n", "Must be positive: 9,387,565 (18.61%)\n", "Definitely not negative: 45,967,685 (91.11%)\n", "Must be negative: 4,482,506 (8.89%)\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", " clip_df[\"n_edits\"] >= 10\n", " ) # has more edit operations (upsample, cover, extend, etc)\n", ")\n", "must_be_not_negative_mask = (\n", " (~clip_df[\"downvoted\"]) & (~clip_df[\"deleted\"]) & (~clip_df[\"flagged\"])\n", ")\n", "must_be_negative_mask = (\n", " (clip_df[\"downvoted\"]) | (clip_df[\"flagged\"]) | (clip_df[\"deleted\"])\n", ")\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": 32, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:31.095990Z", "start_time": "2024-05-26T00:24:15.383572Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:16:07.010083Z", "iopub.status.busy": "2025-05-01T13:16:07.009918Z", "iopub.status.idle": "2025-05-01T13:17:48.133273Z", "shell.execute_reply": "2025-05-01T13:17:48.132639Z", "shell.execute_reply.started": "2025-05-01T13:16:07.010066Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Liked requests: 7,408,421\n", "Not liked requests: 23,602,734\n", "Requests with preference paired generations: 5,412,007\n", "Percentage of total unique requests: 21.14%\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(\n", " f\"Percentage of total unique requests: {len(has_liked_requests) / total_unique_requests:.2%}\"\n", ")" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:17:48.134101Z", "iopub.status.busy": "2025-05-01T13:17:48.133926Z", "iopub.status.idle": "2025-05-01T13:18:54.906399Z", "shell.execute_reply": "2025-05-01T13:18:54.905765Z", "shell.execute_reply.started": "2025-05-01T13:17:48.134085Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Disliked requests: 3,520,372\n", "Not disliked requests: 24,613,521\n", "Requests with preference paired generations: 2,534,745\n", "Percentage of total unique requests: 9.90%\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(\n", " f\"Percentage of total unique requests: {len(has_disliked_requests) / total_unique_requests:.2%}\"\n", ")" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:31.099372Z", "start_time": "2024-05-26T00:24:31.097244Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:18:54.907209Z", "iopub.status.busy": "2025-05-01T13:18:54.907044Z", "iopub.status.idle": "2025-05-01T13:18:56.615843Z", "shell.execute_reply": "2025-05-01T13:18:56.615233Z", "shell.execute_reply.started": "2025-05-01T13:18:54.907192Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total selected pairs of requests: 6,865,731\n", "Percentage of total unique requests: 26.82%\n" ] } ], "source": [ "requests = has_liked_requests.union(has_disliked_requests)\n", "print(f\"Total selected pairs of requests: {len(requests):,}\")\n", "print(\n", " f\"Percentage of total unique requests: {len(requests) / total_unique_requests:.2%}\"\n", ")" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:31.239254Z", "start_time": "2024-05-26T00:24:31.100389Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:18:56.616647Z", "iopub.status.busy": "2025-05-01T13:18:56.616483Z", "iopub.status.idle": "2025-05-01T13:18:58.098310Z", "shell.execute_reply": "2025-05-01T13:18:58.097687Z", "shell.execute_reply.started": "2025-05-01T13:18:56.616630Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Difference in preference counts:\n", "0: 36,775,810 (72.90%)\n", "1: 9,191,875 (18.22%)\n", "-1: 4,482,506 (8.89%)\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[\n", " \"neg_preference\"\n", "].astype(int)\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": 36, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:37.322031Z", "start_time": "2024-05-26T00:24:31.240829Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:18:58.099104Z", "iopub.status.busy": "2025-05-01T13:18:58.098945Z", "iopub.status.idle": "2025-05-01T13:19:26.206407Z", "shell.execute_reply": "2025-05-01T13:19:26.205744Z", "shell.execute_reply.started": "2025-05-01T13:18:58.099088Z" } }, "outputs": [], "source": [ "# creation of interesting_clips\n", "interesting_clips = clip_df[clip_df[\"request_id\"].isin(requests)].copy()" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:19:26.207256Z", "iopub.status.busy": "2025-05-01T13:19:26.207089Z", "iopub.status.idle": "2025-05-01T13:20:22.560141Z", "shell.execute_reply": "2025-05-01T13:20:22.559572Z", "shell.execute_reply.started": "2025-05-01T13:19:26.207238Z" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " request_id pos_preference neg_preference diff_preference\n", "0 00000335-f556-4244-b35d-f7466ddceef7 False True -1\n", "1 00000335-f556-4244-b35d-f7466ddceef7 True False 1\n", "2 00000439-7002-44bd-9676-b00d678fb77d False False 0\n", "3 00000439-7002-44bd-9676-b00d678fb77d True False 1\n", "4 0000071d-9a1e-4b6e-b33a-eb34b1b54ee4 False True -1\n", "5 0000071d-9a1e-4b6e-b33a-eb34b1b54ee4 True False 1" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "interesting_clips = interesting_clips.sort_values(\n", " by=[\"request_id\", \"diff_preference\"]\n", ").reset_index()\n", "interesting_clips[\n", " [\"request_id\", \"pos_preference\", \"neg_preference\", \"diff_preference\"]\n", "].head(n=6)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:20:22.560935Z", "iopub.status.busy": "2025-05-01T13:20:22.560772Z", "iopub.status.idle": "2025-05-01T13:20:23.855210Z", "shell.execute_reply": "2025-05-01T13:20:23.854592Z", "shell.execute_reply.started": "2025-05-01T13:20:22.560919Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Difference 0: 5,784,710 (42.13%)\n", "Difference 1: 5,412,007 (39.41%)\n", "Difference -1: 2,534,745 (18.46%)\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": 39, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:20:23.856046Z", "iopub.status.busy": "2025-05-01T13:20:23.855878Z", "iopub.status.idle": "2025-05-01T13:20:24.003378Z", "shell.execute_reply": "2025-05-01T13:20:24.002764Z", "shell.execute_reply.started": "2025-05-01T13:20:23.856029Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Value 1.0: 5,784,710 (84.25%)\n", "Value 2.0: 1,081,021 (15.75%)\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": 40, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:38.960130Z", "start_time": "2024-05-26T00:24:37.323369Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:20:24.004167Z", "iopub.status.busy": "2025-05-01T13:20:24.004004Z", "iopub.status.idle": "2025-05-01T13:21:37.064917Z", "shell.execute_reply": "2025-05-01T13:21:37.064280Z", "shell.execute_reply.started": "2025-05-01T13:20:24.004151Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of unique request_ids: 6,865,731\n", "Number of unique ids: 13,731,462\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": 41, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:43.332222Z", "start_time": "2024-05-26T00:24:43.166461Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:21:37.065747Z", "iopub.status.busy": "2025-05-01T13:21:37.065574Z", "iopub.status.idle": "2025-05-01T13:21:38.343450Z", "shell.execute_reply": "2025-05-01T13:21:38.342873Z", "shell.execute_reply.started": "2025-05-01T13:21:37.065730Z" } }, "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": 42, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:21:38.344225Z", "iopub.status.busy": "2025-05-01T13:21:38.344072Z", "iopub.status.idle": "2025-05-01T13:24:53.440435Z", "shell.execute_reply": "2025-05-01T13:24:53.439795Z", "shell.execute_reply.started": "2025-05-01T13:21:38.344209Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of interesting clips: 13,731,462\n", "Unique request and clip counts in interesting_clips:\n", "Request IDs: 6,865,731\n", "Clip IDs: 13,731,462\n" ] } ], "source": [ "# need the reaction play counts\n", "# Filter reaction_df for relevant clip_ids\n", "partial_reaction_df = reaction_df[\n", " reaction_df[\"clip_id\"].isin(set(interesting_clips[\"id\"]))\n", "].copy()\n", "\n", "# Calculate total play counts\n", "total_play_counts = (\n", " partial_reaction_df.groupby(\"clip_id\")[\"play_count\"].sum().reset_index()\n", ")\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": 43, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:43.737067Z", "start_time": "2024-05-26T00:24:43.563216Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:24:53.441273Z", "iopub.status.busy": "2025-05-01T13:24:53.441113Z", "iopub.status.idle": "2025-05-01T13:24:55.197592Z", "shell.execute_reply": "2025-05-01T13:24:55.196965Z", "shell.execute_reply.started": "2025-05-01T13:24:53.441257Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Preference counts and fractions by batch index:\n", "--------------------------------------------------\n", "Batch Index: 0\n", " Preference False: Count: 3,498,572 Fraction: 50.96%\n", " Preference True: Count: 3,367,159 Fraction: 49.04%\n", "\n", "Batch Index: 1\n", " Preference False: Count: 3,367,159 Fraction: 49.04%\n", " Preference True: Count: 3,498,572 Fraction: 50.96%\n", "\n" ] } ], "source": [ "preference_counts = interesting_clips.groupby(\"batch_index\")[\n", " \"preference\"\n", "].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": 44, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:44.304573Z", "start_time": "2024-05-26T00:24:43.973218Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:24:55.198393Z", "iopub.status.busy": "2025-05-01T13:24:55.198228Z", "iopub.status.idle": "2025-05-01T13:24:56.074099Z", "shell.execute_reply": "2025-05-01T13:24:56.073591Z", "shell.execute_reply.started": "2025-05-01T13:24:55.198376Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "chirp-v4-h-s-32: 7648149 (55.70%)\n", "chirp-v3p5-engine-s-8: 3692858 (26.89%)\n", "chirp-v4-h-t-6: 1343011 (9.78%)\n", "chirp-v4-up-u-7: 255453 (1.86%)\n", "chirp-v3p5-engine-upload-4: 193184 (1.41%)\n", "chirp-v3p5-engine-t-6: 112042 (0.82%)\n", "chirp-v4-up-u-d-2-2: 103237 (0.75%)\n", "chirp-v4-engine-b: 99198 (0.72%)\n", "chirp-v4-6b-t-21: 60183 (0.44%)\n", "chirp-v3-engine-i: 36724 (0.27%)\n", "chirp-v4-up-u-d-2-3: 32592 (0.24%)\n", "chirp-v4-6b-t-28: 21652 (0.16%)\n", "chirp-v3p5-engine-b: 21272 (0.15%)\n", "chirp-v4-6b-t-09: 16450 (0.12%)\n", "chirp-v2-xxl-alpha: 12972 (0.09%)\n", "chirp-v4-engine-b-tau: 12420 (0.09%)\n", "chirp-v4-6b-t-23: 8081 (0.06%)\n", "chirp-v4-6b-t-26: 7469 (0.05%)\n", "chirp-v4-6b-t-22: 7307 (0.05%)\n", "chirp-v4-6b-t-24: 6955 (0.05%)\n", "chirp-v3p5-engine-short: 6478 (0.05%)\n", "chirp-auk-t1: 5845 (0.04%)\n", "chirp-v4-6b-t-25: 4949 (0.04%)\n", "chirp-v4-6b-t-27: 4380 (0.03%)\n", "chirp-v4-h-s-32-tech-bct: 4337 (0.03%)\n", "chirp-v4-up-u-d-2-i-0: 2413 (0.02%)\n", "chirp-v4-up-u-d-2-1-6: 2225 (0.02%)\n", "chirp-v4-up-u-d-2-i-1: 1790 (0.01%)\n", "chirp-v4-h-t-6-c-35: 1741 (0.01%)\n", "chirp-v4-up-u-d-2-3-1: 1735 (0.01%)\n", "chirp-v4-up-u-d-2-i-2: 1375 (0.01%)\n", "chirp-v3p5-engine-b-tau: 1292 (0.01%)\n", "chirp-v4-up-u-d-2-i-3: 882 (0.01%)\n", "chirp-stem-v0: 408 (0.00%)\n", "chirp-ahi-up-1: 320 (0.00%)\n", "chirp-auk-infill: 64 (0.00%)\n", "chirp-auk: 17 (0.00%)\n", "chirp-ahi: 2 (0.00%)\n" ] } ], "source": [ "print_out_value_counts_nicely(interesting_clips, \"model_name\")" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:44.533983Z", "start_time": "2024-05-26T00:24:44.305722Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:24:56.074813Z", "iopub.status.busy": "2025-05-01T13:24:56.074660Z", "iopub.status.idle": "2025-05-01T13:24:56.354903Z", "shell.execute_reply": "2025-05-01T13:24:56.354288Z", "shell.execute_reply.started": "2025-05-01T13:24:56.074797Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Time Validation:\n", "--------------------\n", "Interesting Clips:\n", " Earliest: 2025-04-18 23:00:00.112000\n", " Latest: 2025-05-01 10:59:55.070000\n", "\n", "All Clips:\n", " Earliest: 2025-04-18 23:00:00.023000\n", " Latest: 2025-05-01 10:59:59.784000\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": 46, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:50.674838Z", "start_time": "2024-05-26T00:24:46.366677Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:24:56.355700Z", "iopub.status.busy": "2025-05-01T13:24:56.355532Z", "iopub.status.idle": "2025-05-01T13:25:30.546440Z", "shell.execute_reply": "2025-05-01T13:25:30.545769Z", "shell.execute_reply.started": "2025-05-01T13:24:56.355685Z" } }, "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": 47, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:51.600621Z", "start_time": "2024-05-26T00:24:50.676186Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:25:30.547291Z", "iopub.status.busy": "2025-05-01T13:25:30.547126Z", "iopub.status.idle": "2025-05-01T13:25:38.817376Z", "shell.execute_reply": "2025-05-01T13:25:38.816732Z", "shell.execute_reply.started": "2025-05-01T13:25:30.547275Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Ratio of preferred clips to total clips for each model:\n", "------------------------------------------------------------\n", "chirp-ahi 16.67% ± 15.21%\n", "chirp-ahi-up-1 14.11% ± 1.03%\n", "chirp-auk 12.68% ± 3.95%\n", "chirp-auk-infill 11.68% ± 1.94%\n", "chirp-auk-t1 13.54% ± 0.23%\n", "chirp-stem-v0 14.46% ± 0.94%\n", "chirp-v2-xxl-alpha 9.82% ± 0.12%\n", "chirp-v3-engine-i 11.19% ± 0.08%\n", "chirp-v3p5-engine-b 12.33% ± 0.11%\n", "chirp-v3p5-engine-b-tau 12.87% ± 0.47%\n", "chirp-v3p5-engine-s-8 12.44% ± 0.01%\n", "chirp-v3p5-engine-short 10.34% ± 0.17%\n", "chirp-v3p5-engine-t-6 13.80% ± 0.05%\n", "chirp-v3p5-engine-upload-4 11.16% ± 0.03%\n", "chirp-v4-0 nan% ± nan%\n", "chirp-v4-6b-t-09 16.50% ± 0.17%\n", "chirp-v4-6b-t-21 17.16% ± 0.09%\n", "chirp-v4-6b-t-22 17.31% ± 0.26%\n", "chirp-v4-6b-t-23 17.74% ± 0.25%\n", "chirp-v4-6b-t-24 18.22% ± 0.27%\n", "chirp-v4-6b-t-25 18.02% ± 0.32%\n", "chirp-v4-6b-t-26 17.90% ± 0.26%\n", "chirp-v4-6b-t-27 17.76% ± 0.34%\n", "chirp-v4-6b-t-28 17.92% ± 0.16%\n", "chirp-v4-engine-b 13.32% ± 0.06%\n", "chirp-v4-engine-b-tau 12.10% ± 0.14%\n", "chirp-v4-h-api nan% ± nan%\n", "chirp-v4-h-s-32 13.98% ± 0.01%\n", "chirp-v4-h-s-32-tech-bct 13.89% ± 0.28%\n", "chirp-v4-h-t-6 14.40% ± 0.02%\n", "chirp-v4-h-t-6-c-35 13.44% ± 0.43%\n", "chirp-v4-up-u-7 19.02% ± 0.05%\n", "chirp-v4-up-u-d-2-1-6 20.22% ± 0.50%\n", "chirp-v4-up-u-d-2-2 16.80% ± 0.07%\n", "chirp-v4-up-u-d-2-3 16.14% ± 0.12%\n", "chirp-v4-up-u-d-2-3-1 16.87% ± 0.52%\n", "chirp-v4-up-u-d-2-i-0 15.20% ± 0.43%\n", "chirp-v4-up-u-d-2-i-1 15.82% ± 0.52%\n", "chirp-v4-up-u-d-2-i-2 17.59% ± 0.62%\n", "chirp-v4-up-u-d-2-i-3 12.18% ± 0.64%\n" ] } ], "source": [ "# Calculate the ratio of preferred clips to total clips for each model\n", "clip_df_model_counts = clip_df[\"model_name\"].value_counts()\n", "preference_ratio = (\n", " interesting_clips[interesting_clips[\"preference\"]][\"model_name\"].value_counts()\n", " / clip_df_model_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_counts[model]\n", " uncertainty = (ratio * (1 - ratio) / n) ** 0.5\n", " print(f\"{model:<30} {ratio:.2%} ± {uncertainty:.2%}\")" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:56.302599Z", "start_time": "2024-05-26T00:24:51.601863Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:25:38.818204Z", "iopub.status.busy": "2025-05-01T13:25:38.818039Z", "iopub.status.idle": "2025-05-01T13:26:30.301524Z", "shell.execute_reply": "2025-05-01T13:26:30.300877Z", "shell.execute_reply.started": "2025-05-01T13:25:38.818187Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "len pos models: 6865731\n", "differing counts: 71497\n", "chirp-ahi-up-1_win_over_chirp-ahi-up-1, win ratio 1.000, (1.000, 1.000), counts 160, total 160.\n", "chirp-ahi_win_over_chirp-v4-up-u-d-2-2, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-auk-infill_win_over_chirp-auk-infill, win ratio 1.000, (1.000, 1.000), counts 32, total 32.\n", "chirp-auk-t1_win_over_chirp-auk, win ratio 0.467, (0.214, 0.719), counts 7, total 15.\n", "chirp-auk-t1_win_over_chirp-auk-t1, win ratio 1.000, (1.000, 1.000), counts 2915, total 2915.\n", "chirp-auk_win_over_chirp-auk, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-auk_win_over_chirp-auk-t1, win ratio 0.533, (0.281, 0.786), counts 8, total 15.\n", "chirp-stem-v0_win_over_chirp-stem-v0, win ratio 1.000, (1.000, 1.000), counts 204, total 204.\n", "chirp-v2-xxl-alpha_win_over_chirp-v2-xxl-alpha, win ratio 1.000, (1.000, 1.000), counts 6486, total 6486.\n", "chirp-v3-engine-i_win_over_chirp-v3-engine-i, win ratio 1.000, (1.000, 1.000), counts 18362, total 18362.\n", "chirp-v3p5-engine-b-tau_win_over_chirp-v3p5-engine-b-tau, win ratio 1.000, (1.000, 1.000), counts 646, total 646.\n", "chirp-v3p5-engine-b_win_over_chirp-v3p5-engine-b, win ratio 1.000, (1.000, 1.000), counts 10636, total 10636.\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, (1.000, 1.000), counts 1846429, total 1846429.\n", "chirp-v3p5-engine-short_win_over_chirp-v3p5-engine-short, win ratio 1.000, (1.000, 1.000), counts 3239, total 3239.\n", "chirp-v3p5-engine-t-6_win_over_chirp-v3p5-engine-t-6, win ratio 1.000, (1.000, 1.000), counts 56021, total 56021.\n", "chirp-v3p5-engine-upload-4_win_over_chirp-v3p5-engine-upload-4, win ratio 1.000, (1.000, 1.000), counts 96592, total 96592.\n", "chirp-v4-6b-t-09_win_over_chirp-v4-6b-t-09, win ratio 1.000, (1.000, 1.000), counts 3237, total 3237.\n", "chirp-v4-6b-t-09_win_over_chirp-v4-6b-t-21, win ratio 0.460, (0.450, 0.469), counts 4586, total 9976.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-09, win ratio 0.540, (0.531, 0.550), counts 5390, total 9976.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-21, win ratio 1.000, (1.000, 1.000), counts 1371, total 1371.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-22, win ratio 0.497, (0.485, 0.508), counts 3631, total 7307.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-23, win ratio 0.480, (0.469, 0.491), counts 3878, total 8081.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-24, win ratio 0.477, (0.466, 0.489), counts 3317, total 6949.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-25, win ratio 0.480, (0.467, 0.494), counts 2375, total 4943.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-26, win ratio 0.490, (0.478, 0.501), counts 3652, total 7457.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-27, win ratio 0.487, (0.472, 0.502), counts 2128, total 4372.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-28, win ratio 0.483, (0.473, 0.494), counts 4040, total 8356.\n", "chirp-v4-6b-t-22_win_over_chirp-v4-6b-t-21, win ratio 0.503, (0.492, 0.515), counts 3676, total 7307.\n", "chirp-v4-6b-t-23_win_over_chirp-v4-6b-t-21, win ratio 0.520, (0.509, 0.531), counts 4203, total 8081.\n", "chirp-v4-6b-t-24_win_over_chirp-v4-6b-t-21, win ratio 0.523, (0.511, 0.534), counts 3632, total 6949.\n", "chirp-v4-6b-t-24_win_over_chirp-v4-6b-t-24, win ratio 1.000, (1.000, 1.000), counts 3, total 3.\n", "chirp-v4-6b-t-25_win_over_chirp-v4-6b-t-21, win ratio 0.520, (0.506, 0.533), counts 2568, total 4943.\n", "chirp-v4-6b-t-25_win_over_chirp-v4-6b-t-25, win ratio 1.000, (1.000, 1.000), counts 3, total 3.\n", "chirp-v4-6b-t-26_win_over_chirp-v4-6b-t-21, win ratio 0.510, (0.499, 0.522), counts 3805, total 7457.\n", "chirp-v4-6b-t-26_win_over_chirp-v4-6b-t-26, win ratio 1.000, (1.000, 1.000), counts 6, total 6.\n", "chirp-v4-6b-t-27_win_over_chirp-v4-6b-t-21, win ratio 0.513, (0.498, 0.528), counts 2244, total 4372.\n", "chirp-v4-6b-t-27_win_over_chirp-v4-6b-t-27, win ratio 1.000, (1.000, 1.000), counts 4, total 4.\n", "chirp-v4-6b-t-28_win_over_chirp-v4-6b-t-21, win ratio 0.517, (0.506, 0.527), counts 4316, total 8356.\n", "chirp-v4-6b-t-28_win_over_chirp-v4-6b-t-28, win ratio 1.000, (1.000, 1.000), counts 6648, total 6648.\n", "chirp-v4-engine-b-tau_win_over_chirp-v4-engine-b-tau, win ratio 1.000, (1.000, 1.000), counts 6210, total 6210.\n", "chirp-v4-engine-b_win_over_chirp-v4-engine-b, win ratio 1.000, (1.000, 1.000), counts 49599, total 49599.\n", "chirp-v4-h-s-32-tech-bct_win_over_chirp-v4-h-s-32, win ratio 0.500, (0.485, 0.515), counts 2166, total 4329.\n", "chirp-v4-h-s-32-tech-bct_win_over_chirp-v4-h-s-32-tech-bct, win ratio 1.000, (1.000, 1.000), counts 4, total 4.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32, win ratio 1.000, (1.000, 1.000), counts 3821910, total 3821910.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32-tech-bct, win ratio 0.500, (0.485, 0.515), counts 2163, total 4329.\n", "chirp-v4-h-t-6-c-35_win_over_chirp-v4-h-t-6, win ratio 0.491, (0.468, 0.515), counts 855, total 1741.\n", "chirp-v4-h-t-6_win_over_chirp-v4-h-t-6, win ratio 1.000, (1.000, 1.000), counts 670635, total 670635.\n", "chirp-v4-h-t-6_win_over_chirp-v4-h-t-6-c-35, win ratio 0.509, (0.485, 0.532), counts 886, total 1741.\n", "chirp-v4-up-u-7_win_over_chirp-ahi, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-7_win_over_chirp-v4-up-u-7, win ratio 1.000, (1.000, 1.000), counts 127242, total 127242.\n", "chirp-v4-up-u-7_win_over_chirp-v4-up-u-d-2-i-0, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-7_win_over_chirp-v4-up-u-d-2-i-1, win ratio 0.596, (0.565, 0.627), counts 575, total 965.\n", "chirp-v4-up-u-d-2-1-6_win_over_chirp-v4-up-u-7, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-d-2-1-6_win_over_chirp-v4-up-u-d-2-i-0, win ratio 0.576, (0.555, 0.597), counts 1281, total 2224.\n", "chirp-v4-up-u-d-2-2_win_over_chirp-v4-up-u-d-2-2, win ratio 1.000, (1.000, 1.000), counts 50097, total 50097.\n", "chirp-v4-up-u-d-2-2_win_over_chirp-v4-up-u-d-2-i-1, win ratio 0.545, (0.510, 0.579), counts 433, total 795.\n", "chirp-v4-up-u-d-2-2_win_over_chirp-v4-up-u-d-2-i-2, win ratio 0.517, (0.491, 0.544), counts 708, total 1369.\n", "chirp-v4-up-u-d-2-2_win_over_chirp-v4-up-u-d-2-i-3, win ratio 0.645, (0.613, 0.676), counts 566, total 878.\n", "chirp-v4-up-u-d-2-3-1_win_over_chirp-v4-up-u-d-2-3, win ratio 0.504, (0.481, 0.528), counts 875, total 1735.\n", "chirp-v4-up-u-d-2-3_win_over_chirp-v4-up-u-7, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-d-2-3_win_over_chirp-v4-up-u-d-2-3, win ratio 1.000, (1.000, 1.000), counts 15428, total 15428.\n", "chirp-v4-up-u-d-2-3_win_over_chirp-v4-up-u-d-2-3-1, win ratio 0.496, (0.472, 0.519), counts 860, total 1735.\n", "chirp-v4-up-u-d-2-i-0_win_over_chirp-v4-up-u-d-2-1-6, win ratio 0.424, (0.403, 0.445), counts 943, total 2224.\n", "chirp-v4-up-u-d-2-i-0_win_over_chirp-v4-up-u-d-2-i-0, win ratio 1.000, (1.000, 1.000), counts 94, total 94.\n", "chirp-v4-up-u-d-2-i-1_win_over_chirp-v4-up-u-7, win ratio 0.404, (0.373, 0.435), counts 390, total 965.\n", "chirp-v4-up-u-d-2-i-1_win_over_chirp-v4-up-u-d-2-2, win ratio 0.455, (0.421, 0.490), counts 362, total 795.\n", "chirp-v4-up-u-d-2-i-1_win_over_chirp-v4-up-u-d-2-i-1, win ratio 1.000, (1.000, 1.000), counts 15, total 15.\n", "chirp-v4-up-u-d-2-i-2_win_over_chirp-v4-up-u-d-2-2, win ratio 0.483, (0.456, 0.509), counts 661, total 1369.\n", "chirp-v4-up-u-d-2-i-2_win_over_chirp-v4-up-u-d-2-i-2, win ratio 1.000, (1.000, 1.000), counts 3, total 3.\n", "chirp-v4-up-u-d-2-i-3_win_over_chirp-v4-up-u-d-2-2, win ratio 0.355, (0.324, 0.387), counts 312, total 878.\n", "chirp-v4-up-u-d-2-i-3_win_over_chirp-v4-up-u-d-2-i-3, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "tournament players: ['chirp-ahi', 'chirp-auk', 'chirp-auk-t1', 'chirp-v4-6b-t-09', 'chirp-v4-6b-t-21', 'chirp-v4-6b-t-22', 'chirp-v4-6b-t-23', 'chirp-v4-6b-t-24', 'chirp-v4-6b-t-25', 'chirp-v4-6b-t-26', 'chirp-v4-6b-t-27', 'chirp-v4-6b-t-28', 'chirp-v4-h-s-32', 'chirp-v4-h-s-32-tech-bct', 'chirp-v4-h-t-6', 'chirp-v4-h-t-6-c-35', 'chirp-v4-up-u-7', 'chirp-v4-up-u-d-2-1-6', 'chirp-v4-up-u-d-2-2', 'chirp-v4-up-u-d-2-3', 'chirp-v4-up-u-d-2-3-1', 'chirp-v4-up-u-d-2-i-0', 'chirp-v4-up-u-d-2-i-1', 'chirp-v4-up-u-d-2-i-2', 'chirp-v4-up-u-d-2-i-3']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1000/1000 [00:09<00:00, 101.12it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ELOs\n", "chirp-ahi: 1001.2, (-3156, 6772)\n", "chirp-auk: 1005.0, (912, 1120)\n", "chirp-auk-t1: 995.1, (880, 1089)\n", "chirp-v4-6b-t-09: 967.1, (960, 973)\n", "chirp-v4-6b-t-21: 995.0, (992, 998)\n", "chirp-v4-6b-t-22: 997.2, (989, 1004)\n", "chirp-v4-6b-t-23: 1008.9, (1002, 1016)\n", "chirp-v4-6b-t-24: 1010.7, (1003, 1018)\n", "chirp-v4-6b-t-25: 1008.5, (1000, 1017)\n", "chirp-v4-6b-t-26: 1002.1, (995, 1010)\n", "chirp-v4-6b-t-27: 1004.2, (995, 1014)\n", "chirp-v4-6b-t-28: 1006.5, (1000, 1014)\n", "chirp-v4-h-s-32: 999.9, (995, 1006)\n", "chirp-v4-h-s-32-tech-bct: 1000.1, (995, 1005)\n", "chirp-v4-h-t-6: 1003.1, (995, 1012)\n", "chirp-v4-h-t-6-c-35: 997.0, (988, 1005)\n", "chirp-v4-up-u-7: 1051.4, (-1249, 1758)\n", "chirp-v4-up-u-d-2-1-6: 1027.3, (-2669, 2963)\n", "chirp-v4-up-u-d-2-2: 1020.8, (-1300, 1724)\n", "chirp-v4-up-u-d-2-3: 1001.9, (992, 7839)\n", "chirp-v4-up-u-d-2-3-1: 1004.8, (995, 7855)\n", "chirp-v4-up-u-d-2-i-0: 974.5, (-2717, 2910)\n", "chirp-v4-up-u-d-2-i-1: 987.0, (-1331, 1679)\n", "chirp-v4-up-u-d-2-i-2: 1008.6, (-1311, 1710)\n", "chirp-v4-up-u-d-2-i-3: 922.2, (-1393, 1624)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "get_preference_counts(interesting_clips)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:57.443236Z", "start_time": "2024-05-26T00:24:56.306473Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:26:30.302356Z", "iopub.status.busy": "2025-05-01T13:26:30.302184Z", "iopub.status.idle": "2025-05-01T13:26:33.464721Z", "shell.execute_reply": "2025-05-01T13:26:33.464196Z", "shell.execute_reply.started": "2025-05-01T13:26:30.302339Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "<__array_function__ internals>:180: RuntimeWarning: Converting input from bool to for compatibility.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_clip_basic_distributions(interesting_clips)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:58.153310Z", "start_time": "2024-05-26T00:24:57.858363Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:26:33.465510Z", "iopub.status.busy": "2025-05-01T13:26:33.465350Z", "iopub.status.idle": "2025-05-01T13:26:33.487696Z", "shell.execute_reply": "2025-05-01T13:26:33.487233Z", "shell.execute_reply.started": "2025-05-01T13:26:33.465494Z" } }, "outputs": [], "source": [ "# FUCK THIS FOR NOW\n", "# MAX_PREFERENCE_PER_USER = 400\n", "# grouped_interesting_clips = interesting_clips.groupby([\"user_id\"])\n", "# user_top_df = (\n", "# interesting_clips.sort_values(\n", "# [\"preference\", \"upvote_count\", \"part_of_concat\", \"is_in_playlist\"], ascending=False\n", "# )\n", "# .groupby(\"user_id\")\n", "# .head(MAX_PREFERENCE_PER_USER)\n", "# )\n", "# print(user_top_df.shape, interesting_clips.shape)\n", "\n", "# user_top_requests = user_top_df[\"request_id\"].unique()\n", "# user_intersting_clips = interesting_clips[\n", "# interesting_clips[\"request_id\"].isin(user_top_requests)\n", "# ].copy()\n", "# print(user_intersting_clips.shape)" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:58.890520Z", "start_time": "2024-05-26T00:24:58.154350Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:26:33.488406Z", "iopub.status.busy": "2025-05-01T13:26:33.488251Z", "iopub.status.idle": "2025-05-01T13:28:04.015033Z", "shell.execute_reply": "2025-05-01T13:28:04.014386Z", "shell.execute_reply.started": "2025-05-01T13:26:33.488391Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of clips in interesting_clips:\n", "13,731,462\n", "Number of clips in user_interesting_clips:\n", "13,675,106\n", "Ratio of preferred clips to total clips for each model:\n", "------------------------------------------------------------\n", "chirp-ahi nan% ± nan%\n", "chirp-ahi-up-1 nan% ± nan%\n", "chirp-auk 12.68% ± 3.95%\n", "chirp-auk-infill 11.68% ± 1.94%\n", "chirp-auk-t1 13.52% ± 0.23%\n", "chirp-stem-v0 nan% ± nan%\n", "chirp-v2-xxl-alpha nan% ± nan%\n", "chirp-v3-engine-i nan% ± nan%\n", "chirp-v3p5-engine-b 12.32% ± 0.11%\n", "chirp-v3p5-engine-b-tau 12.87% ± 0.47%\n", "chirp-v3p5-engine-s-8 12.44% ± 0.01%\n", "chirp-v3p5-engine-short 10.33% ± 0.17%\n", "chirp-v3p5-engine-t-6 13.79% ± 0.05%\n", "chirp-v3p5-engine-upload-4 11.15% ± 0.03%\n", "chirp-v4-0 nan% ± nan%\n", "chirp-v4-6b-t-09 16.50% ± 0.17%\n", "chirp-v4-6b-t-21 17.15% ± 0.09%\n", "chirp-v4-6b-t-22 17.30% ± 0.26%\n", "chirp-v4-6b-t-23 17.74% ± 0.25%\n", "chirp-v4-6b-t-24 18.21% ± 0.27%\n", "chirp-v4-6b-t-25 18.02% ± 0.32%\n", "chirp-v4-6b-t-26 17.88% ± 0.26%\n", "chirp-v4-6b-t-27 17.74% ± 0.34%\n", "chirp-v4-6b-t-28 17.91% ± 0.16%\n", "chirp-v4-engine-b 13.31% ± 0.06%\n", "chirp-v4-engine-b-tau 12.10% ± 0.14%\n", "chirp-v4-h-api nan% ± nan%\n", "chirp-v4-h-s-32 13.98% ± 0.01%\n", "chirp-v4-h-s-32-tech-bct 13.89% ± 0.28%\n", "chirp-v4-h-t-6 14.39% ± 0.02%\n", "chirp-v4-h-t-6-c-35 13.44% ± 0.43%\n", "chirp-v4-up-u-7 19.02% ± 0.05%\n", "chirp-v4-up-u-d-2-1-6 20.22% ± 0.50%\n", "chirp-v4-up-u-d-2-2 16.79% ± 0.07%\n", "chirp-v4-up-u-d-2-3 16.12% ± 0.12%\n", "chirp-v4-up-u-d-2-3-1 16.87% ± 0.52%\n", "chirp-v4-up-u-d-2-i-0 15.20% ± 0.43%\n", "chirp-v4-up-u-d-2-i-1 15.82% ± 0.52%\n", "chirp-v4-up-u-d-2-i-2 17.59% ± 0.62%\n", "chirp-v4-up-u-d-2-i-3 12.18% ± 0.64%\n" ] } ], "source": [ "# subselect interesting clips\n", "interesting_clips_masks = (interesting_clips[\"model_name\"].str.contains(\"v3p5|v4|v5|auk|ahi\")) & (\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[\n", " interesting_clips_masks & extra_compare_mask\n", "].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\"]][\n", " \"model_name\"\n", " ].value_counts()\n", " / clip_df_model_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_counts[model]\n", " uncertainty = (ratio * (1 - ratio) / n) ** 0.5\n", " print(f\"{model:<30} {ratio:.2%} ± {uncertainty:.2%}\")" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:59.204547Z", "start_time": "2024-05-26T00:24:58.891851Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:28:04.015812Z", "iopub.status.busy": "2025-05-01T13:28:04.015652Z", "iopub.status.idle": "2025-05-01T13:28:05.948932Z", "shell.execute_reply": "2025-05-01T13:28:05.948381Z", "shell.execute_reply.started": "2025-05-01T13:28:04.015796Z" } }, "outputs": [ { "data": { "image/png": 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fOdxpbMFatGiRioqK/I+XLl2q3Nxcde3a1b+sSZMm+vrrr/01SNIHH3xQafR2KLV17dpVFRUVmj9/fsDyOXPmyOVyBez/aHTt2lW5ublavHixf1l5ebnmzZun5ORknXnmmUe03W7duunrr7/WunXrApYXFBTorbfeUsuWLVW/fn1JUlFRkcrLywPWS09PV0xMjP9nev755ys2NlaPP/54pW9LLMvS7t27j6jOcOjdu7d27typV155pdJzxcXF8ng8h319RUWFnnjiiUrPlZeXB5WX3r17a82aNVq+fHml5woKCir9fA+nbt26OvPMM7VgwYJKp3Qe+PnHxsaqV69eeuedd6pstv58CuFf35/4+Hg1a9ZMlmWprKwspNoAOAvfRAGA9g8y2Lx5syoqKrRr1y6tXLlSn3zyiRo2bKgnn3zykP8iPWPGDK1evVrdunVTo0aNlJeXpxdeeEENGjTwX1tx4oknqmbNmnrppZdUo0YNJScnKzMzM+AboVDUqlVLl19+ufr37+8fcX7SSScFjGEfOHCg3nnnHV199dXq3bu3tm7dqrfeeqvSqYmh1Na9e3d17NhR06ZN044dO5SRkaFPPvlE77//vq688spDnvYYisGDB+vll1/Wrbfeqm+//VaNGjXSO++8oy+//FK33357pWuygnXNNddo6dKlys7O1uDBg3XKKafo999/18KFC/X777/rgQce8K/72WefafLkybrgggt08sknq6KiQm+88Yb/Q7q0/2d3ww03aOrUqdqxY4d69OihGjVqaPv27Vq2bJkGDRqkESNGhOVnEqpLLrlES5Ys0cSJE7Vy5Uq1b99eFRUV2rx5s5YuXapnn3024AbTf3XWWWdp8ODBeuqpp7R+/Xp17txZbrdbP//8s5YuXao77rhDF1xwwSFrGDFihP7zn//o2muvVb9+/dSqVSt5vV59//33euedd/T++++HPJL+zjvv1GWXXaZ+/fpp8ODBaty4sXbs2KEPP/zQ/83x+PHjtXLlSg0aNEgDBw5U8+bNtXfvXn377bdasWKFPv/8c3999erVU/v27ZWWlqbNmzfr+eefV7du3Y44YwCcgSYKACRNnz5d0v4JcLVr11Z6erpuv/129e/f/7Afprp3764dO3ZowYIF2r17t+rUqaOzzjpL48aN8w8gcLvdmjJlih555BHdc889Ki8vV05OzhE3Uddee602btyop59+Wvv27VOnTp00ceLEgIlt55xzjm699VbNnj1bDzzwgFq3bq2ZM2fqwQcfDNhWKLXFxMToySef1PTp07V48WK9/vrratSokW655RZdddVVR3QsVUlMTNS8efP08MMPa+HChSoqKlLTpk2Vk5MT8nS7P6tXr55effVVPfbYY1qyZIny8vKUkpKidu3aadq0aTr99NP962ZkZKhLly764IMPtHPnTiUlJSkjI0PPPPOM2rZt61/vmmuu0cknn6w5c+ZoxowZkvZfb9S5c+dKNyo+lmJiYjRjxgzNmTNHb7zxht577z0lJSWpcePGGjJkSFCnH06ePFmtW7fWSy+9pGnTpik2NlaNGjXSxRdffNB7if1ZUlKS5s2bp6eeekpLly7VokWLlJKSopNPPjngv49QtGjRQq+88ooeffRRvfjiiyopKVHDhg3Vu3dv/zoH3ucZM2bovffe04svvqjatWurefPmuvnmm/3rDR48WG+99ZZmz54tj8ejBg0aaMiQIRozZkzIdQFwFpdl19W9AAAAAGAgrokCAAAAgBDQRAEAAABACGiiAAAAACAENFEAAAAAEAKaKAAAAAAIAU0UAAAAAISAJgoAAAAAQkATBQAAAAAhiLO7gGiRl1cou287nJqapMJCr71FAEEirzAJeYUpyCpMUh3z6nJJaWmph12PJur/syzZ3kQdqAMwBXmFScgrTEFWYRKn5pXT+aJIUVGx3SUAQSOvMAl5hSnIKkzi5LzSREURn8+hrTyMRF5hEvIKU5BVmMTJeaWJiiI1aybZXQIQNPIKk5BXmIKswiROzitNFAAAAACEgCYKAAAAAEJAEwUAAAAAIXBZllMHEwbatcv++0QBAAAAsI/LJdWrd/j7RPFNVBSJiXHZXQIQNPIKk5BXmIKswiROzitNVBRJSUm0uwQgaOQVJiGvMAVZhUmcnFeaKAAAAAAIAU0UAAAAAISAJiqKMOMDJiGvMAl5hSnIKkzi5Lwyne//YzofAAAA4GxM5zNQXBxvB8xBXmES8gpTkFWYxMl5de6RR6Hk5AS7SwCCRl5hEvIKU5BVmMTJeaWJAgAAAIAQ0EQBAAAAQAji7C4Af/D5fNq+fZvy8/Mito+6ddPUuHGTiG0fzuHz+ewuAQgaeYUpyCpM4uS8Mp3v/4uG6Xzbt29Tp6wOKin2RmwfCYlJWvHpahopAAAA4C+Cnc7HN1FRpKBgt0qKvUq7cLzcaeFvcsrytinv7anKz8+jicJRc7tjVVZWYXcZQFDIK0xBVmESJ+eVJiqKJCS4JUnutCZKaNDc5mqAQ0tKildZWeS+NQXCibzCFGQVJnFyXhksAQAAAAAhoIkCAAAAgBDQREWRigrnTjiBecrLnXkONMxEXmEKsgqTODmvNFFRpLi4zO4SgKB5PKV2lwAEjbzCFGQVJnFyXmmioojbHWt3CUDQEhKYSwNzkFeYgqzCJE7OK01UFImPd24QYZ4D0yQBE5BXmIKswiROzitNFAAAAACEoFp89bFt2zbdfvvtysvLU2xsrF5++WUlJyfbXRYAAACAaqhaNFG33XabbrjhBnXo0EF79uxRfHy83SUdESdPOIF5ysrK7S4BCBp5hSnIKkzi5Lwa30Rt2rRJcXFx6tChgySpdu3a9hZ0FEpKnBtEmMfrZZokzEFeYQqyCpM4Oa+2XxO1atUqXXvtterSpYsyMjK0bNmySuvMnz9f3bt3V5s2bTRw4ECtXbvW/9yWLVuUnJysa6+9Vv369dPMmTOPZflh5eQJJzBPUpJzLyaFecgrTEFWYRIn59X2Jsrj8SgjI0MTJ06s8vnFixcrJydHY8eO1cKFC9WiRQuNGDFCeXl5kqTy8nJ98cUXmjhxol5++WV98skn+uSTT47lIYRNXBwjzmEOt5umH+YgrzAFWYVJnJxX24+8W7du6tat20Gfnz17tgYNGqQBAwZIkiZNmqQPP/xQCxYs0DXXXKPjjz9erVu31gknnODf3vr169W5c+eQ6khNTfL/uaysXF5vmZKS3AHhKCkpU0lJuZKT4wMaHq+3VGVlFUpJSVBMzB99qcdTovJyn1JTE+VyufzLi4qK5fNZqlnzj30eSzVqJPj3HeljKijwKibGpZSURP8yy7JUWFisuLgYJScn+Jf7fD4VFZXI7Y5VUtIf17WVl1fI4ylVQkJcwChNu94njmn/MblcroDtVIdjqo7vE8e0/5ji4mL4vccxGXFMf85qdTmm6vg+cUz7j+lAXqvTMQXLZVmWFdIrIigjI0MzZsxQjx49JEmlpaVq27atpk+f7l8mSRMmTFBBQYGefPJJlZeX629/+5vmzp2r1NRUjRkzRoMHD9a5554b0r537SqU3T+JH39cr06dOqrBlf9SQoPmYd9+yW8/6Le5N2jZso+Umdk27NuHsxz4pQmYgLzCFGQVJqmOeXW5pHr1Ug+7nu3fRB3K7t27VVFRobS0tIDlaWlp2rx5syQpLi5ON954o7Kzs2VZljp37hxyAxUtSksZLAFzlJQ492JSmIe8whRkFSZxcl6juokK1uFOCTRFWRkjzmEOpknCJOQVpiCrMImT82r7YIlDqVOnjmJjY/1DJA7Iy8tTvXr1bKoqchITnTvhBOZJTjbzfmxwJvIKU5BVmMTJeY3qJio+Pl6tWrXSihUr/Mt8Pp9WrFihdu3a2VhZZMTGRvXbAQRgmiRMQl5hCrIKkzg5r7afzrdv3z5t3brV/3j79u1av369atWqpYYNG2r48OGaMGGCWrdurczMTM2dO1der1f9+/e3sWoAAAAATmV7E7Vu3ToNHTrU/zgnJ0eS1K9fP02ZMkV9+vRRfn6+pk+frtzcXLVs2VLPPvtstTydDwAAAED0s72J6tixozZu3HjIdbKzs5WdnX2MKrKPkyecwDxeb6ndJQBBI68wBVmFSZycVy7CiSLl5T67SwCCxjRJmIS8whRkFSZxcl5poqLIn+/aDES7lJSEw68ERAnyClOQVZjEyXmliYoiMTEuu0sAghYTw68PmIO8whRkFSZxcl6de+QAAAAAcARoogAAAAAgBDRRUaS4mOl8MIfHU2J3CUDQyCtMQVZhEifnlSYqilRUMJ0P5mCaJExCXmEKsgqTODmvNFFRJDnZuRNOYJ7U1ES7SwCCRl5hCrIKkzg5rzRRUcTFcD4YxEVgYRDyClOQVZjEyXmliQIAAACAENBEAQAAAEAIaKKiiMdTancJQNCKiortLgEIGnmFKcgqTOLkvNJERRHLsuwuAQiaz0deYQ7yClOQVZjEyXmliYoiNWownQ/mqFkzye4SgKCRV5iCrMIkTs4rTRQAAAAAhIAmCgAAAABCQBMFAAAAACGgiYoi+/aV2F0CELSCAq/dJQBBI68wBVmFSZycV5qoKOLkuz7DPDEx5BXmIK8wBVmFSZycV5qoKJKcHG93CUDQUlIS7S4BCBp5hSnIKkzi5LzSRAEAAABACGiiAAAAACAENFFRxHLuTZ9hIIvAwiDkFaYgqzCJk/NKExVFPB6m88EchYXFdpcABI28whRkFSZxcl5poqJIbCxvB8wRF0deYQ7yClOQVZjEyXl17pFHocREt90lAEFLTk6wuwQgaOQVpiCrMImT80oTBQAAAAAhoIkCAAAAgBDQREURn8+5E05gHp/PZ3cJQNDIK0xBVmESJ+eVJiqKeL2ldpcABK2oiGmSMAd5hSnIKkzi5LzSREURJ084gXnc7li7SwCCRl5hCrIKkzg5r3xqjyIJCUzngzmSkuLtLgEIGnmFKcgqTOLkvNJEAQAAAEAIaKIAAAAAIAQ0UVGkosK5E05gnvLyCrtLAIJGXmEKsgqTODmvNFFRpLi4zO4SgKB5PEyThDnIK0xBVmESJ+eVJiqKOHnCCcyTkBBndwlA0MgrTEFWYRIn55UmKorExzs3iDAP0yRhEvIKU5BVmMTJeaWJAgAAAIAQ0EQBAAAAQAhooqKIkyecwDxlZeV2lwAEjbzCFGQVJnFyXmmiokhJiXODCPN4vUyThDnIK0xBVmESJ+eVJiqKOHnCCcyTlOTci0lhHvIKU5BVmMTJeaWJiiJxcYw4hzncbpp+mIO8whRkFSZxcl5pogAAAAAgBDRRAAAAABACmqgoUlrKYAmYo6TEuReTwjzkFaYgqzCJk/NKExVFysoYcQ5zME0SJiGvMAVZhUmcnFeaqCiSmOjcCScwT3JyvN0lAEEjrzAFWYVJnJxXmqgoEhvL2wFzME0SJiGvMAVZhUmcnFc+tQMAAABACGiiAAAAACAENFFRxMkTTmAer7fU7hKAoJFXmIKswiROzmu1uM1w9+7dVaNGDcXExKhmzZqaN2+e3SUdkfJyn90lAEFjmiRMQl5hCrIKkzg5r9WiiZKkl156STVq1LC7jKOSlOTcCScwT0pKgoqKSuwuAwgKeYUpyCpM4uS8cjpfFImJcdldAhC0mBh+fcAc5BWmIKswiZPzavuRr1q1Stdee626dOmijIwMLVu2rNI68+fPV/fu3dWmTRsNHDhQa9eurbTOkCFDNGDAAL355pvHomwAAAAADmV7E+XxeJSRkaGJEydW+fzixYuVk5OjsWPHauHChWrRooVGjBihvLw8/zovvviiXn/9dT355JN66qmntGHDhmNVPgAAAACHsb2J6tatm2688Ub17Nmzyudnz56tQYMGacCAAWrevLkmTZqkxMRELViwwL/O8ccfL0k67rjj1LVrV3333XfHpPZwKy5mOh/M4fE48xxomIm8whRkFSZxcl6jerBEaWmpvv32W40aNcq/LCYmRllZWVqzZo2k/d9k+Xw+paSkaN++fVq5cqV69+4d8r5SU5P8fy4rK5fXW6akJLfc7j9+RCUlZSopKVdycnzAHZq93lKVlVUoJSUh4NxQj6dE5eU+paYmyuX643qnoqJi+XyWatb8Y5+SVFFxbKbz1aiR4N93pI+poMCrmBiXUlIS/cssy1JhYbHi4mKUnJzgX+7z+VRUVCK3OzZgyEZ5eYU8nlIlJMQpIcHtX27X+8Qx7T8ml8sVsJ3qcEzV8X3imDgmjolj4pg4Jo4p9GM6HJdlWVZIr4igjIwMzZgxQz169JAk7dy5U127dtVLL72kdu3a+dd76KGHtGrVKr366qvatm2bxo4dK2n/mzJw4EBdeeWVIe97165C2f2T+OGH9crK6qgGV/5LCQ2ah337Jb/9oN/m3qBlyz5SZmbbsG8fzpKamqjCwmK7ywCCQl5hCrIKk1THvLpcUr16qYddL6q/iQpGkyZNqs0wCRfD+WAQF4GFQcgrTEFWYRIn59X2a6IOpU6dOoqNjQ0YIiFJeXl5qlevnk1VAQAAAHCyqG6i4uPj1apVK61YscK/zOfzacWKFQGn9wEAAADAsWL76Xz79u3T1q1b/Y+3b9+u9evXq1atWmrYsKGGDx+uCRMmqHXr1srMzNTcuXPl9XrVv39/G6uODI+n1O4SgKAVFVWvc6BRvZFXmIKswiROzqvtTdS6des0dOhQ/+OcnBxJUr9+/TRlyhT16dNH+fn5mj59unJzc9WyZUs9++yz1fJ0viia8QEcls9HXmEO8gpTkFWYxMl5tb2J6tixozZu3HjIdbKzs5WdnX2MKrJPjRoJh18JiBI1ayapoMBrdxlAUMgrTEFWYRIn5zWqr4kCAAAAgGhDEwUAAAAAIaCJAgAAAIAQ0ERFkX37SuwuAQiaU8+BhpnIK0xBVmESJ+eVJiqKOPmuzzBPTAx5hTnIK0xBVmESJ+eVJiqKJCfH210CELSUlES7SwCCRl5hCrIKkzg5rzRRAAAAABACmigAAAAACAFNVBSxnHvTZxjIIrAwCHmFKcgqTOLkvNJERRGPh+l8MEdhYbHdJQBBI68wBVmFSZycV5qoKBIby9sBc8TFkVeYg7zCFGQVJnFyXp175FEoMdFtdwlA0JKTE+wuAQgaeYUpyCpM4uS80kQBAAAAQAhoogAAAAAgBDRRUcTnc+6EE5jH5/PZXQIQNPIKU5BVmMTJeaWJiiJeb6ndJQBBKypimiTMQV5hCrIKkzg5rzRRUcTJE05gHrc71u4SgKCRV5iCrMIkTs4rn9qjSEIC0/lgjqSkeLtLAIJGXmEKsgqTODmvNFEAAAAAEAKaKAAAAAAIAU1UFKmocO6EE5invLzC7hKAoJFXmIKswiROzitNVBQpLi6zuwQgaB4P0yRhDvIKU5BVmMTJeaWJiiJOnnAC8yQkxNldAhA08gpTkFWYxMl5pYmKIvHxzg0izMM0SZiEvMIUZBUmcXJeaaIAAAAAIAQhffXh8/n0+eefa/Xq1frll19UXFysunXrqmXLlsrKytIJJ5wQqToBAAAAICoE9U1UcXGxnnjiCXXr1k3XXHONli9frsLCQsXExGjLli167LHHdN5552nkyJH66quvIlxy9eXkCScwT1lZud0lAEEjrzAFWYVJnJzXoL6J6tWrl9q2bav77rtPWVlZcrsrn/+4Y8cOvf3227rpppt07bXXatCgQWEvtrorKXFuEGEer5dpkjAHeYUpyCpM4uS8BtVE/fvf/1azZs0OuU6jRo00atQoXXXVVfr111/DUpzTOHnCCcyTlOR29C9PmIW8whRkFSZxcl6DOp3vcA3Un7ndbp144olHXJCTxcUx4hzmcLtp+mEO8gpTkFWYxMl5PaLpfKtXr9bNN9+swYMHa+fOnZKkRYsWafXq1WEtDgAAAACiTchN1DvvvKMRI0YoMTFR3333nUpL99+puKioSE899VTYCwQAAACAaBJyE/Xkk09q0qRJuu+++xQX98dXeO3bt9d3330X1uKcprSUwRIwR0mJM8+BhpnIK0xBVmESJ+c15Cbqp59+UocOHSotT01NVUFBQViKcqqyMkacwxxMk4RJyCtMQVZhEifnNeQmql69etq6dWul5V988YWaNGkSlqKcKjGx8uh4IFolJ8fbXQIQNPIKU5BVmMTJeQ25iRo0aJDuv/9+ff3113K5XNq5c6fefPNNPfjgg7rssssiUaNjxMYe0ZwPwBZMk4RJyCtMQVZhEifnNeS5hNdcc418Pp+GDRsmr9er7OxsxcfH66qrrtKQIUMiUSMAAAAARI2QmyiXy6XRo0drxIgR2rp1qzwej5o1a6YaNWpEoj4AAAAAiCpHfIes+Ph4NW/ePJy1OJ6TJ5zAPF5vqd0lAEEjrzAFWYVJnJzXoJqo6667LugNPv7440dcjNOVl/vsLgEIGtMkYRLyClOQVZjEyXkNqolKTU2NdB2QlJTk3AknME9KSoKKikrsLgMICnmFKcgqTOLkvAbVROXk5ES6DkiKiXHZXQIQtJgYpknCHOQVpiCrMImT8+rcIwcAAACAI3BEgyWWLl2qJUuW6Ndff1VZWeAwhIULF4alMAAAAACIRiF/E/Xcc8/ptttuU7169fTdd9+pTZs2ql27trZt26auXbtGokbHKC5mOh/M4fE48xxomIm8whRkFSZxcl5D/ibqhRde0L333qsLL7xQr7/+ukaOHKkmTZro0Ucf1d69eyNRo2NUVDCdD+ZgmiRMQl5hCrIKkzg5ryF/E/Xrr7+qXbt2kqTExETt27dPknTJJZfo//7v/8JbncMkJyfYXQIQtNTURLtLAIJGXmEKsgqTODmvITdR9erV83/jdMIJJ+irr76SJG3fvl2WZYW1OKdxMZwPBnERWBiEvMIUZBUmcXJeQz6d7+yzz9Z//vMfnXbaaRowYIBycnL0zjvvaN26derZs2ckakSYbdq0MWLbrls3TY0bN4nY9gEAAAC7hdxE3XvvvfL59p//eMUVV6h27dpas2aNunfvrsGDB4e9QIRPRdFuyeXS6NEjI7aPhMQkrfh0NY0UAAAAqq2Qm6iYmJiAG2v17dtXffv2DWtRTuXxlEZ0+76SIsmylHbheLnTwt/klOVtU97bU5Wfn0cT5QBFRcV2lwAEjbzCFGQVJnFyXkNuohYsWKDk5GT17t07YPmSJUtUXFysfv36ha04pzlW15S505oooUHzY7IvVF8+H9dAwhzkFaYgqzCJk/Ma8mCJp59+WnXq1Km0PC0tTTNnzgxLUU5VowbT+WCOmjWT7C4BCBp5hSnIKkzi5LyG3ET98ssvaty4caXlDRs21K+//hqWogAAAAAgWoXcRKWlpWnjxsrT3TZs2KDatWuHo6Yj4vV6de655+rBBx+0rQYAAAAA1V/I10T17dtX999/v2rUqKEzzzxTkvT555/rgQcesHXAxMyZM3X66afbtn8AAAAAzhByE/WPf/xDO3bs0LBhwxQXt//lPp9Pl1xyiW688cawFxiMn3/+WZs3b9a5556rTZs22VJDOOzbV2J3CUDQCgq8dpcABI28whRkFSZxcl5DbqLi4+P1r3/9Sz///LPWr1+vxMREpaenq1GjRkdUwKpVqzRr1iytW7dOubm5mjFjhnr06BGwzvz58zVr1izl5uaqRYsWuuuuu5SZmel//sEHH9Qtt9yiNWvWHFEN0cLJd32GeWJiXI6eygOzkFeYgqzCJE7Oa8jXRB1w8sknq3fv3uratasKCgq0d+/eI9qOx+NRRkaGJk6cWOXzixcvVk5OjsaOHauFCxeqRYsWGjFihPLy8iRJy5Yt08knn6ymTZse6aFEjeTkeLtLAIKWkpJodwlA0MgrTEFWYRIn5zXkb6Luv/9+paena+DAgaqoqFB2drbWrFmjpKQkzZw5Ux07dgxpe926dVO3bt0O+vzs2bM1aNAgDRgwQJI0adIkffjhh1qwYIGuueYaff3111q8eLHeeecd7du3T+Xl5apRo4auu+66kOpITf1jRGNZWbm83jIlJbnldv/xIyopKVNJSbmSk+MVFxfrX+71lqqsrEIpKQkBNyL2eEpUXu5TampiwLdMRUXF8vmsajsWskaNBP+xFRR4FRPjCviPzLIsFRYWKy4uRsnJf4x19/l8Kioqkdsdq6SkPxrK8vIKeTylSkiIU0KC27/crveJY9p/TC6XK2A71eGYquP7xDHtP6a4uBj/vqvLMVXH94ljSgjIanU5pur4PnFM+4/pQF6r0zEFy2WFeIfXrl27asaMGWrTpo2WLVume+65R/PmzdMbb7yhzz77TC+99FJIBfxZRkZGwOl8paWlatu2raZPnx5wit+ECRNUUFCgJ598MuD1r7/+ujZt2qQJEyaEvO9duwp1jO51e1A//rhenTp1VIMr/xWRm+EWffuB8t6eGrHtl/z2g36be4OWLftImZltw759RJcDvzQBE5BXmIKswiTVMa8ul1SvXuph1wv5dL7du3erfv36kqT//ve/6t27t5o2baoBAwbo+++/D73Sw+yroqJCaWlpAcvT0tK0a9eusO4rGtjdxAGhCPHfXwBbkVeYgqzCJE7Oa8in89WrV08//PCD6tevr+XLl+uee+6RJBUXFys2NvbQL46w/v3727r/o+XxMJ0P5igsLLa7BCBo5BWmIKswiZPzGnIT1b9/f91www2qX7++XC6XsrKyJElff/21TjnllLAWV6dOHcXGxvqHSByQl5enevXqhXVf0SA29ojnfADHXFxcjMrLfXaXAQSFvMIUZBUmcXJeQ26ixo0bp1NPPVW//fabLrjgAsXH778gLDY2ViNHjgxrcfHx8WrVqpVWrFjhvybK5/NpxYoVys7ODuu+okFiovvwKwFRIjk5odqdB43qi7zCFGQVJnFyXkNuoiTpggsuqLSsX79+R1TAvn37tHXrVv/j7du3a/369apVq5YaNmyo4cOHa8KECWrdurUyMzM1d+5ceb1e40/dAwAAAGCmI2qiwmndunUaOnSo/3FOTo6k/U3ZlClT1KdPH+Xn52v69OnKzc1Vy5Yt9eyzz1bL0/kAAAAARD/bm6iOHTtq48aNh1wnOzu7Wp6+91dOveMzzOTzOfMcaJiJvMIUZBUmcXJemWQQRbzeUrtLAIJWVMQ0SZiDvMIUZBUmcXJeaaKiSFwcbwfM4Xbbe0sDIBTkFaYgqzCJk/Ma8ul8RUVFB30uPj7eP60PoUtIYDofzJGUFK+yMmdO5IF5yCtMQVZhEifnNeQmqkOHDnK5XAd9vkGDBurXr5+uu+46xcTwzQoAAACA6iXkJmrKlCmaNm2a+vXrp8zMTEnS2rVrtWjRIo0ePVr5+fn697//rfj4eF177bVhLxgAAAAA7BRyE7Vw4UJNmDBBffr08S/r3r270tPT9fLLL2vu3Lk64YQTNHPmTJqoEFVUOHfCCcxTXl5hdwlA0MgrTEFWYRIn5zXk8+3WrFmj0047rdLy0047TV999ZUk6YwzztCvv/561MU5TXFxmd0lAEHzeJgmCXOQV5iCrMIkTs5ryE3UCSecoNdee63S8tdee00NGjSQJO3Zs0c1a9Y8+uocxskTTmCehATbbzMHBI28whRkFSZxcl5DPvJbbrlF//jHP/TRRx+pTZs2kqR169Zp8+bNmj59uiTpm2++CTjdD8GJj3duEGGehAS3SkrK7S4DCAp5hSnIKkzi5LyG/Kn9vPPO05IlS/Tyyy/r559/liR17dpVM2bMUOPGjSVJl19+eViLBAAAAIBocURffTRp0kQ333xzuGsBAAAAgKh3RE1UQUGBXnvtNf3444+SpFNPPVUDBgxQampqWItzGidPOIF5ysqc+fU9zEReYQqyCpM4Oa8hD5b45ptv1LNnT82ZM0d79+7V3r17NXv2bPXo0UPffvttJGp0DKeeUwozeb1Mk4Q5yCtMQVZhEifnNeRvonJyctS9e3fde++9iovb//Ly8nLdeeedeuCBBzR//vywF+kUTp5wAvMkJbkd/csTZiGvMAVZhUmcnNeQv4lat26drr76an8DJUlxcXG6+uqrtW7durAW5zRxcYw4hzncbpp+mIO8whRkFSZxcl5DbqJSUlKqvJHur7/+qho1aoSlKAAAAACIViE3UX369NEdd9yhxYsX69dff9Wvv/6q//u//9Odd96pvn37RqJGAAAAAIgaR3Sz3QP/X1Gxf5pcXFycLrvsMsaeH6XSUgZLwBwlJc48BxpmIq8wBVmFSZyc15CbqPj4eN15550aP368tm7dKkk68cQTlZSUFPbinKasjBHnMAfTJGES8gpTkFWYxMl5PeKrwZKSkpSRkRHOWhwvMdFtdwlA0JKT4+XxlNpdBhAU8gpTkFWYxMl5DaqJuu6664Le4OOPP37ExThdbGzIl6gBtmGaJExCXmEKsgqTODmvQTVRqampka4DAAAAAIwQVBOVk5MT6TpQjWzatDGi269bN02NGzeJ6D4AAACAg3HuHbKikOkTTiqKdksul0aPHhnR/SQkJmnFp6tppGzm9TrzHGiYibzCFGQVJnFyXoNqokaMGKFx48apbdu2h1yvqKhIL7zwgmrUqKErrrgiHPU5Snm5z+4SjoqvpEiyLKVdOF7utMg0OGV525T39lTl5+fRRNmMaZIwCXmFKcgqTOLkvAbVRF1wwQUaN26cUlNTde6556p169Y67rjjlJCQoIKCAv3www/64osv9NFHH6lbt27+e0khNElJ8XaXEBbutCZKaNDc7jIQYSkpCSoqKrG7DCAo5BWmIKswiZPzGlQTNXDgQF1yySVasmSJlixZoldeeUWFhYWSJJfLpebNm6tLly567bXX1KxZs4gWXJ3FxLjsLgEIWkwM0yRhDvIKU5BVmMTJeQ36mqj4+HhdcskluuSSSyRJhYWFKi4uVu3ateV2c38jAAAAAM5wxIMlUlNTGX0OAAAAwHGc+x1cFCouNns6H5zF43HmOdAwE3mFKcgqTOLkvNJERZGKCrOn88FZTJ8mCWchrzAFWYVJnJxXmqgokpycYHcJQNBSUxPtLgEIGnmFKcgqTOLkvNJERREXw/lgEBeBhUHIK0xBVmESJ+c15MESv/76q1wulxo0aCBJWrt2rd566y01b95cgwcPDnuBAAAAABBNQv4mavz48frss88kSbm5uRo+fLi++eYbTZs2TY8//njYCwQAAACAaBJyE7Vp0yZlZmZKkpYsWaJTTz1VL730kh5++GEtXLgw7AU6icdTancJQNCKiortLgEIGnmFKcgqTOLkvIbcRJWXlys+Pl6S9Omnn6p79+6SpFNOOUW5ubnhrc5hLMuyuwQgaD4feYU5yCtMQVZhEifnNeQmqnnz5nrppZe0evVqffrpp+ratask6ffff1ft2rXDXZ+j1KjBdD6Yo2bNJLtLAIJGXmEKsgqTODmvITdRN998s15++WUNGTJEffv2VYsWLSRJ//nPf/yn+QEAAABAdRXSdD7LstSkSRN98MEHqqioUK1atfzPDRo0SElJzu1GAQAAADhDSN9EWZal888/X7t27QpooCSpcePGSktLC2txAAAAABBtQmqiYmJidNJJJ2nPnj0RKsfZ9u0rsbsEIGgFBV67SwCCRl5hCrIKkzg5r0d0n6iHHnpI33//fSTqcTQn3/UZ5omJIa8wB3mFKcgqTOLkvIZ0TZQkTZgwQV6vV5dcconcbrcSExMDnv/888/DVpzTJCfH210CELSUlERH/wsUzEJeYQqyCpM4Oa8hN1G33357JOoAAAAAACOE3ET169cvEnUAAAAAgBFCviZKkrZu3app06bppptuUl5eniTpv//9rzZt2hTW4pzGcu5Nn2Egi8DCIOQVpiCrMImT8xpyE/X555/roosu0tq1a/Xuu+/K4/FIkjZu3KjHHnss7AU6icfDdD6Yo7Cw2O4SgKCRV5iCrMIkTs5ryE3U1KlTdcMNN2j27Nlyu93+5Weffba++uqrcNbmOLGxR/TFIGCLuDjyCnOQV5iCrMIkTs5ryEf+/fffq0ePHpWW161bV7t37w5LUU6VmOg+/EpAlEhOTrC7BCBo5BWmIKswiZPzGnITlZqaqtzc3ErL169fr+OPPz4sRQEAAABAtAq5ierbt68efvhh5ebmyuVyyefz6YsvvtCDDz6oSy+9NAIlAgAAAED0CLmJuvHGG3XKKafof/7nf+TxeNS3b19lZ2erXbt2Gj16dCRqdAyfz7kTTmAen89ndwlA0MgrTEFWYRIn5zXk+0TFx8frvvvu09ixY/X9999r3759Ou2003TyySdHoLzDKygo0LBhw1RRUaGKigoNHTpUgwYNsqWWo+X1ltpdAhC0oiKmScIc5BWmIKswiZPzGnITdcAJJ5ygE044QRUVFfr++++1d+9e1apVK5y1BaVGjRqaP3++kpKS5PF4dOGFF6pnz56qU6fOMa/laDl5wkmoNm3aGLFt162bpsaNm0Rs+9WF2x2rsrIKu8sAgkJeYQqyCpM4Oa8hN1H333+/0tPTNXDgQFVUVCg7O1tr1qxRUlKSZs6cqY4dO0aizoOKjY1VUlKSJKm0dP83Oabe+Cshgel8h1NRtFtyuTR69MiI7SMhMUkrPl1NI3UYSUnxKivz2l0GEBTyClOQVZjEyXkNuYl65513dPHFF0uSPvjgA23btk1LlizRG2+8oWnTpumll14KaXurVq3SrFmztG7dOuXm5mrGjBmVRqjPnz9fs2bNUm5urlq0aKG77rpLmZmZ/ucLCgqUnZ2tLVu26JZbblHdunVDPSwYwldSJFmW0i4cL3da+Jucsrxtynt7qvLz82iiAAAAUKWQm6jdu3erfv36kqT//ve/6t27t5o2baoBAwboueeeC7kAj8ejjIwMDRgwQNddd12l5xcvXqycnBxNmjRJp59+uubOnasRI0Zo6dKlSktLkyTVrFlTb775pnbt2qXrrrtOvXr1Ur169UKuBeZwpzVRQoPmdpcBAAAABwr5Ipx69erphx9+UEVFhZYvX67OnTtLkoqLixUbGxtyAd26ddONN96onj17Vvn87NmzNWjQIA0YMEDNmzfXpEmTlJiYqAULFlRZW4sWLbR69eqQ64gGFRXOnXAC85SXO/McaJiJvMIUZBUmcXJeQ/4mqn///rrhhhtUv359uVwuZWVlSZK+/vprnXLKKWEtrrS0VN9++61GjRrlXxYTE6OsrCytWbNGkrRr1y4lJiYqJSVFhYWFWr16tS677LKQ95WamuT/c1lZubzeMiUlueV2//EjKikpU0lJuZKT4xUX90fD6PWWqqysQikpCYqJ+aMv9XhKVF7uU2pqolwul395UVGxfD5LNWv+sU9JKi4uC7luREaNGgmKiXFV+T4VFHgVE+NSSkqif5llWSosLFZcXEzA3bt9Pp+KikrkdscqKSnev7y8vEIeT6kSEuICroWzK3tHckxlZRUB26kOx1Qd3yeOaf8xxcXF+vddXY6pOr5PHNP+YzpQa3U6pgM4pup3TDVrJlW7YwpGyE3UuHHjdOqpp+q3337TBRdcoPj4/QcfGxurkSPDe7H/7t27VVFR4T9t74C0tDRt3rxZkvTLL7/orrvukmVZsixL2dnZysjICHlfhYVe/XUehddbJq+3cmPj8VQ9ivxgYx4LC4urXF5QEHghntsd+jd5iIx9+0r89+366/sk7b+nV1XLy8t9VS4vK6uo8sLLkpJylZSUV1p+rLMnhX5MMTGuKpebfEzV8X3imPYfk89nVXrO9GOqju8Tx1SihIS4Stsy/ZiqwjFVj2P6c16ryzG5XFJCQmqV6/zZEY04v+CCCyot69ev35Fs6qhlZmbqjTfesGXf4RYff8QT54FjLiHBXeUvOSAakVeYgqzCJE7Oa8if2h9//PFDPl/VcIgjVadOHcXGxiovLy9geV5eHoMjAAAAANgi5CZq2bJlAY/Ly8u1fft2xcbG6sQTTwxrExUfH69WrVppxYoV/rHnPp9PK1asUHZ2dtj2AwAAAADBCrmJWrRoUaVlRUVFuvXWWyvd3ykY+/bt09atW/2Pt2/frvXr16tWrVpq2LChhg8frgkTJqh169bKzMzU3Llz5fV61b9//5D3Fe2cPOEE5ikrc+bX9zATeYUpyCpM4uS8huUinJSUFI0bN06jR4/WpZdeGtJr161bp6FDh/of5+TkSNp/jdWUKVPUp08f5efna/r06crNzVXLli317LPPVsvT+Zx6TinMVNXFnUC0Iq8wBVmFSZyc17BNMigsLFRhYWHIr+vYsaM2btx4yHWys7MdcfpeQgKDJWCOpCS3o395wizkFaYgqzCJk/Ma8qf25557LuCxZVnKzc3VG2+8oa5du4atMCf684x7INq53XGO/cUJ85BXmIKswiROzmvITdScOXMCHsfExKhu3brq16+frrnmmnDVBQAAAABRKeQm6j//+U8k6gAAAAAAI8TYXQD+UFrKYAmYo6TEmV/fw0zkFaYgqzCJk/NKExVFysoYcQ5zME0SJiGvMAVZhUmcnFeaqCiSmOi2uwQgaMnJ8XaXAASNvMIUZBUmcXJeaaKiSGwsbwfMwTRJmIS8whRkFSZxcl6D+tTer18/7d27V5L0+OOPy+v1RrQoAAAAAIhWQTVRP/74o79xmjFjhjweT0SLAgAAAIBoFdSI85YtW+q2227TGWecIcuyNGvWLCUnJ1e57nXXXRfWAp3EyRNOYB6vt9TuEoCgkVeYgqzCJE7Oa1BNVE5Ojh577DF98MEHcrlcWr58uWJjK58D6XK5aKKOQnm5z+4SgKAxTRImIa8wBVmFSZyc16CaqFNOOUXTpk2TJLVo0UJz5sxRWlpaRAtzoqQk5044iTabNm2M2Lbr1k1T48ZNIrb9YyUlJUFFRSV2lwEEhbzCFGQVJnFyXoNqov5sw4YNkagDkmJiXHaX4HgVRbsll0ujR4+M2D4SEpO04tPVxjdSMTFMk4Q5yCtMQVZhEifnNeQmSpK2bt2quXPn6scff5QkNW/eXEOHDtWJJ54Y1uKAY81XUiRZltIuHC93WvibnLK8bcp7e6ry8/OMb6IAAACcKuQmavny5Ro9erRatmyp9u3bS5K+/PJL9e3bVzNnzlTnzp3DXiRwrLnTmiihQXO7ywAAAEAUCrmJmjp1qoYNG6abb745YPnDDz+shx9+mCbqKBQXM50P5vB4nHkONMxEXmEKsgqTODmvIZ/I+OOPP+pvf/tbpeUDBgzQDz/8EJainKqigul8MAfTJGES8gpTkFWYxMl5DbmJqlu3rtavX19p+fr165nYd5SSkxPsLgEIWmpqot0lAEEjrzAFWYVJnJzXkE/nGzhwoO6++25t27Yt4JqoZ555RsOGDQt3fY7iYjgfDOIisDAIeYUpyCpM4uS8htxEjR07VikpKfr3v/+tRx55RJJ03HHH6brrrtPQoUPDXiAAAAAARJOQmyiXy6Vhw4Zp2LBhKioqkiSlpKSEvTAAAAAAiEZHdJ+oA2iewsvjKbW7BCBoRUXFdpcABI28whRkFSZxcl6de5vhKGRZlt0lAEHz+cgrzEFeYQqyCpM4Oa80UVGkRg2m88EcNWsm2V0CEDTyClOQVZjEyXmliQIAAACAEITURJWVlenKK6/Uzz//HKFyAAAAACC6hdREud1ubdy4MVK1AAAAAEDUC/l0vosvvlivvfZaJGpxvH37SuwuAQhaQYHX7hKAoJFXmIKswiROzmvII84rKir04osv6tNPP1Xr1q2VlBR4Qdltt90WtuKcxsl3fYZ5YmJcjp7KA7OQV5iCrMIkTs5ryE3U999/r9NOO02S9NNPPwU8RxNwdJKT4+0uAQhaSkqio/8FCmYhrzAFWYVJnJzXkJuoefPmRaIOAAAAADDCEY8437Jli5YvX67i4v13KuZGsQAAAACcIORvonbv3q0bbrhBK1eulMvl0rvvvqsmTZro9ttvV61atXTrrbdGok5HoA91jk2bIjvlsm7dNDVu3CSi++AfTmAS8gpTkFWYxMl5DbmJysnJUVxcnD788EP17t3bv7xPnz6aMmUKTdRR8HiYzlfdVRTtllwujR49MqL7SUhM0opPV0e0kSosLI7YtoFwI68wBVmFSZyc15CbqE8++USzZs1SgwYNApaffPLJ+uWXX8JWmBPFxh7x2ZUwhK+kSLIspV04Xu60yDQ4ZXnblPf2VOXn50W0iYqLi1F5uS9i2wfCibzCFGQVJnFyXkNuojwejxITEyst37Nnj+LjmS53NBIT3XaXgGPEndZECQ2a213GUUlOTnDsRB6Yh7zCFGQVJnFyXkP+6qNDhw5atGhRwDKfz6dnn31WHTt2DFddAAAAABCVQv4m6n//9381bNgwrVu3TmVlZfrnP/+pH374QXv37tWLL74YiRoBAAAAIGqE3ESlp6frnXfe0fPPP68aNWrI4/GoZ8+euuKKK3TcccdFokbHcOodn2Emn8+Z50DDTOQVpiCrMImT8xpyEyVJqampGj16dLhrcTyvt9TuEoCgFRUxTRLmIK8wBVmFSZyc1yNqovbu3avXXntNP/74oySpefPm6t+/v2rXrh3O2hwnLo7pfDCH2x2rsrIKu8sAgkJeYQqyCpM4Oa8hf2pftWqVunfvrnnz5qmgoEAFBQWaN2+ezjvvPK1atSoSNTpGQgLT+WCOpCSmccIc5BWmIKswiZPzGvI3UZMnT1afPn10zz33KDY2VpJUUVGhSZMmafLkyXrrrbfCXiQAAAAARIuQv4nasmWLhg8f7m+gJCk2NlbDhg3Tli1bwlocAAAAAESbkJuo0047TZs3b660fPPmzWrRokVYinKqigrnTjiBecrLnXkONMxEXmEKsgqTODmvQZ3Ot2HDBv+fhw4dqvvvv19btmzR6aefLkn6+uuvNX/+fN18882RqdIhiovL7C4BCJrHwzRJmIO8whRkFSZxcl6DaqIuvfRSuVwuWdYf9zH65z//WWm98ePHq0+fPuGrzmHc7tjDrwQEadOmjRHbdt26aWrWrKlKSsojtg8gnBIS4sgrjEBWYRIn5zWoJur999+PdB2QFB9/RBPngQAVRbsll0ujR4+M2D4SEpP0zdp1ql27fsT2AYRTQoLbsX/RwyxkFSZxcl6D+tTeqFGjSNcBIEx8JUWSZSntwvFypzUJ+/bL8rYp7+2pysvbRRMFAAAc6Yi++ti5c6e++OIL5efny+cLHIYwdOjQsBQG4Oi405oooUFzu8sAAACodkJuol5//XXdfffdcrvdqlOnTsBzLpeLJuooOHnCCcxDXmGSsjJnnm4C85BVmMTJeQ25iXr00Uc1duxYjRo1SjExIU9IxyE49ZxSmIm8wiReL9NPYQayCpM4Oa8hd0HFxcXq27cvDVQEJCQwWALmIK8wSVKS2+4SgKCQVZjEyXkNuRMaMGCAli5dGolajsivv/6qIUOGqE+fPrrooou0ZMkSu0s6YnFxjDiHOcgrTOJ20/TDDGQVJnFyXkM+8vHjx2vUqFFavny50tPTFRcXuInbbrstbMUFIzY2Vrfffrtatmyp3Nxc9e/fX926dVNycvIxrQMAAACAM4TcRD311FP6+OOP1bRp00rPuVyusBQViuOOO07HHXecJKl+/fqqU6eO9u7dSxMFAAAAICJCbqJmz56tBx54QP379w9LAatWrdKsWbO0bt065ebmasaMGerRo0fAOvPnz9esWbOUm5urFi1a6K677lJmZmalba1bt04+n08nnHBCWGo71kpLuVAf5iCvMElJiXMvfoZZyCpM4uS8hnxNVHx8vNq3bx+2AjwejzIyMjRx4sQqn1+8eLFycnI0duxYLVy4UC1atNCIESOUl5cXsN6ePXs0YcIETZ48OWy1HWtlZYyMhjnIK0zCNEmYgqzCJE7Oa8hN1NChQ/X888+HrYBu3brpxhtvVM+ePat8fvbs2Ro0aJAGDBig5s2ba9KkSUpMTNSCBQv865SWlmrs2LEaOXJkWBu8Yy0x0bkTTmAe8gqTJCfH210CEBSyCpM4Oa8hn863du1affbZZ/rggw906qmnVhos8fjjj4etuNLSUn377bcaNWqUf1lMTIyysrK0Zs0aSZJlWbr11lt19tln69JLLz3ifaWmJvn/XFZWLq+3TElJ7oCpIyUlZSopKVdycnzAZDKvt1RlZRVKSUkIGP3u8ZSovNyn1NTEgOvFioqK5fNZqlnzj31KUmwsY+Nhjri42IAMl5dXyOMpVUJCnBIS/miw7PrvqaDAq5gYl1JSEv3LLMtSYWGx4uJilJyc4F/u8/lUVFQitztWSUl//IXAMVWfY0pMdPvrry7HVB3fJ44pQfHxcf7nqssxVcf3iWPaf0xxcTGKi4utVscUrJCbqJo1a+r8888P9WVHZPfu3aqoqFBaWlrA8rS0NG3evFmS9MUXX2jx4sXKyMjQsmXLJEkPPfSQMjIyQtpXYaFXlhW4zOstq/ImYh5PaZXbKCoqOci2i6tcXlDgDalGIJpYllVlhktKyqv8et+O/558vqprLC/3Vbm8rKxCZWUcU3U8Jrc7rtK2TD+m6vg+cUwlqlkzptK+TT+mqnBM1eOYatZM8v+5uhyTyyUlJKRWuc6fhdxE5eTkhPqSiOrQoYM2bNhgdxkAAAAAHCKqzx+rU6eOYmNjKw2RyMvLU7169WyqKnKcPOEE5iGvMInXW/W/VALRhqzCJE7Oa8jfRHXv3v2Q94N6//33j6qgP4uPj1erVq20YsUK/9hzn8+nFStWKDs7O2z7iRbl5T67SwCCRl5hEqZJwhRkFSZxcl5DbqKuvPLKgMfl5eX67rvv9PHHH2vEiBEhF7Bv3z5t3brV/3j79u1av369atWqpYYNG2r48OGaMGGCWrdurczMTM2dO1derzds96mKJn++uA6IduQVJklJSTjo+fFANCGrMImT83rUTdQB8+fP17p160IuYN26dRo6dKj/8YFrrvr166cpU6aoT58+ys/P1/Tp05Wbm6uWLVvq2WefrZan88XEHPwbPiDakFeY5M8TmoBoRlZhEifnNeQm6mC6du2qqVOnhjx4omPHjtq4ceMh18nOzq6Wp+8BAAAAME/Y2selS5eqdu3a4docAAAAAESlkL+JuvTSSwMGS1iWpV27dik/P18TJ04Ma3FOU1zMtDOYg7zCJB6PM8/Zh3nIKkzi5LyG3EQdmJJ3gMvlUt26dXXWWWepWbNmYSvMiSoqmHYGc5BXmIRpkjAFWYVJnJzXkJuo6667LhJ1QFJycoLdJQBBI68wSWpq4kHvUg9EE7IKkzg5r2EbLIGjd4jbbwFR5/vvN0Tsa/y6ddPUuHGTiGwbznSo+xsC0YSswiROzmvQTVSLFi0O+4NyuVz67rvvjrooANGromi35HJp2LCqb3cQDgmJSVrx6WoaKQAAEJWCbqIef/zxgz731Vdfad68efL5nHteJOAUvpIiybKUduF4udPC3+SU5W1T3ttTlZ+fRxMFAACiUtBN1F8HSkjS5s2bNXXqVH3wwQe66KKLdP3114e1OKfxeErtLgEImjutiRIaNLe7DCAoRUXOPGcf5iGrMImT83pE10Tt3LlTjz32mBYtWqQuXbpo0aJFSk9PD3dtjmNZlt0lAEC15PPx+xVmIKswiZPzGlITVVhYqJkzZ+r5559Xy5YtNWfOHHXo0CFStTlOjRpMOwOASKhZM0kFBV67ywAOi6zCJE7Oa9BN1DPPPKNnn31W9erV09SpU6s8vQ8AAAAAqrugm6ipU6cqMTFRJ554ohYtWqRFixZVud6hBlAAQLA2bdoY0e0zRh0AABypoJuoSy+91NGz4AEcGwdGqI8ePTKi+2GMOgAAOFJBN1FTpkyJZB2QtG9fZG5cCpgk0iPUJcaoO5FTz9mHecgqTOLkvB7RdD5EBt/0AX9ghDrCKSbG5egpUjAHWYVJnJzXGLsLwB+Sk+PtLgEAqqWUlES7SwCCQlZhEifnlSYKAAAAAEJAEwUAAAAAIaCJiiKWM08pBYCIs/gFC0OQVZjEyXmliYoiHg/T+QAgEgoLi+0uAQgKWYVJnJxXmqgoEhvL2wEAkRAXx+9XmIGswiROzqtzjzwKJSa67S4BAKql5OQEu0sAgkJWYRIn55UmCgAAAABCQBMFAAAAACGgiYoiTr3jMwBEms/ns7sEIChkFSZxcl5poqKI11tqdwkAUC0VFTH9FGYgqzCJk/NKExVFnDzhBAAiye2OtbsEIChkFSZxcl751B5FEhKYzgcAkZCUFG93CUBQyCpM4uS8xtldAABUR9u3b1N+fl7Etl+3bpoaN24Sse0DAICDo4kCgDDbvn2bOmV1UEmxN2L7SEhM0opPV9NIAQBgA5qoKFJR4dwJJ0B1kp+fp5Jir9IuHC93WvibnLK8bcp7e6ry8/NoooJUXl5hdwlAUMgqTOLkvNJERZHi4jK7SwAQRu60Jkpo0NzuMiDJ42H6KcxAVmESJ+eVwRJRxMkTTgAgkhIS+DdDmIGswiROzitNVBSJj3duEAEgkph+ClOQVZjEyXnlUzsAx9q0aaNR2wUAANGBJgqA41QU7ZZcLo0ePdLuUgAAgIFooqKIkyecAMeSr6RIsqyITc/zbl6tvcufD/t2ceTKysrtLgEIClmFSZycV5qoKFJS4twgAnaI1PS8srxtYd8mjo7Xy/RTmIGswiROziuDJaKIkyecAEAkJSU59+JnmIWswiROzitNVBSJi2PEOQBEgtvNP1LBDGQVJnFyXmmiAAAAACAENFEAAAAAEAKaqChSWspgCQCIhJIS5178DLOQVZjEyXmliYoiZWWMOAeASGD6KUxBVmESJ+eVJiqKJCY6d8IJAERScnK83SUAQSGrMImT80oTFUViY3k7ACASmH4KU5BVmMTJeeVTOwAAAACEgCYKAAAAAEJAExVFnDzhBAAiyesttbsEIChkFSZxcl5poqJIebnP7hIAoFpi+ilMQVZhEifnlSYqiiQlOXfCCQBEUkpKgt0lAEEhqzCJk/NKExVFYmJcdpcAANVSTAx/3cEMZBUmcXJenXvkAAAAAHAEaKIAAAAAIATVookaO3aszjzzTF1//fV2l3JUiouZzgcAkeDxlNhdAhAUsgqTODmv1aKJGjp0qB588EG7yzhqFRVM5wOASGD6KUxBVmESJ+c1zu4CwqFjx45auXKl3WUcteRk5044ARC6TZs2RmzbdeumqXHjJhHb/rGWmpqowsJiu8sADouswiROzqvtTdSqVas0a9YsrVu3Trm5uZoxY4Z69OgRsM78+fM1a9Ys5ebmqkWLFrrrrruUmZlpU8WR42I4H4AgVBTtllwujR49MmL7SEhM0opPV1ebRsrFL1gYgqzCJE7Oq+1NlMfjUUZGhgYMGKDrrruu0vOLFy9WTk6OJk2apNNPP11z587ViBEjtHTpUqWlpdlQMQDYy1dSJFmW0i4cL3da+Jucsrxtynt7qvLz86pNEwUAQDjZ3kR169ZN3bp1O+jzs2fP1qBBgzRgwABJ0qRJk/Thhx9qwYIFuuaaa8JWR2pqkv/PZWXl8nrLlJTkltv9x4+opKRMJSXlSk6OV1xcrH+511uqsrIKpaQkBMzL93hKVF7uU2pqYkCnXlRULJ/PUs2af+wTAELlTmuihAbNI7b9GjUSlJAQF9HfewUFXsXEuJSSkuhfZlmWCguLFRcXE3Cas8/nU1FRidzu2ICbk5eXV8jjKVVCQpwSEtz+5X/+XR4XF+Pfd6R/lx+rYzqWfz9xTMfumP6c1epyTNXxfeKY9h/TgbxWp2MKlu1N1KGUlpbq22+/1ahRo/zLYmJilJWVpTVr1oR1X4WFXllW4DKvt0xeb+WJeR5PaZXbKCqqekLJwc4VLSjwBrVdALDDvn0lKikplxS533uS5PNZVS4vL/dVubysrEJlZZWXl5SU++v9M693/1+0Pl/gL3nTj+lY/v0kcUzSsTmmmJjSSlk1/ZiqwjFVj2OKiXH581pdjsnlkhISUqtc58+iuonavXu3KioqKp22l5aWps2bN/sfDxs2TBs2bJDX61XXrl316KOPql27dse63KNm/bWLAwAbRXJwhSSVlJQoISFyA3X+PBzjrx9KgWhFVmESJ+c1qpuoYM2ZM8fuEsKiRg2m8wGw37EYXCFJcsVIVuTG4/55OMaB002AaEdWYRIn5zWqm6g6deooNjZWeXl5Acvz8vJUr149m6oCgOot0oMrJMm7ebX2Ln+e4RgAACNFdRMVHx+vVq1aacWKFf6x5z6fTytWrFB2drbN1QFA9RbJwRVledsivg8AACLF9iZq37592rp1q//x9u3btX79etWqVUsNGzbU8OHDNWHCBLVu3VqZmZmaO3euvF6v+vfvb2PVAAAAAJzK9iZq3bp1Gjp0qP9xTk6OJKlfv36aMmWK+vTpo/z8fE2fPl25ublq2bKlnn322Wp5Ot++fVVPEQEAHB2nnrMP85BVmMTJebW9ierYsaM2bjz0BKjs7GxHnL7n5Ls+A0Ak/XkMLxDNyCpM4uS8xhx+FRwrycnxh18JABCyP98AEohmZBUmcXJeaaIAAAAAIAQ0UQAAAAAQApqoKGI585RSAIg4i1+wMARZhUmcnFeaqCji8TCdDwAiobCw2O4SgKCQVZjEyXmliYoisbG8HQAQCXFx/H6FGcgqTOLkvDr3yKNQYqLb7hIAoFpKTk6wuwQgKGQVJnFyXmmiAAAAACAENFEAAAAAEAKaqCji1Ds+A0Ck+Xw+u0sAgkJWYRIn55UmKop4vaV2lwAA1VJREdNPYQayCpM4Oa9xdheAPzh5wgkARMKmTRsl7f/9Wl4e3n8xrVs3TY0bNwnrNv9q+/Ztys/Pi9j2j8UxIDRud6zKyirsLgMIipPzShMVRRISmM4HAOFQUbRbcrk0evTIiO0jITFJKz5dHbEmZPv2beqU1UElxd6IbF+K/DEgdElJ8Sori9x7DoSTk/NKEwUAqHZ8JUWSZSntwvFyp4W/QSjL26a8t6cqPz8vYg1Ifn6eSoq9Rh8DAFRXNFEAgGrLndZECQ2a213GUakOxwAA1Q0X4USRigrnTjgBAABSebkzry+BmZycV5qoKFJcXGZ3CQAAwEYeD5N6YQ4n55UmKoq43bF2lwAAAGyUkMCVFjCHk/NKExVF4uOdG0QAAMCkXpjFyXmliQIAAACAENBEAQAAAEAIaKKiiJMnnAAAAKmsrNzuEoCgOTmvNFFRpKTEuUEEAACS18ukXpjDyXmliYoiTp5wAgAApKQk516oD/M4Oa80UVEkLo4R5wAAOJnbzT+owhxOzitNFAAAAACEwLntIwAAR2nTpo1GbhsAcHRooqJIaSmDJQDABBVFuyWXS6NHj7S7FFQzJSXOvVAf5nFyXmmiokhZGSPOAcAEvpIiybKUduF4udOaRGQf3s2rtXf58xHZNqIXk3phEifnlSYqiiQmOnfCCQCYyJ3WRAkNmkdk22V52yKyXUS35OR4eTyldpcBBMXJeWWwRBSJjeXtAADAyZjUC5M4Oa98agcAAACAENBEAQAAAEAIaKKiiJMnnAAAAMnrdeb1JTCTk/NKExVFyst9dpcAAABsxKRemMTJeaWJiiJJSfF2lwAAAGyUkpJgdwlA0JycV5qoKBIT47K7BAAAYKOYGD6awRxOziv3iQIAwME2bdoYsW3XrZumxo0jczNiSdq+fZvy8/Mitn1JKikpUUJC5P61PdI/IwCRQRMFAIADVRTtllwujR49MmL7SEhM0opPV0ekSdi+fZs6ZXVQSbE37NsO4IqRrMhdsxzJnxGAyKGJiiLFxUznAwAcG76SIsmylHbheLnTwv8Bvixvm/Lenqr8/LyINAj5+XkqKfZGrH5J8m5erb3Lnz+mPyOPpyTs+wEixcl5pYmKIhUVTOcDABxb7rQmSmjQ3O4yjlgk6y/L2xbxffwVk3phEifn1blXg0Wh5GTnTjgBAABSamqi3SUAQXNyXmmiooiL4XwAADiaiw8DMIiT80oTBQAAAAAhoIkCAAAAgBDQREURj6fU7hIAAICNioqK7S4BCJqT80oTFUUsy7K7BAAAYCOfj88CMIeT80oTFUVq1GA6HwAATlazZpLdJQBBc3JeaaIAAAAAIAQ0UQAAAAAQApooAAAAAAgBTVQU2bevxO4SAACAjQoKvHaXAATNyXmliYoiTr7rMwAAkGJi+CwAczg5r9Wiifrggw/Uq1cvnX/++Xr11VftLueIJSfH210CAACwUUpKot0lAEFzcl7j7C7gaJWXl2vKlCl67rnnlJKSov79+6tHjx6qU6eO3aUBAAAAqIaM/yZq7dq1at68uY4//njVqFFDXbt21SeffGJ3WQAAAACqKdubqFWrVunaa69Vly5dlJGRoWXLllVaZ/78+erevbvatGmjgQMHau3atf7nfv/9dx1//PH+x8cff7x27tx5TGoPN8u5N30GAACSLD4MwCBOzqvtTZTH41FGRoYmTpxY5fOLFy9WTk6Oxo4dq4ULF6pFixYaMWKE8vLyjnGlkefxMJ0PAAAnKywstrsEIGhOzqvt10R169ZN3bp1O+jzs2fP1qBBgzRgwABJ0qRJk/Thhx9qwYIFuuaaa3TccccFfPO0c+dOZWZmRrzuSIiNtb2nBQAgrDZt2mjUdu0WFxej8nKf3WUgzLZv36b8/Mh9AVC3bpoaN24Sse0frP7Y2BhVVBx9XiNdfyTY3kQdSmlpqb799luNGjXKvywmJkZZWVlas2aNJCkzM1ObNm3Szp07lZKSoo8++khjxowJeV+pqUn+P5eVlcvrLVNSkltu9x8/opKSMpWUlCs5OV5xcbH+5V5vqcrKKpSSkqCYmD8aIY+nROXlPqWmJgaMLy8qKpbPZ6lmzT/2KUmJie6Q6wYAIBpVFO2WXC6NHj3S7lKiXlzc/s8OKSkJio+P8zdRoX6OKCjwKibGFTAxzbIsFRYWKy4uRsnJCf7lPp9PRUUlcrtjlZT0x3Tg8vIKeTylSkiIU0LCH59L7PpsVB2Oac+eXGV17qBib+TuqZSYlKS1X6/TCSc0DPsxbdu27ZjUv+bLr5WW1iBqsnc4Ud1E7d69WxUVFUpLSwtYnpaWps2bN0uS4uLiNGHCBA0dOlQ+n09XX331EU3mKyz0Vromyestk9dbVmldj6e0ym0UFVV9Ot7Bvup08g3KAADVm6+kSLIspV04Xu608P8Ls3fzau1d/nzYt2uHA01TUVGJataMqfT5IJTPET6fVeXy8nJflcvLyipUVlZ5eUlJuUpKyistt+OzkenHtHXrDhV7vRH7b6Esb5vy3p6qrVt3qHbt+pLCe0zHqv4dO35TWloD27PnckkJCamHrTuqm6hgnXfeeTrvvPPsLgMAAPyFO62JEho0D/t2y/K2hX2bQCRF6r+FY8X0+sMtqi/CqVOnjmJjYysNkcjLy1O9evVsqipyfD7nTjgBAAD7T0kDEP2iuomKj49Xq1attGLFCv8yn8+nFStWqF27djZWFhleb9VfRwIAAGc42ClIAKKL7afz7du3T1u3bvU/3r59u9avX69atWqpYcOGGj58uCZMmKDWrVsrMzNTc+fOldfrVf/+/W2sOjIOXFgKAACcye2OVVlZhd1lADgM25uodevWaejQof7HOTk5kqR+/fppypQp6tOnj/Lz8zV9+nTl5uaqZcuWevbZZ6vl6Xx/nkQCAACcJykpvsqhCACii+1NVMeOHbVx46Hv9ZCdna3s7OxjVBEAAAAAHBznjwEAAABACGiiokg47vgMAADMVV7O9VCACWiiokhxceUbiAEAAOc42I1DAUQXmqgo4nbH2l0CAACwUUKC7ZerAwgCTVQUiY/nFycAAE7GpF7ADDRRAAAAABACmigAAAAACAFNVBRhIg8AAM5WVlZudwkAgkATFUVKSvjFCQCAk3m9TOoFTEATFUWYyAMAgLMlJTFYAjABTVQUiYtjxDkAAE7mdvMPqoAJaKIAAAAAIAT8c8f/53LZXYEUGxuj1NRUpSTGR+bUvqQElZq8/WOxD9O3fyz2Yfr2j8U+2L79+zB9+8diH2zf9n24E+OVmpqq2NjYgM8h0fCZBOETGxsb0c93B8tRuJhef6iCrcFlWZYV2VIAAAAAoPrgdD4AAAAACAFNFAAAAACEgCYKAAAAAEJAEwUAAAAAIaCJAgAAAIAQ0EQBAAAAQAhoogAAAAAgBDRRAAAAABACmigAAAAACAFNFAAAAACEgCYqSsyfP1/du3dXmzZtNHDgQK1du9bukuAwjz32mDIyMgL+d8EFF/ifLykp0aRJk9SxY0e1a9dO48aN065duwK28csvv+iaa67R6aefrk6dOunBBx9UeXn5sT4UVEOrVq3Stddeqy5duigjI0PLli0LeN6yLD366KPq0qWLMjMzNWzYMP38888B6+zZs0fjx49X+/bt1aFDB91+++3at29fwDobNmzQ5ZdfrjZt2qhbt2565plnIn1oqGYOl9Vbb7210u/aESNGBKxDVnEsPPXUUxowYIDatWunTp06acyYMdq8eXPAOuH6u3/lypXq16+fWrdurZ49e+r111+P+PFFGk1UFFi8eLFycnI0duxYLVy4UC1atNCIESOUl5dnd2lwmFNPPVUff/yx/38vvPCC/7kHHnhAH3zwgf71r39p3rx5+v3333Xdddf5n6+oqNCoUaNUVlaml156SVOmTNHChQs1ffp0Ow4F1YzH41FGRoYmTpxY5fPPPPOM5s2bp3vuuUevvPKKkpKSNGLECJWUlPjXufnmm/XDDz9o9uzZmjlzplavXq27777b/3xRUZFGjBihhg0b6vXXX9ctt9yixx9/XC+//HLEjw/Vx+GyKknnnHNOwO/aRx55JOB5sopj4fPPP9cVV1yhV155RbNnz1Z5eblGjBghj8fjXyccf/dv27ZNo0aNUseOHfXGG2/oyiuv1J133qnly5cf0+MNOwu2+9vf/mZNmjTJ/7iiosLq0qWL9dRTT9lYFZxm+vTp1sUXX1zlcwUFBVarVq2sJUuW+Jf98MMPVnp6urVmzRrLsizrww8/tFq0aGHl5ub613nhhRes9u3bWyUlJRGtHc6Snp5uvffee/7HPp/P6ty5s/Xss8/6lxUUFFitW7e23n77bcuy/sjr2rVr/ev897//tTIyMqzffvvNsizLmj9/vnXmmWcG5PWf//yn1atXr0gfEqqpv2bVsixrwoQJ1ujRow/6GrIKu+Tl5Vnp6enW559/bllW+P7uf+ihh6y+ffsG7OuGG26wrrrqqggfUWTxTZTNSktL9e233yorK8u/LCYmRllZWVqzZo2NlcGJtmzZoi5duui8887T+PHj9csvv0iS1q1bp7KysoCcNmvWTA0bNtRXX30lSfrqq6+Unp6uevXq+dfp0qWLioqK9MMPPxzT44CzbN++Xbm5uQH5TE1N1emnn+7/PbpmzRrVrFlTbdq08a+TlZWlmJgY/+nTX331lTp06KD4+Hj/Ol26dNFPP/2kvXv3HqOjgRN8/vnn6tSpk3r16qWJEydq9+7d/ufIKuxSWFgoSapVq5ak8P3d/9VXX6lTp04B++rSpYt/G6aKs7sAp9u9e7cqKiqUlpYWsDwtLa3SealAJGVmZionJ0dNmzZVbm6uZsyYoSuuuEJvvfWWdu3aJbfbrZo1awa8Ji0tTbm5uZKkXbt2BfwSleR/fGAdIBIO5Kuq36MHzt3ftWuX6tatG/B8XFycatWqFZDhxo0bB6xzIMO7du3yf7AAjsY555yjnj17qnHjxtq2bZseeeQRjRw5Ui+//LJiY2PJKmzh8/n0wAMPqH379kpPT5eksP3df7B1ioqKVFxcrMTExIgcU6TRRAGQJHXr1s3/5xYtWuj000/XueeeqyVLlhj7Cw4Aok3fvn39fz4wWKJHjx7+b6cAO0yaNEmbNm0KuBYah8bpfDarU6eOYmNjKw2RyMvLq9S1A8dSzZo1dfLJJ2vr1q2qV6+eysrKVFBQELBOXl6e6tevL2n/vyr9dWLPgccH1gEi4UC+DvV7tF69esrPzw94vry8XHv37g0qw/w+RqQ0adJEderU0ZYtWySRVRx7kydP1ocffqi5c+eqQYMG/uXh+rv/YOukpKQY/Y+0NFE2i4+PV6tWrbRixQr/Mp/PpxUrVqhdu3Y2Vgan27dvn7Zt26b69eurdevWcrvdATndvHmzfvnlF7Vt21aS1LZtW33//fcBH2Q//fRTpaSkqHnz5se6fDhI48aNVb9+/YB8FhUV6euvv/b/Hm3Xrp0KCgq0bt06/zqfffaZfD6fMjMzJe3P8OrVq1VWVuZf59NPP1XTpk05PQoR89tvv2nPnj3+D5xkFceKZVmaPHmy3nvvPc2dO1dNmjQJeD5cf/e3bdtWn332WcC2P/30U/82TEUTFQWGDx+uV155RQsXLtSPP/6oe+65R16vV/3797e7NDjIgw8+qM8//1zbt2/Xl19+qeuuu04xMTG68MILlZqaqgEDBmjKlCn67LPPtG7dOt1+++1q166d/5dgly5d1Lx5c91yyy3asGGDli9frn/961+64oorAi5+Bo7Evn37tH79eq1fv17S/mES69ev1y+//CKXy6WhQ4fqySef1Pvvv6+NGzfqlltu0XHHHacePXpI2n8x9DnnnKO77rpLa9eu1RdffKF7771Xffv21fHHHy9Juuiii+R2u3XHHXdo06ZNWrx4sZ577jkNHz7ctuOGeQ6V1X379unBBx/UV199pe3bt2vFihUaM2aMTjrpJJ1zzjmSyCqOnUmTJunNN9/U1KlTVaNGDeXm5io3N1fFxcWSFLa/+//+979r27Zteuihh/Tjjz9q/vz5WrJkiYYNG2bTkYeHy7Isy+4iID3//POaNWuWcnNz1bJlS9155506/fTT7S4LDnLjjTdq1apV2rNnj+rWraszzjhDN954o0488URJ+2+4N2XKFP3f//2fSktL1aVLF02cODHgVL0dO3bonnvu0eeff66kpCT169dP48ePV1wcl1/i6KxcuVJDhw6ttLxfv36aMmWKLMvS9OnT9corr6igoEBnnHGGJk6cqKZNm/rX3bNnj+6991795z//UUxMjM4//3zdeeedqlGjhn+dDRs2aPLkyfrmm29Up04dZWdn65prrjkmx4jq4VBZveeeezR27Fh99913Kiws1HHHHafOnTvrH//4R8BpeGQVx0JGRkaVy3Nycvz/kB+uv/tXrlypnJwc/fDDD2rQoIHGjBlj/JcFNFEAAAAAEAJO5wMAAACAENBEAQAAAEAIaKIAAAAAIAQ0UQAAAAAQApooAAAAAAgBTRQAAAAAhIAmCgAAAABCQBMFAAAAACGgiQKAamb79u3KyMjQ+vXr7S7F78cff9SgQYPUpk0bXXLJJcd8/16vV+PGjVP79u2VkZGhgoKCY14DAKD6oIkCgDC79dZblZGRoaeffjpg+bJly5SRkWFTVfZ67LHHlJSUpKVLl2rOnDnHfP8LFy7U6tWr9dJLL+njjz9WamrqMa8BAFB90EQBQAQkJCTomWee0d69e+0uJWxKS0uP+LVbt27VGWecoUaNGqlOnTrHvKZt27apWbNmSk9PV/369eVyuULeV0VFhXw+X8ivq66OJg/hVlZWZncJAByGJgoAIiArK0v16tXTU089ddB1HnvssUqnts2ZM0fdu3f3P7711ls1ZswYzZw5U1lZWerQoYMef/xxlZeX68EHH9RZZ52lrl27asGCBZW2v3nzZv39739XmzZtdOGFF+rzzz8PeP7777/X1VdfrXbt2ikrK0v/+7//q/z8fP/zQ4YM0eTJk3X//ferY8eOGjFiRJXH4fP59Pjjj6tr165q3bq1LrnkEn300Uf+5zMyMvTtt99qxowZysjI0GOPPVbldg7sb/LkyTrjjDPUsWNH/etf/5JlWf51unfvrhkzZuiWW25R+/btdffdd0uSVq9ercsvv1yZmZnq1q2b7rvvPnk8Hv92//3vf2vVqlXKyMjQkCFDJO1vAh588EGdc845atu2rQYOHKiVK1f69/X666+rQ4cOev/999WnTx+1adNGv/zyS9CvW758uXr37q127dppxIgR+v333wOO97XXXlPfvn3VunVrdenSRZMnT/Y/V1BQoDvuuENnn3222rdvr6FDh2rDhg3+5zds2KAhQ4aoXbt2at++vfr3769vvvmmyp/rgffghRde0NVXX63MzEydd955Wrp0acA6v/76q/7xj3+oQ4cOOuusszR69Ght377d//yBLD755JPq0qWLLrjggir3dWC9P7v//vv9P3dJWrp0qS666CJlZmaqY8eOGjZsmP/9kqRXX31VvXv3Vps2bXTBBRdo/vz5/ucOnK66ePFiZWdnq02bNnrrrbcOeuwAEAk0UQAQATExMbrpppv0/PPP67fffjuqbX322Wf6/fff9fzzz+vWW2/VY489plGjRqlWrVp65ZVX9Pe//10TJ06stJ+HHnpIw4cP16JFi9S2bVtde+212r17t6T9H9KvvPJKnXbaaXrttdf07LPPKi8vTzfccEPANhYuXCi3260XX3xRkyZNqrK+5557TrNnz9aECRP05ptvqkuXLhozZox+/vlnSdLHH3+sU089VVdddZU+/vhjXXXVVQc91oULFyo2Nlavvvqq7rjjDs2ZM0evvvpqwDr//ve/1aJFCy1atEhjxozR1q1bNXLkSJ1//vl68803NW3aNH3xxRe69957Je1vVgcNGqR27drp448/9jdxkydP1po1azRt2jS9+eabuuCCC3T11Vf765ak4uJiPfPMM7rvvvv09ttvKy0tLejX/fvf/9ZDDz2k559/Xr/++qsefPBB//MvvPCCJk+erEGDBumtt97SE088oRNPPNH//D/+8Q/l5eXpmWee0euvv65WrVrpyiuv1J49eyRJN998sxo0aKDXXntNr7/+ukaOHCm3233Qn6skPfroo+rVq5feeOMNXXTRRbrpppv0448/Str/Tc6IESNUo0YNzZ8/Xy+++KKSk5N19dVXB3zjtGLFCv3000+aPXv2If+B4FB+//13jR8/XgMGDNDixYv13HPPqWfPnv5m+c0339Sjjz6qG2+8UYsXL9ZNN92k6dOna+HChQHbefjhhzV06FAtXrxYXbp0OaJaAOCIWQCAsJowYYI1evRoy7Isa9CgQdZtt91mWZZlvffee1Z6erp/venTp1sXX3xxwGtnz55tnXvuuQHbOvfcc62Kigr/sl69elmXX365/3F5ebnVtm1b6+2337Ysy7K2bdtmpaenW0899ZR/nbKyMqtr167W008/bVmWZc2YMcO66qqrAvb966+/Wunp6dbmzZsty7Ks7Oxs69JLLz3s8Xbp0sV68sknA5YNGDDAuueee/yPL774Ymv69OmH3E52drbVu3dvy+fz+Zf985//tHr37u1/fO6551pjxowJeN3tt99u3XXXXQHLVq1aZbVo0cIqLi62LMuy7rvvPis7O9v//I4dO6yWLVtav/32W8DrrrzySmvq1KmWZVnWggULrPT0dGv9+vVH9LotW7b4n3/++eetrKws/+MuXbpYjzzySJU/h1WrVlnt27e3SkpKApb36NHDeumllyzLsqx27dpZr7/+epWvr0p6erp19913BywbOHCgNXHiRMuyLGvRokVWr169An72JSUlVmZmprV8+XLLsvZnMSsrq1Jdf/Xn/B/w55//unXrrPT0dGv79u1Vvr5Hjx7WW2+9FbBsxowZ1uDBgy3L+iPfc+bMOcxRA0DkxNndxAFAdXbzzTfryiuvPOipcMFo3ry5YmL+OHGgXr16OvXUU/2PY2NjVbt2beXl5QW8rl27dv4/x8XFqXXr1tq8ebOk/aeDrVy5MmCdA7Zu3aqmTZtKklq1anXI2oqKivT777+rffv2Acvbt28fcPpZsE4//fSA65Xatm2r2bNnq6KiQrGxsZKk1q1bB7xmw4YN2rhxY8ApXZZlyefzafv27WrWrFml/Xz//feqqKiodEpaaWmpateu7X/sdrsDhoEE+7qkpKSAb5aOO+44//uTl5en33//XZ06daryZ7Bx40Z5PB517NgxYHlxcbG2bt0qSRo+fLjuvPNOvfHGG8rKytIFF1wQsL+q/PW9btu2rX+C44YNG7R169ZK72NJSYl/n5KUnp6u+Pj4Q+7ncFq0aKFOnTrpoosuUpcuXdSlSxf16tVLtWrVksfj0datW3XHHXforrvu8r+mvLy80jCQv+YAAI4lmigAiKAzzzxTXbp00dSpU9W/f/+A51wuV8D1PtL+D4t/FRcX+Kva5XJVuSyUoQcej0fnnnuubr755krP1a9f3//npKSkoLd5rPy1Jo/Ho7///e8B19wccMIJJ1S5DY/Ho9jYWC1YsMDfnB2QnJzs/3NiYmJAUxfs66p6fw681wkJCYc6PO3bt0/169fXvHnzKj13oJEYN26cLrzwQv33v//VRx99pOnTp2vatGnq2bPnIbd9MB6PR61atdLDDz9c6bm6dev6/xxMHg6X69jYWM2ePVtffvmlPvnkE82bN0/Tpk3TK6+84t/+vffeq9NPPz1gG3/+hwQp8OcNAMcaTRQARNj48eN16aWX+r/dOaBu3bratWuXLMvyf1AP572dvvrqK5155pmS9n+I/fbbb3XFFVdI2v8N0zvvvKNGjRpV+sAfipSUFB133HH68ssvddZZZ/mXf/nll8rMzAx5e2vXrg14/PXXX+ukk06q1LD82WmnnaYffvhBJ510UtD7admypSoqKpSfn68OHTpE/HV/lpKSokaNGmnFihU6++yzKz3fqlUr7dq1S7GxsWrcuPFBt9O0aVM1bdpUw4YN00033aQFCxYcson66quvdOmll/off/3112rZsqV/n0uWLFFaWppSUlKO6LgOqFu3rjZt2hSwbP369QHXbLlcLp1xxhk644wzNHbsWJ177rlatmyZhg8fruOOO07btm3TxRdffFR1AEAkMVgCACIsIyNDF110UaVvFjp27Kj8/Hw988wz2rp1q+bPn6/ly5eHbb8vvPCC3nvvPf3444+aPHmy9u7dqwEDBkiSLr/8cu3du1c33XST1q5dq61bt2r58uW67bbbVFFREdJ+RowYoWeeeUaLFy/W5s2b9fDDD2vDhg0aOnRoyDX/8ssvysnJ0ebNm/X222/r+eefP+x2Ro4cqTVr1mjy5Mlav369fv75Zy1btixg2t1fNW3aVBdddJFuueUWvfvuu9q2bZvWrl2rp556Sh9++GHYX/dX48aN0+zZs/Xcc8/p559/1rfffuvPR1ZWltq2bauxY8fq448/1vbt2/Xll19q2rRp+uabb1RcXKzJkydr5cqV2rFjh7744gt98803VZ62+GdLly7Va6+9pp9++knTp0/X2rVrlZ2dLUm66KKLVKdOHY0ePVqrV6/Wtm3btHLlSt13330hD0Y5++yztW7dOi1atEg///yzpk+fHtBUff3115o5c6a++eYb/fLLL3r33XeVn5+vU045RZJ0/fXX6+mnn9Zzzz2nn376SRs3btSCBQs0e/bskOoAgEjimygAOAauv/56LV68OGBZs2bNNHHiRD311FN68skndf755+uqq67SK6+8EpZ9jh8/Xk8//bTWr1+vk046SU8++aT/1Kzjjz9eL774oh5++GGNGDFCpaWlatiwoc4555xKp00dztChQ1VUVKQpU6YoPz9fzZo10xNPPKGTTz455JovvfRSFRcXa+DAgYqNjdXQoUM1ePDgQ76mRYsWmjdvnv71r3/p8ssvlyQ1adJEffr0OeTrcnJy9OSTT2rKlCn6/fffVbt2bbVt21b/8z//E5HX/Vm/fv1UUlKiOXPm6KGHHlLt2rX911m5XC49/fTT+te//qXbbrtNu3fvVr169dShQwfVq1dPMTEx2rNnjyZMmKBdu3apTp06Ov/883X99dcfcp/jxo3T4sWLNWnSJNWvX19Tp05V8+bNJe0/Te/555/Xww8/rOuuu0779u3T8ccfr06dOoX8zdQ555yjMWPG6J///KdKSko0YMAAXXrppfr+++8l7f8mbtWqVZo7d66KiorUsGFD3XrrrerWrZskaeDAgUpMTNSsWbP00EMPKTk5Wenp6bryyitDqgMAIsll/fXEZQAAbDBkyBC1aNFCd9xxh92lVDsZGRmaMWOGevToYXcpAFAtcDofAAAAAISAJgoAAAAAQsDpfAAAAAAQAr6JAgAAAIAQ0EQBAAAAQAhoogAAAAAgBDRRAAAAABACmigAAAAACAFNFAAAAACEgCYKAAAAAEJAEwUAAAAAIfh/H1ih1mJqKU0AAAAASUVORK5CYII=", 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" ] }, "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": 53, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:59.207707Z", "start_time": "2024-05-26T00:24:59.205659Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:28:05.949742Z", "iopub.status.busy": "2025-05-01T13:28:05.949570Z", "iopub.status.idle": "2025-05-01T13:28:08.062136Z", "shell.execute_reply": "2025-05-01T13:28:08.061502Z", "shell.execute_reply.started": "2025-05-01T13:28:05.949724Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Summary of user_interesting_clips:\n", "Total requests: 13,675,106\n", "Unique clips: 6,837,553\n", "Fraction of total clips: 26.39%\n", "Time Validation:\n", "Earliest timestamp: 2025-04-18 23:00:00.112000\n", "Latest timestamp: 2025-05-01 10:59:24.673000\n", "Earliest timestamp: 2025-04-18 23:00:25.632000\n", "Latest timestamp: 2025-05-01 10:57:50.699000\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(\n", " f\"Fraction of total clips: {user_intersting_clips.shape[0] / total_clip_counts:.2%}\"\n", ")\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": 54, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:28:08.062953Z", "iopub.status.busy": "2025-05-01T13:28:08.062786Z", "iopub.status.idle": "2025-05-01T13:28:08.086289Z", "shell.execute_reply": "2025-05-01T13:28:08.085738Z", "shell.execute_reply.started": "2025-05-01T13:28:08.062936Z" } }, "outputs": [], "source": [ "def parse_for_instrumental(x):\n", " if \"make_instrumental\" not in x:\n", " return False\n", " out = x.get(\"make_instrumental\", False)\n", " return out\n", "\n", "\n", "# 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)\n", "# user_intersting_clips[\"is_instrumental\"] = user_intersting_clips[\"metadata\"].apply(parse_for_instrumental)" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:25:00.893917Z", "start_time": "2024-05-26T00:25:00.485775Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:28:08.087171Z", "iopub.status.busy": "2025-05-01T13:28:08.087019Z", "iopub.status.idle": "2025-05-01T13:29:05.022404Z", "shell.execute_reply": "2025-05-01T13:29:05.021641Z", "shell.execute_reply.started": "2025-05-01T13:28:08.087156Z" } }, "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", " # & user_intersting_clips[\"is_instrumental\"]\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": 56, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:25:01.140472Z", "start_time": "2024-05-26T00:25:00.895575Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:29:05.023307Z", "iopub.status.busy": "2025-05-01T13:29:05.023137Z", "iopub.status.idle": "2025-05-01T13:32:30.771607Z", "shell.execute_reply": "2025-05-01T13:32:30.770862Z", "shell.execute_reply.started": "2025-05-01T13:29:05.023290Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(13675106, 56)\n", "Model Name Value Counts and Fractions:\n", "chirp-v4-h-s-32: 6751873 (49.37%)\n", "chirp-v3p5-engine-s-8: 3229958 (23.62%)\n", "chirp-v4-h-t-6: 1242754 (9.09%)\n", "chirp-v3p5-engine-s-8_min_p_005: 460978 (3.37%)\n", "chirp-v4-up-u-7: 208082 (1.52%)\n", "chirp-v4-h-s-32_n_tag_3: 193455 (1.41%)\n", "chirp-v3p5-engine-upload-4: 193094 (1.41%)\n", "chirp-v4-h-s-32_temp_s_80: 191117 (1.40%)\n", "chirp-v4-h-s-32_temp_s_70: 190868 (1.40%)\n", "chirp-v4-h-s-32_text_1: 189793 (1.39%)\n", "chirp-v3p5-engine-t-6: 112006 (0.82%)\n", "chirp-v4-engine-b: 99160 (0.73%)\n", "chirp-v4-up-u-d-2-2: 60863 (0.45%)\n", "chirp-v4-6b-t-21: 58818 (0.43%)\n", "chirp-v4-h-t-6_text_1: 33581 (0.25%)\n", "chirp-v4-h-t-6_temp_s_70: 33306 (0.24%)\n", "chirp-v4-h-t-6_temp_s_80: 33038 (0.24%)\n", "chirp-v4-h-s-32_cfg_60s: 29995 (0.22%)\n", "chirp-v4-h-s-32_cfg_120s: 29967 (0.22%)\n", "chirp-v4-h-s-32_cfg_240s: 29835 (0.22%)\n", "chirp-v4-h-s-32_cfg_30s: 29797 (0.22%)\n", "chirp-v3p5-engine-b: 21266 (0.16%)\n", "chirp-v4-up-u-d-2-3: 18649 (0.14%)\n", "chirp-v4-6b-t-28: 15014 (0.11%)\n", "chirp-v4-6b-t-09: 13213 (0.10%)\n", "chirp-v4-engine-b-tau: 12418 (0.09%)\n", "chirp-v4-up-u-7_step_8: 11995 (0.09%)\n", "chirp-v4-up-u-7_step_12: 11802 (0.09%)\n", "chirp-v4-up-u-7_text_1: 11736 (0.09%)\n", "chirp-v4-up-u-7_text_3: 11731 (0.09%)\n", "chirp-v4-6b-t-23: 8080 (0.06%)\n", "chirp-v4-6b-t-26: 7464 (0.05%)\n", "chirp-v4-6b-t-22: 7305 (0.05%)\n", "chirp-v4-6b-t-24: 6954 (0.05%)\n", "chirp-v3p5-engine-short: 6470 (0.05%)\n", "chirp-auk-t1: 5837 (0.04%)\n", "chirp-v4-6b-t-25: 4948 (0.04%)\n", "chirp-v4-up-u-d-2-2_noise_l_75: 4829 (0.04%)\n", "chirp-v4-up-u-d-2-2_noise_l_50: 4775 (0.03%)\n", "chirp-v4-up-u-d-2-2_step_16: 4763 (0.03%)\n", "chirp-v4-up-u-d-2-2_noise_l_10: 4738 (0.03%)\n", "chirp-v4-up-u-d-2-2_noise_l_25: 4721 (0.03%)\n", "chirp-v4-up-u-d-2-2_step_12: 4711 (0.03%)\n", "chirp-v4-up-u-d-2-2_text_3: 4662 (0.03%)\n", "chirp-v4-up-u-d-2-2_text_1: 4584 (0.03%)\n", "chirp-v4-up-u-d-2-2_step_8: 4559 (0.03%)\n", "chirp-v4-6b-t-27: 4376 (0.03%)\n", "chirp-v4-h-s-32-tech-bct: 4337 (0.03%)\n", "chirp-v4-up-u-d-2-3_noise_l_50: 3224 (0.02%)\n", "chirp-v4-up-u-d-2-3_noise_l_75: 2826 (0.02%)\n", "chirp-v4-up-u-d-2-3_noise_l_10: 2673 (0.02%)\n", "chirp-v4-6b-t-28_g_e_2: 2661 (0.02%)\n", "chirp-v4-6b-t-28_g_e_1: 2619 (0.02%)\n", "chirp-v4-up-u-d-2-i-0: 2412 (0.02%)\n", "chirp-v4-up-u-d-2-1-6: 2222 (0.02%)\n", "chirp-v4-up-u-d-2-i-1: 1790 (0.01%)\n", "chirp-v4-h-t-6-c-35: 1741 (0.01%)\n", "chirp-v4-up-u-d-2-3-1: 1735 (0.01%)\n", "chirp-v4-h-s-32_cfg_lyrics_60s: 1688 (0.01%)\n", "chirp-v4-h-s-32_cfg_lyrics_30s: 1685 (0.01%)\n", "chirp-v4-h-s-32_cfg_lyrics_120s: 1676 (0.01%)\n", "chirp-v4-6b-t-09_a_c_c_0: 1671 (0.01%)\n", "chirp-v4-6b-t-09_a_c_a_0: 1565 (0.01%)\n", "chirp-v4-h-s-32_cfg_lyrics_None: 1562 (0.01%)\n", "chirp-v4-h-s-32_cfg_lyrics_10s: 1550 (0.01%)\n", "chirp-v4-up-u-d-2-i-2: 1375 (0.01%)\n", "chirp-v3p5-engine-b-tau: 1292 (0.01%)\n", "chirp-v4-up-u-d-2-3_text_1: 949 (0.01%)\n", "chirp-v4-up-u-d-2-3_step_12: 926 (0.01%)\n", "chirp-v4-up-u-d-2-3_text_3: 909 (0.01%)\n", "chirp-v4-up-u-d-2-i-3: 881 (0.01%)\n", "chirp-v4-up-u-d-2-3_step_8: 866 (0.01%)\n", "chirp-v4-6b-t-28_g_e_3: 705 (0.01%)\n", "chirp-v4-up-u-d-2-3_step_16: 702 (0.01%)\n", "chirp-v4-6b-t-21_a_c_c_1: 698 (0.01%)\n", "chirp-v4-6b-t-21_a_c_c_2: 650 (0.00%)\n", "chirp-v4-6b-t-28_t_e_1: 643 (0.00%)\n", "chirp-v4-up-u-d-2-3_noise_l_0: 642 (0.00%)\n", "chirp-v4-up-u-d-2-3_noise_l_25: 194 (0.00%)\n", "chirp-auk-infill: 64 (0.00%)\n", "chirp-auk: 17 (0.00%)\n", "chirp-v4-up-u-7_noise_l_75: 4 (0.00%)\n", "chirp-v4-up-u-7_noise_l_10: 3 (0.00%)\n", "chirp-v4-up-u-7_noise_l_50: 3 (0.00%)\n", "chirp-v4-up-u-7_noise_l_25: 3 (0.00%)\n", "chirp-v4-up-u-d-2-1-6_step_12: 2 (0.00%)\n", "chirp-v4-up-u-d-2-1-6_text_1: 1 (0.00%)\n", "chirp-v4-up-u-7_step_16: 1 (0.00%)\n", "chirp-v4-up-u-d-2-i-0_step_8: 1 (0.00%)\n" ] } ], "source": [ "user_intersting_clips_3p5 = (\n", " user_intersting_clips[user_compare_mask].reset_index().copy()\n", ")\n", "\n", "\n", "def modify_model_name(model_name, metadata):\n", " if (\n", " model_name.startswith(\"chirp-v3p5-engine-t\")\n", " or model_name.startswith(\"chirp-v3p5-engine-s\")\n", " or model_name.startswith(\"chirp-v4\")\n", " or model_name.startswith(\"chirp-v3p5-h-s-31\")\n", " or model_name.startswith(\"chirp-auk\")\n", " or model_name.startswith(\"chirp-ahi\")\n", " ):\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(\n", " by=[\"request_id\", \"preference\"]\n", ")\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": 57, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:32:30.772531Z", "iopub.status.busy": "2025-05-01T13:32:30.772356Z", "iopub.status.idle": "2025-05-01T13:34:20.219530Z", "shell.execute_reply": "2025-05-01T13:34:20.218854Z", "shell.execute_reply.started": "2025-05-01T13:32:30.772513Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "len pos models: 6837553\n", "differing counts: 1638398\n", "chirp-auk-infill_win_over_chirp-auk-infill, win ratio 1.000, (1.000, 1.000), counts 32, total 32.\n", "chirp-auk-t1_win_over_chirp-auk, win ratio 0.467, (0.214, 0.719), counts 7, total 15.\n", "chirp-auk-t1_win_over_chirp-auk-t1, win ratio 1.000, (1.000, 1.000), counts 2911, total 2911.\n", "chirp-auk_win_over_chirp-auk, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-auk_win_over_chirp-auk-t1, win ratio 0.533, (0.281, 0.786), counts 8, total 15.\n", "chirp-v3p5-engine-b-tau_win_over_chirp-v3p5-engine-b-tau, win ratio 1.000, (1.000, 1.000), counts 646, total 646.\n", "chirp-v3p5-engine-b_win_over_chirp-v3p5-engine-b, win ratio 1.000, (1.000, 1.000), counts 10633, total 10633.\n", "chirp-v3p5-engine-s-8_min_p_005_win_over_chirp-v3p5-engine-s-8, win ratio 0.502, (0.500, 0.503), counts 230689, total 459968.\n", "chirp-v3p5-engine-s-8_min_p_005_win_over_chirp-v3p5-engine-s-8_min_p_005, win ratio 1.000, (1.000, 1.000), counts 505, total 505.\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, (1.000, 1.000), counts 1384995, total 1384995.\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8_min_p_005, win ratio 0.498, (0.497, 0.500), counts 229279, total 459968.\n", "chirp-v3p5-engine-short_win_over_chirp-v3p5-engine-short, win ratio 1.000, (1.000, 1.000), counts 3235, total 3235.\n", "chirp-v3p5-engine-t-6_win_over_chirp-v3p5-engine-t-6, win ratio 1.000, (1.000, 1.000), counts 56003, total 56003.\n", "chirp-v3p5-engine-upload-4_win_over_chirp-v3p5-engine-upload-4, win ratio 1.000, (1.000, 1.000), counts 96547, total 96547.\n", "chirp-v4-6b-t-09_a_c_a_0_win_over_chirp-v4-6b-t-09, win ratio 0.448, (0.423, 0.473), counts 701, total 1565.\n", "chirp-v4-6b-t-09_a_c_c_0_win_over_chirp-v4-6b-t-09, win ratio 0.499, (0.475, 0.523), counts 834, total 1671.\n", "chirp-v4-6b-t-09_win_over_chirp-v4-6b-t-09, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-6b-t-09_win_over_chirp-v4-6b-t-09_a_c_a_0, win ratio 0.552, (0.527, 0.577), counts 864, total 1565.\n", "chirp-v4-6b-t-09_win_over_chirp-v4-6b-t-09_a_c_c_0, win ratio 0.501, (0.477, 0.525), counts 837, total 1671.\n", "chirp-v4-6b-t-09_win_over_chirp-v4-6b-t-21, win ratio 0.460, (0.450, 0.470), counts 4586, total 9975.\n", "chirp-v4-6b-t-21_a_c_c_1_win_over_chirp-v4-6b-t-21, win ratio 0.414, (0.377, 0.451), counts 289, total 698.\n", "chirp-v4-6b-t-21_a_c_c_2_win_over_chirp-v4-6b-t-21, win ratio 0.446, (0.408, 0.484), counts 290, total 650.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-09, win ratio 0.540, (0.530, 0.550), counts 5389, total 9975.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-21, win ratio 1.000, (1.000, 1.000), counts 23, total 23.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-21_a_c_c_1, win ratio 0.586, (0.549, 0.623), counts 409, total 698.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-21_a_c_c_2, win ratio 0.554, (0.516, 0.592), counts 360, total 650.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-22, win ratio 0.497, (0.485, 0.508), counts 3630, total 7305.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-23, win ratio 0.480, (0.469, 0.491), counts 3877, total 8080.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-24, win ratio 0.477, (0.466, 0.489), counts 3317, total 6948.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-25, win ratio 0.480, (0.466, 0.494), counts 2374, total 4942.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-26, win ratio 0.490, (0.479, 0.501), counts 3651, total 7452.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-27, win ratio 0.487, (0.472, 0.502), counts 2126, total 4368.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-28, win ratio 0.484, (0.473, 0.494), counts 4040, total 8354.\n", "chirp-v4-6b-t-22_win_over_chirp-v4-6b-t-21, win ratio 0.503, (0.492, 0.515), counts 3675, total 7305.\n", "chirp-v4-6b-t-23_win_over_chirp-v4-6b-t-21, win ratio 0.520, (0.509, 0.531), counts 4203, total 8080.\n", "chirp-v4-6b-t-24_win_over_chirp-v4-6b-t-21, win ratio 0.523, (0.511, 0.534), counts 3631, total 6948.\n", "chirp-v4-6b-t-24_win_over_chirp-v4-6b-t-24, win ratio 1.000, (1.000, 1.000), counts 3, total 3.\n", "chirp-v4-6b-t-25_win_over_chirp-v4-6b-t-21, win ratio 0.520, (0.506, 0.534), counts 2568, total 4942.\n", "chirp-v4-6b-t-25_win_over_chirp-v4-6b-t-25, win ratio 1.000, (1.000, 1.000), counts 3, total 3.\n", "chirp-v4-6b-t-26_win_over_chirp-v4-6b-t-21, win ratio 0.510, (0.499, 0.521), counts 3801, total 7452.\n", "chirp-v4-6b-t-26_win_over_chirp-v4-6b-t-26, win ratio 1.000, (1.000, 1.000), counts 6, total 6.\n", "chirp-v4-6b-t-27_win_over_chirp-v4-6b-t-21, win ratio 0.513, (0.498, 0.528), counts 2242, total 4368.\n", "chirp-v4-6b-t-27_win_over_chirp-v4-6b-t-27, win ratio 1.000, (1.000, 1.000), counts 4, total 4.\n", "chirp-v4-6b-t-28_g_e_1_win_over_chirp-v4-6b-t-28, win ratio 0.473, (0.454, 0.493), counts 1240, total 2619.\n", "chirp-v4-6b-t-28_g_e_2_win_over_chirp-v4-6b-t-28, win ratio 0.485, (0.466, 0.504), counts 1291, total 2661.\n", "chirp-v4-6b-t-28_g_e_3_win_over_chirp-v4-6b-t-28, win ratio 0.505, (0.468, 0.542), counts 356, total 705.\n", "chirp-v4-6b-t-28_t_e_1_win_over_chirp-v4-6b-t-28, win ratio 0.488, (0.450, 0.527), counts 314, total 643.\n", "chirp-v4-6b-t-28_win_over_chirp-v4-6b-t-21, win ratio 0.516, (0.506, 0.527), counts 4314, total 8354.\n", "chirp-v4-6b-t-28_win_over_chirp-v4-6b-t-28, win ratio 1.000, (1.000, 1.000), counts 16, total 16.\n", "chirp-v4-6b-t-28_win_over_chirp-v4-6b-t-28_g_e_1, win ratio 0.527, (0.507, 0.546), counts 1379, total 2619.\n", "chirp-v4-6b-t-28_win_over_chirp-v4-6b-t-28_g_e_2, win ratio 0.515, (0.496, 0.534), counts 1370, total 2661.\n", "chirp-v4-6b-t-28_win_over_chirp-v4-6b-t-28_g_e_3, win ratio 0.495, (0.458, 0.532), counts 349, total 705.\n", "chirp-v4-6b-t-28_win_over_chirp-v4-6b-t-28_t_e_1, win ratio 0.512, (0.473, 0.550), counts 329, total 643.\n", "chirp-v4-engine-b-tau_win_over_chirp-v4-engine-b-tau, win ratio 1.000, (1.000, 1.000), counts 6209, total 6209.\n", "chirp-v4-engine-b_win_over_chirp-v4-engine-b, win ratio 1.000, (1.000, 1.000), counts 49580, total 49580.\n", "chirp-v4-h-s-32-tech-bct_win_over_chirp-v4-h-s-32, win ratio 0.500, (0.485, 0.515), counts 2166, total 4329.\n", "chirp-v4-h-s-32-tech-bct_win_over_chirp-v4-h-s-32-tech-bct, win ratio 1.000, (1.000, 1.000), counts 4, total 4.\n", "chirp-v4-h-s-32_cfg_120s_win_over_chirp-v4-h-s-32, win ratio 0.489, (0.483, 0.494), counts 14639, total 29967.\n", "chirp-v4-h-s-32_cfg_240s_win_over_chirp-v4-h-s-32, win ratio 0.488, (0.483, 0.494), counts 14569, total 29835.\n", "chirp-v4-h-s-32_cfg_30s_win_over_chirp-v4-h-s-32, win ratio 0.492, (0.487, 0.498), counts 14666, total 29797.\n", "chirp-v4-h-s-32_cfg_60s_win_over_chirp-v4-h-s-32, win ratio 0.488, (0.482, 0.494), counts 14642, total 29995.\n", "chirp-v4-h-s-32_cfg_lyrics_10s_win_over_chirp-v4-h-s-32, win ratio 0.489, (0.464, 0.514), counts 758, total 1550.\n", "chirp-v4-h-s-32_cfg_lyrics_120s_win_over_chirp-v4-h-s-32, win ratio 0.459, (0.435, 0.483), counts 769, total 1676.\n", "chirp-v4-h-s-32_cfg_lyrics_30s_win_over_chirp-v4-h-s-32, win ratio 0.462, (0.438, 0.486), counts 778, total 1685.\n", "chirp-v4-h-s-32_cfg_lyrics_60s_win_over_chirp-v4-h-s-32, win ratio 0.473, (0.450, 0.497), counts 799, total 1688.\n", "chirp-v4-h-s-32_cfg_lyrics_None_win_over_chirp-v4-h-s-32, win ratio 0.465, (0.440, 0.490), counts 726, total 1562.\n", "chirp-v4-h-s-32_n_tag_3_win_over_chirp-v4-h-s-32, win ratio 0.503, (0.501, 0.505), counts 97228, total 193281.\n", "chirp-v4-h-s-32_n_tag_3_win_over_chirp-v4-h-s-32_n_tag_3, win ratio 1.000, (1.000, 1.000), counts 86, total 86.\n", "chirp-v4-h-s-32_n_tag_3_win_over_chirp-v4-h-s-32_text_1, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "chirp-v4-h-s-32_temp_s_70_win_over_chirp-v4-h-s-32, win ratio 0.504, (0.502, 0.506), counts 96160, total 190730.\n", "chirp-v4-h-s-32_temp_s_70_win_over_chirp-v4-h-s-32_temp_s_70, win ratio 1.000, (1.000, 1.000), counts 69, total 69.\n", "chirp-v4-h-s-32_temp_s_80_win_over_chirp-v4-h-s-32, win ratio 0.503, (0.501, 0.505), counts 96055, total 190931.\n", "chirp-v4-h-s-32_temp_s_80_win_over_chirp-v4-h-s-32_temp_s_80, win ratio 1.000, (1.000, 1.000), counts 93, total 93.\n", "chirp-v4-h-s-32_text_1_win_over_chirp-v4-h-s-32, win ratio 0.486, (0.484, 0.488), counts 92133, total 189625.\n", "chirp-v4-h-s-32_text_1_win_over_chirp-v4-h-s-32_text_1, win ratio 1.000, (1.000, 1.000), counts 83, total 83.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32, win ratio 1.000, (1.000, 1.000), counts 2927611, total 2927611.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32-tech-bct, win ratio 0.500, (0.485, 0.515), counts 2163, total 4329.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_120s, win ratio 0.511, (0.506, 0.517), counts 15328, total 29967.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_240s, win ratio 0.512, (0.506, 0.517), counts 15266, total 29835.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_30s, win ratio 0.508, (0.502, 0.513), counts 15131, total 29797.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_60s, win ratio 0.512, (0.506, 0.518), counts 15353, total 29995.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_lyrics_10s, win ratio 0.511, (0.486, 0.536), counts 792, total 1550.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_lyrics_120s, win ratio 0.541, (0.517, 0.565), counts 907, total 1676.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_lyrics_30s, win ratio 0.538, (0.514, 0.562), counts 907, total 1685.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_lyrics_60s, win ratio 0.527, (0.503, 0.550), counts 889, total 1688.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_lyrics_None, win ratio 0.535, (0.510, 0.560), counts 836, total 1562.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_n_tag_3, win ratio 0.497, (0.495, 0.499), counts 96053, total 193281.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_temp_s_70, win ratio 0.496, (0.494, 0.498), counts 94570, total 190730.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_temp_s_80, win ratio 0.497, (0.495, 0.499), counts 94876, total 190931.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_text_1, win ratio 0.514, (0.512, 0.516), counts 97492, total 189625.\n", "chirp-v4-h-t-6-c-35_win_over_chirp-v4-h-t-6, win ratio 0.491, (0.468, 0.515), counts 855, total 1741.\n", "chirp-v4-h-t-6_temp_s_70_win_over_chirp-v4-h-t-6, win ratio 0.493, (0.488, 0.499), counts 16427, total 33301.\n", "chirp-v4-h-t-6_temp_s_70_win_over_chirp-v4-h-t-6_temp_s_70, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "chirp-v4-h-t-6_temp_s_70_win_over_chirp-v4-h-t-6_text_1, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-h-t-6_temp_s_80_win_over_chirp-v4-h-t-6, win ratio 0.501, (0.495, 0.506), counts 16546, total 33038.\n", "chirp-v4-h-t-6_text_1_win_over_chirp-v4-h-t-6, win ratio 0.496, (0.491, 0.501), counts 16659, total 33578.\n", "chirp-v4-h-t-6_text_1_win_over_chirp-v4-h-t-6_text_1, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-h-t-6_win_over_chirp-v4-h-t-6, win ratio 1.000, (1.000, 1.000), counts 570548, total 570548.\n", "chirp-v4-h-t-6_win_over_chirp-v4-h-t-6-c-35, win ratio 0.509, (0.485, 0.532), counts 886, total 1741.\n", "chirp-v4-h-t-6_win_over_chirp-v4-h-t-6_temp_s_70, win ratio 0.507, (0.501, 0.512), counts 16874, total 33301.\n", "chirp-v4-h-t-6_win_over_chirp-v4-h-t-6_temp_s_80, win ratio 0.499, (0.494, 0.505), counts 16492, total 33038.\n", "chirp-v4-h-t-6_win_over_chirp-v4-h-t-6_text_1, win ratio 0.504, (0.499, 0.509), counts 16919, total 33578.\n", "chirp-v4-up-u-7_noise_l_10_win_over_chirp-v4-up-u-7, win ratio 0.500, (-0.193, 1.193), counts 1, total 2.\n", "chirp-v4-up-u-7_noise_l_10_win_over_chirp-v4-up-u-7_text_1, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-7_noise_l_25_win_over_chirp-v4-up-u-7, win ratio 0.333, (-0.200, 0.867), counts 1, total 3.\n", "chirp-v4-up-u-7_noise_l_50_win_over_chirp-v4-up-u-7, win ratio 0.500, (-0.193, 1.193), counts 1, total 2.\n", "chirp-v4-up-u-7_noise_l_50_win_over_chirp-v4-up-u-7_step_8, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-7_noise_l_75_win_over_chirp-v4-up-u-7, win ratio 0.667, (0.133, 1.200), counts 2, total 3.\n", "chirp-v4-up-u-7_step_12_win_over_chirp-v4-up-u-7, win ratio 0.499, (0.490, 0.508), counts 5889, total 11799.\n", "chirp-v4-up-u-7_step_8_win_over_chirp-v4-up-u-7, win ratio 0.499, (0.490, 0.508), counts 5984, total 11987.\n", "chirp-v4-up-u-7_step_8_win_over_chirp-v4-up-u-7_noise_l_75, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-7_step_8_win_over_chirp-v4-up-u-7_step_12, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "chirp-v4-up-u-7_step_8_win_over_chirp-v4-up-u-7_step_8, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-7_text_1_win_over_chirp-v4-up-u-7, win ratio 0.476, (0.467, 0.485), counts 5586, total 11730.\n", "chirp-v4-up-u-7_text_1_win_over_chirp-v4-up-u-7_step_16, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-7_text_1_win_over_chirp-v4-up-u-7_step_8, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "chirp-v4-up-u-7_text_3_win_over_chirp-v4-up-u-7, win ratio 0.484, (0.475, 0.494), counts 5681, total 11726.\n", "chirp-v4-up-u-7_text_3_win_over_chirp-v4-up-u-7_text_1, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "chirp-v4-up-u-7_text_3_win_over_chirp-v4-up-u-7_text_3, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-7_text_3_win_over_chirp-v4-up-u-d-2-i-0, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-7_win_over_chirp-v4-up-u-7, win ratio 1.000, (1.000, 1.000), counts 79932, total 79932.\n", "chirp-v4-up-u-7_win_over_chirp-v4-up-u-7_noise_l_10, win ratio 0.500, (-0.193, 1.193), counts 1, total 2.\n", "chirp-v4-up-u-7_win_over_chirp-v4-up-u-7_noise_l_25, win ratio 0.667, (0.133, 1.200), counts 2, total 3.\n", "chirp-v4-up-u-7_win_over_chirp-v4-up-u-7_noise_l_50, win ratio 0.500, (-0.193, 1.193), counts 1, total 2.\n", "chirp-v4-up-u-7_win_over_chirp-v4-up-u-7_noise_l_75, win ratio 0.333, (-0.200, 0.867), counts 1, total 3.\n", "chirp-v4-up-u-7_win_over_chirp-v4-up-u-7_step_12, win ratio 0.501, (0.492, 0.510), counts 5910, total 11799.\n", "chirp-v4-up-u-7_win_over_chirp-v4-up-u-7_step_8, win ratio 0.501, (0.492, 0.510), counts 6003, total 11987.\n", "chirp-v4-up-u-7_win_over_chirp-v4-up-u-7_text_1, win ratio 0.524, (0.515, 0.533), counts 6144, total 11730.\n", "chirp-v4-up-u-7_win_over_chirp-v4-up-u-7_text_3, win ratio 0.516, (0.506, 0.525), counts 6045, total 11726.\n", "chirp-v4-up-u-7_win_over_chirp-v4-up-u-d-2-i-1, win ratio 0.596, (0.565, 0.627), counts 575, total 965.\n", "chirp-v4-up-u-d-2-1-6_step_12_win_over_chirp-v4-up-u-7, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-d-2-1-6_text_1_win_over_chirp-v4-up-u-d-2-i-0, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-d-2-1-6_win_over_chirp-v4-up-u-d-2-i-0, win ratio 0.576, (0.555, 0.596), counts 1279, total 2221.\n", "chirp-v4-up-u-d-2-1-6_win_over_chirp-v4-up-u-d-2-i-0_step_8, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-d-2-2_noise_l_10_win_over_chirp-v4-up-u-d-2-2, win ratio 0.512, (0.498, 0.526), counts 2426, total 4737.\n", "chirp-v4-up-u-d-2-2_noise_l_25_win_over_chirp-v4-up-u-d-2-2, win ratio 0.515, (0.501, 0.529), counts 2429, total 4718.\n", "chirp-v4-up-u-d-2-2_noise_l_25_win_over_chirp-v4-up-u-d-2-2_noise_l_25, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-d-2-2_noise_l_50_win_over_chirp-v4-up-u-d-2-2, win ratio 0.510, (0.496, 0.524), counts 2435, total 4773.\n", "chirp-v4-up-u-d-2-2_noise_l_50_win_over_chirp-v4-up-u-d-2-2_noise_l_75, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-d-2-2_noise_l_50_win_over_chirp-v4-up-u-d-2-2_step_8, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-d-2-2_noise_l_75_win_over_chirp-v4-up-u-d-2-2, win ratio 0.507, (0.493, 0.521), counts 2447, total 4826.\n", "chirp-v4-up-u-d-2-2_step_12_win_over_chirp-v4-up-u-d-2-2, win ratio 0.499, (0.484, 0.513), counts 2347, total 4707.\n", "chirp-v4-up-u-d-2-2_step_12_win_over_chirp-v4-up-u-d-2-2_step_12, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-d-2-2_step_12_win_over_chirp-v4-up-u-d-2-2_text_1, win ratio 0.500, (-0.193, 1.193), counts 1, total 2.\n", "chirp-v4-up-u-d-2-2_step_16_win_over_chirp-v4-up-u-d-2-2, win ratio 0.495, (0.480, 0.509), counts 2355, total 4762.\n", "chirp-v4-up-u-d-2-2_step_16_win_over_chirp-v4-up-u-d-2-2_noise_l_25, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-d-2-2_step_8_win_over_chirp-v4-up-u-d-2-2, win ratio 0.485, (0.471, 0.500), counts 2211, total 4557.\n", "chirp-v4-up-u-d-2-2_text_1_win_over_chirp-v4-up-u-d-2-2, win ratio 0.448, (0.434, 0.462), counts 2052, total 4580.\n", "chirp-v4-up-u-d-2-2_text_1_win_over_chirp-v4-up-u-d-2-2_noise_l_10, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-d-2-2_text_1_win_over_chirp-v4-up-u-d-2-2_step_12, win ratio 0.500, (-0.193, 1.193), counts 1, total 2.\n", "chirp-v4-up-u-d-2-2_text_1_win_over_chirp-v4-up-u-d-2-2_step_8, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-d-2-2_text_3_win_over_chirp-v4-up-u-d-2-2, win ratio 0.497, (0.483, 0.512), counts 2318, total 4660.\n", "chirp-v4-up-u-d-2-2_text_3_win_over_chirp-v4-up-u-d-2-2_noise_l_75, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "chirp-v4-up-u-d-2-2_win_over_chirp-v4-up-u-d-2-2, win ratio 1.000, (1.000, 1.000), counts 7751, total 7751.\n", "chirp-v4-up-u-d-2-2_win_over_chirp-v4-up-u-d-2-2_noise_l_10, win ratio 0.488, (0.474, 0.502), counts 2311, total 4737.\n", "chirp-v4-up-u-d-2-2_win_over_chirp-v4-up-u-d-2-2_noise_l_25, win ratio 0.485, (0.471, 0.499), counts 2289, total 4718.\n", "chirp-v4-up-u-d-2-2_win_over_chirp-v4-up-u-d-2-2_noise_l_50, win ratio 0.490, (0.476, 0.504), counts 2338, total 4773.\n", "chirp-v4-up-u-d-2-2_win_over_chirp-v4-up-u-d-2-2_noise_l_75, win ratio 0.493, (0.479, 0.507), counts 2379, total 4826.\n", "chirp-v4-up-u-d-2-2_win_over_chirp-v4-up-u-d-2-2_step_12, win ratio 0.501, (0.487, 0.516), counts 2360, total 4707.\n", "chirp-v4-up-u-d-2-2_win_over_chirp-v4-up-u-d-2-2_step_16, win ratio 0.505, (0.491, 0.520), counts 2407, total 4762.\n", "chirp-v4-up-u-d-2-2_win_over_chirp-v4-up-u-d-2-2_step_8, win ratio 0.515, (0.500, 0.529), counts 2346, total 4557.\n", "chirp-v4-up-u-d-2-2_win_over_chirp-v4-up-u-d-2-2_text_1, win ratio 0.552, (0.538, 0.566), counts 2528, total 4580.\n", "chirp-v4-up-u-d-2-2_win_over_chirp-v4-up-u-d-2-2_text_3, win ratio 0.503, (0.488, 0.517), counts 2342, total 4660.\n", "chirp-v4-up-u-d-2-2_win_over_chirp-v4-up-u-d-2-i-1, win ratio 0.545, (0.510, 0.579), counts 433, total 795.\n", "chirp-v4-up-u-d-2-2_win_over_chirp-v4-up-u-d-2-i-2, win ratio 0.517, (0.491, 0.544), counts 708, total 1369.\n", "chirp-v4-up-u-d-2-2_win_over_chirp-v4-up-u-d-2-i-3, win ratio 0.644, (0.613, 0.676), counts 565, total 877.\n", "chirp-v4-up-u-d-2-3-1_win_over_chirp-v4-up-u-d-2-3, win ratio 0.504, (0.481, 0.528), counts 875, total 1735.\n", "chirp-v4-up-u-d-2-3_noise_l_0_win_over_chirp-v4-up-u-d-2-3, win ratio 0.482, (0.443, 0.521), counts 309, total 641.\n", "chirp-v4-up-u-d-2-3_noise_l_0_win_over_chirp-v4-up-u-d-2-3_noise_l_10, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-d-2-3_noise_l_10_win_over_chirp-v4-up-u-d-2-3, win ratio 0.505, (0.486, 0.524), counts 1350, total 2671.\n", "chirp-v4-up-u-d-2-3_noise_l_10_win_over_chirp-v4-up-u-d-2-3_noise_l_50, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-d-2-3_noise_l_25_win_over_chirp-v4-up-u-d-2-3, win ratio 0.505, (0.435, 0.576), counts 98, total 194.\n", "chirp-v4-up-u-d-2-3_noise_l_50_win_over_chirp-v4-up-u-d-2-3, win ratio 0.517, (0.500, 0.535), counts 1667, total 3222.\n", "chirp-v4-up-u-d-2-3_noise_l_75_win_over_chirp-v4-up-u-d-2-3, win ratio 0.491, (0.473, 0.509), counts 1387, total 2825.\n", "chirp-v4-up-u-d-2-3_noise_l_75_win_over_chirp-v4-up-u-d-2-3_noise_l_50, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-d-2-3_step_12_win_over_chirp-v4-up-u-d-2-3, win ratio 0.500, (0.468, 0.532), counts 463, total 926.\n", "chirp-v4-up-u-d-2-3_step_16_win_over_chirp-v4-up-u-d-2-3, win ratio 0.486, (0.449, 0.523), counts 341, total 702.\n", "chirp-v4-up-u-d-2-3_step_8_win_over_chirp-v4-up-u-d-2-3, win ratio 0.449, (0.416, 0.482), counts 389, total 866.\n", "chirp-v4-up-u-d-2-3_text_1_win_over_chirp-v4-up-u-d-2-3, win ratio 0.433, (0.402, 0.465), counts 411, total 949.\n", "chirp-v4-up-u-d-2-3_text_3_win_over_chirp-v4-up-u-d-2-3, win ratio 0.463, (0.431, 0.496), counts 421, total 909.\n", "chirp-v4-up-u-d-2-3_win_over_chirp-v4-up-u-7_step_12, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-d-2-3_win_over_chirp-v4-up-u-d-2-3, win ratio 1.000, (1.000, 1.000), counts 1504, total 1504.\n", "chirp-v4-up-u-d-2-3_win_over_chirp-v4-up-u-d-2-3-1, win ratio 0.496, (0.472, 0.519), counts 860, total 1735.\n", "chirp-v4-up-u-d-2-3_win_over_chirp-v4-up-u-d-2-3_noise_l_0, win ratio 0.518, (0.479, 0.557), counts 332, total 641.\n", "chirp-v4-up-u-d-2-3_win_over_chirp-v4-up-u-d-2-3_noise_l_10, win ratio 0.495, (0.476, 0.514), counts 1321, total 2671.\n", "chirp-v4-up-u-d-2-3_win_over_chirp-v4-up-u-d-2-3_noise_l_25, win ratio 0.495, (0.424, 0.565), counts 96, total 194.\n", "chirp-v4-up-u-d-2-3_win_over_chirp-v4-up-u-d-2-3_noise_l_50, win ratio 0.483, (0.465, 0.500), counts 1555, total 3222.\n", "chirp-v4-up-u-d-2-3_win_over_chirp-v4-up-u-d-2-3_noise_l_75, win ratio 0.509, (0.491, 0.527), counts 1438, total 2825.\n", "chirp-v4-up-u-d-2-3_win_over_chirp-v4-up-u-d-2-3_step_12, win ratio 0.500, (0.468, 0.532), counts 463, total 926.\n", "chirp-v4-up-u-d-2-3_win_over_chirp-v4-up-u-d-2-3_step_16, win ratio 0.514, (0.477, 0.551), counts 361, total 702.\n", "chirp-v4-up-u-d-2-3_win_over_chirp-v4-up-u-d-2-3_step_8, win ratio 0.551, (0.518, 0.584), counts 477, total 866.\n", "chirp-v4-up-u-d-2-3_win_over_chirp-v4-up-u-d-2-3_text_1, win ratio 0.567, (0.535, 0.598), counts 538, total 949.\n", "chirp-v4-up-u-d-2-3_win_over_chirp-v4-up-u-d-2-3_text_3, win ratio 0.537, (0.504, 0.569), counts 488, total 909.\n", "chirp-v4-up-u-d-2-i-0_win_over_chirp-v4-up-u-d-2-1-6, win ratio 0.424, (0.404, 0.445), counts 942, total 2221.\n", "chirp-v4-up-u-d-2-i-0_win_over_chirp-v4-up-u-d-2-1-6_step_12, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-d-2-i-0_win_over_chirp-v4-up-u-d-2-i-0, win ratio 1.000, (1.000, 1.000), counts 94, total 94.\n", "chirp-v4-up-u-d-2-i-1_win_over_chirp-v4-up-u-7, win ratio 0.404, (0.373, 0.435), counts 390, total 965.\n", "chirp-v4-up-u-d-2-i-1_win_over_chirp-v4-up-u-d-2-2, win ratio 0.455, (0.421, 0.490), counts 362, total 795.\n", "chirp-v4-up-u-d-2-i-1_win_over_chirp-v4-up-u-d-2-i-1, win ratio 1.000, (1.000, 1.000), counts 15, total 15.\n", "chirp-v4-up-u-d-2-i-2_win_over_chirp-v4-up-u-d-2-2, win ratio 0.483, (0.456, 0.509), counts 661, total 1369.\n", "chirp-v4-up-u-d-2-i-2_win_over_chirp-v4-up-u-d-2-i-2, win ratio 1.000, (1.000, 1.000), counts 3, total 3.\n", "chirp-v4-up-u-d-2-i-3_win_over_chirp-v4-up-u-d-2-2, win ratio 0.356, (0.324, 0.387), counts 312, total 877.\n", "chirp-v4-up-u-d-2-i-3_win_over_chirp-v4-up-u-d-2-i-3, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "tournament players: ['chirp-auk', 'chirp-auk-t1', 'chirp-v3p5-engine-s-8', 'chirp-v3p5-engine-s-8_min_p_005', 'chirp-v4-6b-t-09', 'chirp-v4-6b-t-09_a_c_a_0', 'chirp-v4-6b-t-09_a_c_c_0', 'chirp-v4-6b-t-21', 'chirp-v4-6b-t-21_a_c_c_1', 'chirp-v4-6b-t-21_a_c_c_2', 'chirp-v4-6b-t-22', 'chirp-v4-6b-t-23', 'chirp-v4-6b-t-24', 'chirp-v4-6b-t-25', 'chirp-v4-6b-t-26', 'chirp-v4-6b-t-27', 'chirp-v4-6b-t-28', 'chirp-v4-6b-t-28_g_e_1', 'chirp-v4-6b-t-28_g_e_2', 'chirp-v4-6b-t-28_g_e_3', 'chirp-v4-6b-t-28_t_e_1', 'chirp-v4-h-s-32', 'chirp-v4-h-s-32-tech-bct', 'chirp-v4-h-s-32_cfg_120s', 'chirp-v4-h-s-32_cfg_240s', 'chirp-v4-h-s-32_cfg_30s', 'chirp-v4-h-s-32_cfg_60s', 'chirp-v4-h-s-32_cfg_lyrics_10s', 'chirp-v4-h-s-32_cfg_lyrics_120s', 'chirp-v4-h-s-32_cfg_lyrics_30s', 'chirp-v4-h-s-32_cfg_lyrics_60s', 'chirp-v4-h-s-32_cfg_lyrics_None', 'chirp-v4-h-s-32_n_tag_3', 'chirp-v4-h-s-32_temp_s_70', 'chirp-v4-h-s-32_temp_s_80', 'chirp-v4-h-s-32_text_1', 'chirp-v4-h-t-6', 'chirp-v4-h-t-6-c-35', 'chirp-v4-h-t-6_temp_s_70', 'chirp-v4-h-t-6_temp_s_80', 'chirp-v4-h-t-6_text_1', 'chirp-v4-up-u-7', 'chirp-v4-up-u-7_noise_l_10', 'chirp-v4-up-u-7_noise_l_25', 'chirp-v4-up-u-7_noise_l_50', 'chirp-v4-up-u-7_noise_l_75', 'chirp-v4-up-u-7_step_12', 'chirp-v4-up-u-7_step_16', 'chirp-v4-up-u-7_step_8', 'chirp-v4-up-u-7_text_1', 'chirp-v4-up-u-7_text_3', 'chirp-v4-up-u-d-2-1-6', 'chirp-v4-up-u-d-2-1-6_step_12', 'chirp-v4-up-u-d-2-1-6_text_1', 'chirp-v4-up-u-d-2-2', 'chirp-v4-up-u-d-2-2_noise_l_10', 'chirp-v4-up-u-d-2-2_noise_l_25', 'chirp-v4-up-u-d-2-2_noise_l_50', 'chirp-v4-up-u-d-2-2_noise_l_75', 'chirp-v4-up-u-d-2-2_step_12', 'chirp-v4-up-u-d-2-2_step_16', 'chirp-v4-up-u-d-2-2_step_8', 'chirp-v4-up-u-d-2-2_text_1', 'chirp-v4-up-u-d-2-2_text_3', 'chirp-v4-up-u-d-2-3', 'chirp-v4-up-u-d-2-3-1', 'chirp-v4-up-u-d-2-3_noise_l_0', 'chirp-v4-up-u-d-2-3_noise_l_10', 'chirp-v4-up-u-d-2-3_noise_l_25', 'chirp-v4-up-u-d-2-3_noise_l_50', 'chirp-v4-up-u-d-2-3_noise_l_75', 'chirp-v4-up-u-d-2-3_step_12', 'chirp-v4-up-u-d-2-3_step_16', 'chirp-v4-up-u-d-2-3_step_8', 'chirp-v4-up-u-d-2-3_text_1', 'chirp-v4-up-u-d-2-3_text_3', 'chirp-v4-up-u-d-2-i-0', 'chirp-v4-up-u-d-2-i-0_step_8', 'chirp-v4-up-u-d-2-i-1', 'chirp-v4-up-u-d-2-i-2', 'chirp-v4-up-u-d-2-i-3']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1000/1000 [01:02<00:00, 15.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ELOs\n", "chirp-auk: 1001.1, (880, 1161)\n", "chirp-auk-t1: 998.9, (839, 1122)\n", "chirp-v3p5-engine-s-8: 999.5, (999, 1000)\n", "chirp-v3p5-engine-s-8_min_p_005: 1000.5, (1000, 1001)\n", "chirp-v4-6b-t-09: 980.3, (972, 987)\n", "chirp-v4-6b-t-09_a_c_a_0: 950.1, (924, 961)\n", "chirp-v4-6b-t-09_a_c_c_0: 981.8, (962, 996)\n", "chirp-v4-6b-t-21: 1006.9, (1004, 1012)\n", "chirp-v4-6b-t-21_a_c_c_1: 955.8, (923, 973)\n", "chirp-v4-6b-t-21_a_c_c_2: 975.1, (942, 996)\n", "chirp-v4-6b-t-22: 1008.8, (1001, 1019)\n", "chirp-v4-6b-t-23: 1020.5, (1014, 1030)\n", "chirp-v4-6b-t-24: 1022.4, (1014, 1033)\n", "chirp-v4-6b-t-25: 1020.0, (1011, 1032)\n", "chirp-v4-6b-t-26: 1013.7, (1006, 1024)\n", "chirp-v4-6b-t-27: 1015.6, (1006, 1028)\n", "chirp-v4-6b-t-28: 1017.2, (1013, 1026)\n", "chirp-v4-6b-t-28_g_e_1: 998.8, (987, 1015)\n", "chirp-v4-6b-t-28_g_e_2: 1006.6, (994, 1023)\n", "chirp-v4-6b-t-28_g_e_3: 1018.2, (999, 1049)\n", "chirp-v4-6b-t-28_t_e_1: 1008.2, (985, 1036)\n", "chirp-v4-h-s-32: 1008.9, (1007, 1012)\n", "chirp-v4-h-s-32-tech-bct: 1008.9, (1000, 1020)\n", "chirp-v4-h-s-32_cfg_120s: 1001.0, (997, 1005)\n", "chirp-v4-h-s-32_cfg_240s: 1000.8, (997, 1005)\n", "chirp-v4-h-s-32_cfg_30s: 1003.5, (1000, 1009)\n", "chirp-v4-h-s-32_cfg_60s: 1000.7, (997, 1006)\n", "chirp-v4-h-s-32_cfg_lyrics_10s: 1000.8, (985, 1018)\n", "chirp-v4-h-s-32_cfg_lyrics_120s: 981.9, (966, 997)\n", "chirp-v4-h-s-32_cfg_lyrics_30s: 983.7, (967, 998)\n", "chirp-v4-h-s-32_cfg_lyrics_60s: 991.0, (975, 1008)\n", "chirp-v4-h-s-32_cfg_lyrics_None: 985.8, (968, 1001)\n", "chirp-v4-h-s-32_n_tag_3: 1011.0, (1008, 1014)\n", "chirp-v4-h-s-32_temp_s_70: 1011.8, (1009, 1015)\n", "chirp-v4-h-s-32_temp_s_80: 1011.1, (1008, 1014)\n", "chirp-v4-h-s-32_text_1: 999.1, (996, 1002)\n", "chirp-v4-h-t-6: 1002.6, (999, 1006)\n", "chirp-v4-h-t-6-c-35: 996.6, (983, 1009)\n", "chirp-v4-h-t-6_temp_s_70: 997.9, (993, 1003)\n", "chirp-v4-h-t-6_temp_s_80: 1003.1, (999, 1008)\n", "chirp-v4-h-t-6_text_1: 999.9, (995, 1004)\n", "chirp-v4-up-u-7: 1017.9, (985, 1062)\n", "chirp-v4-up-u-7_noise_l_10: 1001.2, (971, 1434)\n", "chirp-v4-up-u-7_noise_l_25: 999.0, (638, 1127)\n", "chirp-v4-up-u-7_noise_l_50: 1001.3, (964, 1533)\n", "chirp-v4-up-u-7_noise_l_75: 1000.2, (806, 1362)\n", "chirp-v4-up-u-7_step_12: 1016.8, (983, 1062)\n", "chirp-v4-up-u-7_step_16: 998.9, (695, 1000)\n", "chirp-v4-up-u-7_step_8: 1017.0, (983, 1062)\n", "chirp-v4-up-u-7_text_1: 1001.5, (969, 1045)\n", "chirp-v4-up-u-7_text_3: 1007.2, (972, 1051)\n", "chirp-v4-up-u-d-2-1-6: 1025.7, (919, 1124)\n", "chirp-v4-up-u-d-2-1-6_step_12: 1000.0, (835, 1189)\n", "chirp-v4-up-u-d-2-1-6_text_1: 1001.1, (1000, 1284)\n", "chirp-v4-up-u-d-2-2: 1007.8, (951, 1014)\n", "chirp-v4-up-u-d-2-2_noise_l_10: 1015.8, (955, 1026)\n", "chirp-v4-up-u-d-2-2_noise_l_25: 1017.6, (961, 1027)\n", "chirp-v4-up-u-d-2-2_noise_l_50: 1014.7, (954, 1024)\n", "chirp-v4-up-u-d-2-2_noise_l_75: 1012.2, (956, 1022)\n", "chirp-v4-up-u-d-2-2_step_12: 1006.7, (949, 1017)\n", "chirp-v4-up-u-d-2-2_step_16: 1004.0, (944, 1014)\n", "chirp-v4-up-u-d-2-2_step_8: 997.5, (936, 1008)\n", "chirp-v4-up-u-d-2-2_text_1: 972.8, (911, 982)\n", "chirp-v4-up-u-d-2-2_text_3: 1006.0, (950, 1016)\n", "chirp-v4-up-u-d-2-3: 1009.4, (1003, 1032)\n", "chirp-v4-up-u-d-2-3-1: 1011.0, (998, 1036)\n", "chirp-v4-up-u-d-2-3_noise_l_0: 998.3, (974, 1032)\n", "chirp-v4-up-u-d-2-3_noise_l_10: 1012.3, (1000, 1036)\n", "chirp-v4-up-u-d-2-3_noise_l_25: 1006.1, (966, 1067)\n", "chirp-v4-up-u-d-2-3_noise_l_50: 1020.3, (1010, 1043)\n", "chirp-v4-up-u-d-2-3_noise_l_75: 1002.8, (991, 1025)\n", "chirp-v4-up-u-d-2-3_step_12: 1008.5, (990, 1036)\n", "chirp-v4-up-u-d-2-3_step_16: 1000.0, (976, 1028)\n", "chirp-v4-up-u-d-2-3_step_8: 978.1, (953, 1004)\n", "chirp-v4-up-u-d-2-3_text_1: 968.1, (942, 990)\n", "chirp-v4-up-u-d-2-3_text_3: 986.4, (964, 1011)\n", "chirp-v4-up-u-d-2-i-0: 974.5, (864, 1076)\n", "chirp-v4-up-u-d-2-i-0_step_8: 999.0, (761, 1000)\n", "chirp-v4-up-u-d-2-i-1: 965.9, (917, 988)\n", "chirp-v4-up-u-d-2-i-2: 996.9, (934, 1012)\n", "chirp-v4-up-u-d-2-i-3: 919.4, (841, 926)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "get_preference_counts(user_intersting_clips_3p5)" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:25:02.332947Z", "start_time": "2024-05-26T00:25:02.010694Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:34:20.220372Z", "iopub.status.busy": "2025-05-01T13:34:20.220210Z", "iopub.status.idle": "2025-05-01T13:35:14.965908Z", "shell.execute_reply": "2025-05-01T13:35:14.965246Z", "shell.execute_reply.started": "2025-05-01T13:34:20.220356Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "first gen\n", "len pos models: 5319968\n", "differing counts: 1293987\n", "chirp-auk-t1_win_over_chirp-auk, win ratio 1.000, (1.000, 1.000), counts 4, total 4.\n", "chirp-auk-t1_win_over_chirp-auk-t1, win ratio 1.000, (1.000, 1.000), counts 1010, total 1010.\n", "chirp-auk_win_over_chirp-auk, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v3p5-engine-b_win_over_chirp-v3p5-engine-b, win ratio 1.000, (1.000, 1.000), counts 8327, total 8327.\n", "chirp-v3p5-engine-s-8_min_p_005_win_over_chirp-v3p5-engine-s-8, win ratio 0.501, (0.500, 0.503), counts 224250, total 447160.\n", "chirp-v3p5-engine-s-8_min_p_005_win_over_chirp-v3p5-engine-s-8_min_p_005, win ratio 1.000, (1.000, 1.000), counts 502, total 502.\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, (1.000, 1.000), counts 1346676, total 1346676.\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8_min_p_005, win ratio 0.499, (0.497, 0.500), counts 222910, total 447160.\n", "chirp-v4-6b-t-09_win_over_chirp-v4-6b-t-09, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-6b-t-09_win_over_chirp-v4-6b-t-21, win ratio 0.486, (0.474, 0.497), counts 3265, total 6725.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-09, win ratio 0.514, (0.503, 0.526), counts 3460, total 6725.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-21, win ratio 1.000, (1.000, 1.000), counts 22, total 22.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-22, win ratio 0.500, (0.486, 0.514), counts 2434, total 4864.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-23, win ratio 0.481, (0.468, 0.494), counts 2671, total 5553.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-24, win ratio 0.477, (0.462, 0.491), counts 2214, total 4646.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-25, win ratio 0.482, (0.464, 0.499), counts 1526, total 3168.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-26, win ratio 0.482, (0.468, 0.496), counts 2356, total 4887.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-27, win ratio 0.477, (0.459, 0.495), counts 1353, total 2836.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-28, win ratio 0.476, (0.463, 0.489), counts 2675, total 5618.\n", "chirp-v4-6b-t-22_win_over_chirp-v4-6b-t-21, win ratio 0.500, (0.486, 0.514), counts 2430, total 4864.\n", "chirp-v4-6b-t-23_win_over_chirp-v4-6b-t-21, win ratio 0.519, (0.506, 0.532), counts 2882, total 5553.\n", "chirp-v4-6b-t-24_win_over_chirp-v4-6b-t-21, win ratio 0.523, (0.509, 0.538), counts 2432, total 4646.\n", "chirp-v4-6b-t-24_win_over_chirp-v4-6b-t-24, win ratio 1.000, (1.000, 1.000), counts 3, total 3.\n", "chirp-v4-6b-t-25_win_over_chirp-v4-6b-t-21, win ratio 0.518, (0.501, 0.536), counts 1642, total 3168.\n", "chirp-v4-6b-t-25_win_over_chirp-v4-6b-t-25, win ratio 1.000, (1.000, 1.000), counts 3, total 3.\n", "chirp-v4-6b-t-26_win_over_chirp-v4-6b-t-21, win ratio 0.518, (0.504, 0.532), counts 2531, total 4887.\n", "chirp-v4-6b-t-26_win_over_chirp-v4-6b-t-26, win ratio 1.000, (1.000, 1.000), counts 6, total 6.\n", "chirp-v4-6b-t-27_win_over_chirp-v4-6b-t-21, win ratio 0.523, (0.505, 0.541), counts 1483, total 2836.\n", "chirp-v4-6b-t-27_win_over_chirp-v4-6b-t-27, win ratio 1.000, (1.000, 1.000), counts 3, total 3.\n", "chirp-v4-6b-t-28_g_e_1_win_over_chirp-v4-6b-t-28, win ratio 0.465, (0.442, 0.489), counts 795, total 1708.\n", "chirp-v4-6b-t-28_g_e_2_win_over_chirp-v4-6b-t-28, win ratio 0.518, (0.494, 0.542), counts 863, total 1667.\n", "chirp-v4-6b-t-28_win_over_chirp-v4-6b-t-21, win ratio 0.524, (0.511, 0.537), counts 2943, total 5618.\n", "chirp-v4-6b-t-28_win_over_chirp-v4-6b-t-28, win ratio 1.000, (1.000, 1.000), counts 16, total 16.\n", "chirp-v4-6b-t-28_win_over_chirp-v4-6b-t-28_g_e_1, win ratio 0.535, (0.511, 0.558), counts 913, total 1708.\n", "chirp-v4-6b-t-28_win_over_chirp-v4-6b-t-28_g_e_2, win ratio 0.482, (0.458, 0.506), counts 804, total 1667.\n", "chirp-v4-engine-b_win_over_chirp-v4-engine-b, win ratio 1.000, (1.000, 1.000), counts 38361, total 38361.\n", "chirp-v4-h-s-32-tech-bct_win_over_chirp-v4-h-s-32, win ratio 0.499, (0.483, 0.515), counts 1930, total 3866.\n", "chirp-v4-h-s-32-tech-bct_win_over_chirp-v4-h-s-32-tech-bct, win ratio 1.000, (1.000, 1.000), counts 4, total 4.\n", "chirp-v4-h-s-32_cfg_120s_win_over_chirp-v4-h-s-32, win ratio 0.486, (0.480, 0.492), counts 13072, total 26893.\n", "chirp-v4-h-s-32_cfg_240s_win_over_chirp-v4-h-s-32, win ratio 0.488, (0.482, 0.494), counts 13046, total 26722.\n", "chirp-v4-h-s-32_cfg_30s_win_over_chirp-v4-h-s-32, win ratio 0.491, (0.485, 0.497), counts 13177, total 26842.\n", "chirp-v4-h-s-32_cfg_60s_win_over_chirp-v4-h-s-32, win ratio 0.486, (0.480, 0.492), counts 13043, total 26849.\n", "chirp-v4-h-s-32_cfg_lyrics_10s_win_over_chirp-v4-h-s-32, win ratio 0.493, (0.467, 0.520), counts 679, total 1377.\n", "chirp-v4-h-s-32_cfg_lyrics_120s_win_over_chirp-v4-h-s-32, win ratio 0.465, (0.440, 0.490), counts 703, total 1513.\n", "chirp-v4-h-s-32_cfg_lyrics_30s_win_over_chirp-v4-h-s-32, win ratio 0.461, (0.436, 0.486), counts 697, total 1511.\n", "chirp-v4-h-s-32_cfg_lyrics_60s_win_over_chirp-v4-h-s-32, win ratio 0.473, (0.448, 0.498), counts 729, total 1542.\n", "chirp-v4-h-s-32_cfg_lyrics_None_win_over_chirp-v4-h-s-32, win ratio 0.467, (0.440, 0.493), counts 656, total 1406.\n", "chirp-v4-h-s-32_n_tag_3_win_over_chirp-v4-h-s-32, win ratio 0.503, (0.500, 0.505), counts 87219, total 173556.\n", "chirp-v4-h-s-32_n_tag_3_win_over_chirp-v4-h-s-32_n_tag_3, win ratio 1.000, (1.000, 1.000), counts 86, total 86.\n", "chirp-v4-h-s-32_n_tag_3_win_over_chirp-v4-h-s-32_text_1, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-h-s-32_temp_s_70_win_over_chirp-v4-h-s-32, win ratio 0.503, (0.501, 0.505), counts 86106, total 171209.\n", "chirp-v4-h-s-32_temp_s_70_win_over_chirp-v4-h-s-32_temp_s_70, win ratio 1.000, (1.000, 1.000), counts 66, total 66.\n", "chirp-v4-h-s-32_temp_s_80_win_over_chirp-v4-h-s-32, win ratio 0.504, (0.501, 0.506), counts 86379, total 171507.\n", "chirp-v4-h-s-32_temp_s_80_win_over_chirp-v4-h-s-32_temp_s_80, win ratio 1.000, (1.000, 1.000), counts 90, total 90.\n", "chirp-v4-h-s-32_text_1_win_over_chirp-v4-h-s-32, win ratio 0.486, (0.483, 0.488), counts 82713, total 170357.\n", "chirp-v4-h-s-32_text_1_win_over_chirp-v4-h-s-32_text_1, win ratio 1.000, (1.000, 1.000), counts 82, total 82.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32, win ratio 1.000, (1.000, 1.000), counts 2630722, total 2630722.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32-tech-bct, win ratio 0.501, (0.485, 0.517), counts 1936, total 3866.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_120s, win ratio 0.514, (0.508, 0.520), counts 13821, total 26893.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_240s, win ratio 0.512, (0.506, 0.518), counts 13676, total 26722.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_30s, win ratio 0.509, (0.503, 0.515), counts 13665, total 26842.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_60s, win ratio 0.514, (0.508, 0.520), counts 13806, total 26849.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_lyrics_10s, win ratio 0.507, (0.480, 0.533), counts 698, total 1377.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_lyrics_120s, win ratio 0.535, (0.510, 0.560), counts 810, total 1513.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_lyrics_30s, win ratio 0.539, (0.514, 0.564), counts 814, total 1511.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_lyrics_60s, win ratio 0.527, (0.502, 0.552), counts 813, total 1542.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_lyrics_None, win ratio 0.533, (0.507, 0.560), counts 750, total 1406.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_n_tag_3, win ratio 0.497, (0.495, 0.500), counts 86337, total 173556.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_temp_s_70, win ratio 0.497, (0.495, 0.499), counts 85103, total 171209.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_temp_s_80, win ratio 0.496, (0.494, 0.499), counts 85128, total 171507.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_text_1, win ratio 0.514, (0.512, 0.517), counts 87644, total 170357.\n", "tournament players: ['chirp-auk', 'chirp-auk-t1', 'chirp-v3p5-engine-s-8', 'chirp-v3p5-engine-s-8_min_p_005', 'chirp-v4-6b-t-09', 'chirp-v4-6b-t-21', 'chirp-v4-6b-t-22', 'chirp-v4-6b-t-23', 'chirp-v4-6b-t-24', 'chirp-v4-6b-t-25', 'chirp-v4-6b-t-26', 'chirp-v4-6b-t-27', 'chirp-v4-6b-t-28', 'chirp-v4-6b-t-28_g_e_1', 'chirp-v4-6b-t-28_g_e_2', 'chirp-v4-h-s-32', 'chirp-v4-h-s-32-tech-bct', 'chirp-v4-h-s-32_cfg_120s', 'chirp-v4-h-s-32_cfg_240s', 'chirp-v4-h-s-32_cfg_30s', 'chirp-v4-h-s-32_cfg_60s', 'chirp-v4-h-s-32_cfg_lyrics_10s', 'chirp-v4-h-s-32_cfg_lyrics_120s', 'chirp-v4-h-s-32_cfg_lyrics_30s', 'chirp-v4-h-s-32_cfg_lyrics_60s', 'chirp-v4-h-s-32_cfg_lyrics_None', 'chirp-v4-h-s-32_n_tag_3', 'chirp-v4-h-s-32_temp_s_70', 'chirp-v4-h-s-32_temp_s_80', 'chirp-v4-h-s-32_text_1']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1000/1000 [00:07<00:00, 132.70it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ELOs\n", "chirp-auk: 998.0, (528, 1000)\n", "chirp-auk-t1: 1002.0, (1000, 1476)\n", "chirp-v3p5-engine-s-8: 999.5, (999, 1000)\n", "chirp-v3p5-engine-s-8_min_p_005: 1000.5, (1000, 1001)\n", "chirp-v4-6b-t-09: 981.2, (972, 990)\n", "chirp-v4-6b-t-21: 991.1, (987, 995)\n", "chirp-v4-6b-t-22: 991.4, (981, 1000)\n", "chirp-v4-6b-t-23: 1004.5, (995, 1014)\n", "chirp-v4-6b-t-24: 1007.2, (997, 1017)\n", "chirp-v4-6b-t-25: 1003.7, (993, 1015)\n", "chirp-v4-6b-t-26: 1003.6, (994, 1013)\n", "chirp-v4-6b-t-27: 1006.9, (995, 1018)\n", "chirp-v4-6b-t-28: 1007.5, (1001, 1015)\n", "chirp-v4-6b-t-28_g_e_1: 983.9, (968, 1001)\n", "chirp-v4-6b-t-28_g_e_2: 1019.1, (1003, 1037)\n", "chirp-v4-h-s-32: 1009.1, (1006, 1012)\n", "chirp-v4-h-s-32-tech-bct: 1008.5, (998, 1020)\n", "chirp-v4-h-s-32_cfg_120s: 999.4, (995, 1005)\n", "chirp-v4-h-s-32_cfg_240s: 1000.9, (996, 1006)\n", "chirp-v4-h-s-32_cfg_30s: 1002.8, (999, 1007)\n", "chirp-v4-h-s-32_cfg_60s: 999.2, (994, 1004)\n", "chirp-v4-h-s-32_cfg_lyrics_10s: 1003.6, (987, 1021)\n", "chirp-v4-h-s-32_cfg_lyrics_120s: 984.9, (969, 1000)\n", "chirp-v4-h-s-32_cfg_lyrics_30s: 982.7, (965, 999)\n", "chirp-v4-h-s-32_cfg_lyrics_60s: 990.3, (974, 1006)\n", "chirp-v4-h-s-32_cfg_lyrics_None: 986.3, (969, 1005)\n", "chirp-v4-h-s-32_n_tag_3: 1010.8, (1008, 1014)\n", "chirp-v4-h-s-32_temp_s_70: 1011.1, (1008, 1014)\n", "chirp-v4-h-s-32_temp_s_80: 1011.6, (1009, 1015)\n", "chirp-v4-h-s-32_text_1: 999.0, (996, 1002)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "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", " & (user_intersting_clips_3p5[\"task\"] == \"\")\n", "].copy()\n", "if first_gen_slice_df.shape[0] > 0:\n", " get_preference_counts(\n", " first_gen_slice_df,\n", " title_name=\"first generation\",\n", " ) " ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:25:02.574659Z", "start_time": "2024-05-26T00:25:02.334214Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:35:14.966752Z", "iopub.status.busy": "2025-05-01T13:35:14.966580Z", "iopub.status.idle": "2025-05-01T13:35:30.278582Z", "shell.execute_reply": "2025-05-01T13:35:30.277909Z", "shell.execute_reply.started": "2025-05-01T13:35:14.966735Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "is continue\n", "len pos models: 283844\n", "differing counts: 67618\n", "chirp-auk-t1_win_over_chirp-auk, win ratio 0.500, (-0.193, 1.193), counts 1, total 2.\n", "chirp-auk-t1_win_over_chirp-auk-t1, win ratio 1.000, (1.000, 1.000), counts 190, total 190.\n", "chirp-auk_win_over_chirp-auk-t1, win ratio 0.500, (-0.193, 1.193), counts 1, total 2.\n", "chirp-v3p5-engine-b_win_over_chirp-v3p5-engine-b, win ratio 1.000, (1.000, 1.000), counts 1119, total 1119.\n", "chirp-v3p5-engine-s-8_min_p_005_win_over_chirp-v3p5-engine-s-8, win ratio 0.503, (0.494, 0.512), counts 6435, total 12790.\n", "chirp-v3p5-engine-s-8_min_p_005_win_over_chirp-v3p5-engine-s-8_min_p_005, win ratio 1.000, (1.000, 1.000), counts 3, total 3.\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, (1.000, 1.000), counts 38288, total 38288.\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8_min_p_005, win ratio 0.497, (0.488, 0.506), counts 6355, total 12790.\n", "chirp-v3p5-engine-upload-4_win_over_chirp-v3p5-engine-upload-4, win ratio 1.000, (1.000, 1.000), counts 1721, total 1721.\n", "chirp-v4-6b-t-09_win_over_chirp-v4-6b-t-21, win ratio 0.494, (0.447, 0.542), counts 210, total 425.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-09, win ratio 0.506, (0.458, 0.553), counts 215, total 425.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-22, win ratio 0.517, (0.463, 0.570), counts 172, total 333.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-23, win ratio 0.489, (0.437, 0.541), counts 174, total 356.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-24, win ratio 0.545, (0.491, 0.600), counts 175, total 321.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-25, win ratio 0.494, (0.431, 0.557), counts 120, total 243.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-26, win ratio 0.536, (0.484, 0.588), counts 186, total 347.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-27, win ratio 0.439, (0.368, 0.510), counts 83, total 189.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-28, win ratio 0.559, (0.510, 0.609), counts 217, total 388.\n", "chirp-v4-6b-t-22_win_over_chirp-v4-6b-t-21, win ratio 0.483, (0.430, 0.537), counts 161, total 333.\n", "chirp-v4-6b-t-23_win_over_chirp-v4-6b-t-21, win ratio 0.511, (0.459, 0.563), counts 182, total 356.\n", "chirp-v4-6b-t-24_win_over_chirp-v4-6b-t-21, win ratio 0.455, (0.400, 0.509), counts 146, total 321.\n", "chirp-v4-6b-t-25_win_over_chirp-v4-6b-t-21, win ratio 0.506, (0.443, 0.569), counts 123, total 243.\n", "chirp-v4-6b-t-26_win_over_chirp-v4-6b-t-21, win ratio 0.464, (0.412, 0.516), counts 161, total 347.\n", "chirp-v4-6b-t-27_win_over_chirp-v4-6b-t-21, win ratio 0.561, (0.490, 0.632), counts 106, total 189.\n", "chirp-v4-6b-t-27_win_over_chirp-v4-6b-t-27, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-6b-t-28_g_e_1_win_over_chirp-v4-6b-t-28, win ratio 0.564, (0.474, 0.654), counts 66, total 117.\n", "chirp-v4-6b-t-28_g_e_2_win_over_chirp-v4-6b-t-28, win ratio 0.558, (0.472, 0.644), counts 72, total 129.\n", "chirp-v4-6b-t-28_win_over_chirp-v4-6b-t-21, win ratio 0.441, (0.391, 0.490), counts 171, total 388.\n", "chirp-v4-6b-t-28_win_over_chirp-v4-6b-t-28_g_e_1, win ratio 0.436, (0.346, 0.526), counts 51, total 117.\n", "chirp-v4-6b-t-28_win_over_chirp-v4-6b-t-28_g_e_2, win ratio 0.442, (0.356, 0.528), counts 57, total 129.\n", "chirp-v4-engine-b_win_over_chirp-v4-engine-b, win ratio 1.000, (1.000, 1.000), counts 5345, total 5345.\n", "chirp-v4-h-s-32-tech-bct_win_over_chirp-v4-h-s-32, win ratio 0.492, (0.432, 0.553), counts 131, total 266.\n", "chirp-v4-h-s-32_cfg_120s_win_over_chirp-v4-h-s-32, win ratio 0.515, (0.492, 0.539), counts 892, total 1731.\n", "chirp-v4-h-s-32_cfg_240s_win_over_chirp-v4-h-s-32, win ratio 0.496, (0.473, 0.520), counts 868, total 1749.\n", "chirp-v4-h-s-32_cfg_30s_win_over_chirp-v4-h-s-32, win ratio 0.499, (0.475, 0.523), counts 834, total 1672.\n", "chirp-v4-h-s-32_cfg_60s_win_over_chirp-v4-h-s-32, win ratio 0.510, (0.487, 0.533), counts 917, total 1797.\n", "chirp-v4-h-s-32_cfg_lyrics_10s_win_over_chirp-v4-h-s-32, win ratio 0.448, (0.344, 0.553), counts 39, total 87.\n", "chirp-v4-h-s-32_cfg_lyrics_120s_win_over_chirp-v4-h-s-32, win ratio 0.463, (0.363, 0.563), counts 44, total 95.\n", "chirp-v4-h-s-32_cfg_lyrics_30s_win_over_chirp-v4-h-s-32, win ratio 0.500, (0.400, 0.600), counts 48, total 96.\n", "chirp-v4-h-s-32_cfg_lyrics_60s_win_over_chirp-v4-h-s-32, win ratio 0.480, (0.367, 0.593), counts 36, total 75.\n", "chirp-v4-h-s-32_cfg_lyrics_None_win_over_chirp-v4-h-s-32, win ratio 0.450, (0.341, 0.559), counts 36, total 80.\n", "chirp-v4-h-s-32_n_tag_3_win_over_chirp-v4-h-s-32, win ratio 0.502, (0.493, 0.512), counts 5582, total 11110.\n", "chirp-v4-h-s-32_n_tag_3_win_over_chirp-v4-h-s-32_text_1, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-h-s-32_temp_s_70_win_over_chirp-v4-h-s-32, win ratio 0.512, (0.502, 0.521), counts 5673, total 11088.\n", "chirp-v4-h-s-32_temp_s_70_win_over_chirp-v4-h-s-32_temp_s_70, win ratio 1.000, (1.000, 1.000), counts 3, total 3.\n", "chirp-v4-h-s-32_temp_s_80_win_over_chirp-v4-h-s-32, win ratio 0.501, (0.492, 0.511), counts 5532, total 11034.\n", "chirp-v4-h-s-32_temp_s_80_win_over_chirp-v4-h-s-32_temp_s_80, win ratio 1.000, (1.000, 1.000), counts 3, total 3.\n", "chirp-v4-h-s-32_text_1_win_over_chirp-v4-h-s-32, win ratio 0.481, (0.472, 0.491), counts 5342, total 11097.\n", "chirp-v4-h-s-32_text_1_win_over_chirp-v4-h-s-32_text_1, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32, win ratio 1.000, (1.000, 1.000), counts 169552, total 169552.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32-tech-bct, win ratio 0.508, (0.447, 0.568), counts 135, total 266.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_120s, win ratio 0.485, (0.461, 0.508), counts 839, total 1731.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_240s, win ratio 0.504, (0.480, 0.527), counts 881, total 1749.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_30s, win ratio 0.501, (0.477, 0.525), counts 838, total 1672.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_60s, win ratio 0.490, (0.467, 0.513), counts 880, total 1797.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_lyrics_10s, win ratio 0.552, (0.447, 0.656), counts 48, total 87.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_lyrics_120s, win ratio 0.537, (0.437, 0.637), counts 51, total 95.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_lyrics_30s, win ratio 0.500, (0.400, 0.600), counts 48, total 96.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_lyrics_60s, win ratio 0.520, (0.407, 0.633), counts 39, total 75.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_lyrics_None, win ratio 0.550, (0.441, 0.659), counts 44, total 80.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_n_tag_3, win ratio 0.498, (0.488, 0.507), counts 5528, total 11110.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_temp_s_70, win ratio 0.488, (0.479, 0.498), counts 5415, total 11088.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_temp_s_80, win ratio 0.499, (0.489, 0.508), counts 5502, total 11034.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_text_1, win ratio 0.519, (0.509, 0.528), counts 5755, total 11097.\n", "tournament players: ['chirp-auk', 'chirp-auk-t1', 'chirp-v3p5-engine-s-8', 'chirp-v3p5-engine-s-8_min_p_005', 'chirp-v4-6b-t-09', 'chirp-v4-6b-t-21', 'chirp-v4-6b-t-22', 'chirp-v4-6b-t-23', 'chirp-v4-6b-t-24', 'chirp-v4-6b-t-25', 'chirp-v4-6b-t-26', 'chirp-v4-6b-t-27', 'chirp-v4-6b-t-28', 'chirp-v4-6b-t-28_g_e_1', 'chirp-v4-6b-t-28_g_e_2', 'chirp-v4-h-s-32', 'chirp-v4-h-s-32-tech-bct', 'chirp-v4-h-s-32_cfg_120s', 'chirp-v4-h-s-32_cfg_240s', 'chirp-v4-h-s-32_cfg_30s', 'chirp-v4-h-s-32_cfg_60s', 'chirp-v4-h-s-32_cfg_lyrics_10s', 'chirp-v4-h-s-32_cfg_lyrics_120s', 'chirp-v4-h-s-32_cfg_lyrics_30s', 'chirp-v4-h-s-32_cfg_lyrics_60s', 'chirp-v4-h-s-32_cfg_lyrics_None', 'chirp-v4-h-s-32_n_tag_3', 'chirp-v4-h-s-32_temp_s_70', 'chirp-v4-h-s-32_temp_s_80', 'chirp-v4-h-s-32_text_1']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1000/1000 [00:11<00:00, 90.46it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ELOs\n", "chirp-auk: 1000.0, (390, 1640)\n", "chirp-auk-t1: 1000.0, (362, 1615)\n", "chirp-v3p5-engine-s-8: 998.9, (996, 1002)\n", "chirp-v3p5-engine-s-8_min_p_005: 1001.1, (998, 1004)\n", "chirp-v4-6b-t-09: 1001.3, (967, 1036)\n", "chirp-v4-6b-t-21: 1005.6, (988, 1021)\n", "chirp-v4-6b-t-22: 995.0, (959, 1033)\n", "chirp-v4-6b-t-23: 1011.5, (977, 1049)\n", "chirp-v4-6b-t-24: 978.2, (935, 1011)\n", "chirp-v4-6b-t-25: 1007.8, (971, 1052)\n", "chirp-v4-6b-t-26: 983.4, (943, 1015)\n", "chirp-v4-6b-t-27: 1036.5, (1001, 1092)\n", "chirp-v4-6b-t-28: 967.2, (935, 993)\n", "chirp-v4-6b-t-28_g_e_1: 1008.0, (943, 1077)\n", "chirp-v4-6b-t-28_g_e_2: 1005.3, (946, 1067)\n", "chirp-v4-h-s-32: 1004.6, (995, 1020)\n", "chirp-v4-h-s-32-tech-bct: 999.5, (960, 1041)\n", "chirp-v4-h-s-32_cfg_120s: 1014.8, (998, 1037)\n", "chirp-v4-h-s-32_cfg_240s: 1001.9, (984, 1023)\n", "chirp-v4-h-s-32_cfg_30s: 1003.6, (987, 1026)\n", "chirp-v4-h-s-32_cfg_60s: 1011.3, (994, 1033)\n", "chirp-v4-h-s-32_cfg_lyrics_10s: 981.3, (900, 1042)\n", "chirp-v4-h-s-32_cfg_lyrics_120s: 986.9, (910, 1053)\n", "chirp-v4-h-s-32_cfg_lyrics_30s: 1002.6, (939, 1072)\n", "chirp-v4-h-s-32_cfg_lyrics_60s: 994.7, (923, 1071)\n", "chirp-v4-h-s-32_cfg_lyrics_None: 982.8, (896, 1046)\n", "chirp-v4-h-s-32_n_tag_3: 1006.2, (995, 1023)\n", "chirp-v4-h-s-32_temp_s_70: 1012.6, (1001, 1030)\n", "chirp-v4-h-s-32_temp_s_80: 1005.5, (995, 1022)\n", "chirp-v4-h-s-32_text_1: 991.7, (980, 1008)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"is continue\")\n", "get_preference_counts(\n", " user_intersting_clips_3p5[(user_intersting_clips_3p5[\"task\"] == \"extend\")],\n", " \"is extend\",\n", ")" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:35:30.279438Z", "iopub.status.busy": "2025-05-01T13:35:30.279266Z", "iopub.status.idle": "2025-05-01T13:35:43.637793Z", "shell.execute_reply": "2025-05-01T13:35:43.637129Z", "shell.execute_reply.started": "2025-05-01T13:35:30.279420Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "is cover\n", "len pos models: 386645\n", "differing counts: 64303\n", "chirp-auk-t1_win_over_chirp-auk, win ratio 0.167, (-0.132, 0.465), counts 1, total 6.\n", "chirp-auk-t1_win_over_chirp-auk-t1, win ratio 1.000, (1.000, 1.000), counts 717, total 717.\n", "chirp-auk_win_over_chirp-auk-t1, win ratio 0.833, (0.535, 1.132), counts 5, total 6.\n", "chirp-v3p5-engine-b-tau_win_over_chirp-v3p5-engine-b-tau, win ratio 1.000, (1.000, 1.000), counts 174, total 174.\n", "chirp-v3p5-engine-b_win_over_chirp-v3p5-engine-b, win ratio 1.000, (1.000, 1.000), counts 383, total 383.\n", "chirp-v3p5-engine-t-6_win_over_chirp-v3p5-engine-t-6, win ratio 1.000, (1.000, 1.000), counts 27382, total 27382.\n", "chirp-v4-6b-t-09_a_c_a_0_win_over_chirp-v4-6b-t-09, win ratio 0.476, (0.443, 0.509), counts 422, total 886.\n", "chirp-v4-6b-t-09_a_c_c_0_win_over_chirp-v4-6b-t-09, win ratio 0.509, (0.477, 0.540), counts 478, total 940.\n", "chirp-v4-6b-t-09_win_over_chirp-v4-6b-t-09_a_c_a_0, win ratio 0.524, (0.491, 0.557), counts 464, total 886.\n", "chirp-v4-6b-t-09_win_over_chirp-v4-6b-t-09_a_c_c_0, win ratio 0.491, (0.460, 0.523), counts 462, total 940.\n", "chirp-v4-6b-t-09_win_over_chirp-v4-6b-t-21, win ratio 0.343, (0.319, 0.368), counts 501, total 1460.\n", "chirp-v4-6b-t-21_a_c_c_1_win_over_chirp-v4-6b-t-21, win ratio 0.359, (0.314, 0.405), counts 156, total 434.\n", "chirp-v4-6b-t-21_a_c_c_2_win_over_chirp-v4-6b-t-21, win ratio 0.435, (0.388, 0.482), counts 188, total 432.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-09, win ratio 0.657, (0.632, 0.681), counts 959, total 1460.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-21, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-21_a_c_c_1, win ratio 0.641, (0.595, 0.686), counts 278, total 434.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-21_a_c_c_2, win ratio 0.565, (0.518, 0.612), counts 244, total 432.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-22, win ratio 0.498, (0.468, 0.528), counts 537, total 1078.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-23, win ratio 0.466, (0.438, 0.495), counts 557, total 1194.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-24, win ratio 0.465, (0.435, 0.495), counts 491, total 1056.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-25, win ratio 0.456, (0.421, 0.491), counts 359, total 787.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-26, win ratio 0.500, (0.472, 0.529), counts 604, total 1207.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-27, win ratio 0.518, (0.481, 0.554), counts 368, total 711.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-28, win ratio 0.487, (0.460, 0.514), counts 631, total 1296.\n", "chirp-v4-6b-t-22_win_over_chirp-v4-6b-t-21, win ratio 0.502, (0.472, 0.532), counts 541, total 1078.\n", "chirp-v4-6b-t-23_win_over_chirp-v4-6b-t-21, win ratio 0.534, (0.505, 0.562), counts 637, total 1194.\n", "chirp-v4-6b-t-24_win_over_chirp-v4-6b-t-21, win ratio 0.535, (0.505, 0.565), counts 565, total 1056.\n", "chirp-v4-6b-t-25_win_over_chirp-v4-6b-t-21, win ratio 0.544, (0.509, 0.579), counts 428, total 787.\n", "chirp-v4-6b-t-26_win_over_chirp-v4-6b-t-21, win ratio 0.500, (0.471, 0.528), counts 603, total 1207.\n", "chirp-v4-6b-t-27_win_over_chirp-v4-6b-t-21, win ratio 0.482, (0.446, 0.519), counts 343, total 711.\n", "chirp-v4-6b-t-28_g_e_1_win_over_chirp-v4-6b-t-28, win ratio 0.452, (0.404, 0.501), counts 185, total 409.\n", "chirp-v4-6b-t-28_g_e_2_win_over_chirp-v4-6b-t-28, win ratio 0.338, (0.296, 0.380), counts 163, total 482.\n", "chirp-v4-6b-t-28_g_e_3_win_over_chirp-v4-6b-t-28, win ratio 0.490, (0.443, 0.538), counts 205, total 418.\n", "chirp-v4-6b-t-28_t_e_1_win_over_chirp-v4-6b-t-28, win ratio 0.493, (0.442, 0.545), counts 179, total 363.\n", "chirp-v4-6b-t-28_win_over_chirp-v4-6b-t-21, win ratio 0.513, (0.486, 0.540), counts 665, total 1296.\n", "chirp-v4-6b-t-28_win_over_chirp-v4-6b-t-28_g_e_1, win ratio 0.548, (0.499, 0.596), counts 224, total 409.\n", "chirp-v4-6b-t-28_win_over_chirp-v4-6b-t-28_g_e_2, win ratio 0.662, (0.620, 0.704), counts 319, total 482.\n", "chirp-v4-6b-t-28_win_over_chirp-v4-6b-t-28_g_e_3, win ratio 0.510, (0.462, 0.557), counts 213, total 418.\n", "chirp-v4-6b-t-28_win_over_chirp-v4-6b-t-28_t_e_1, win ratio 0.507, (0.455, 0.558), counts 184, total 363.\n", "chirp-v4-engine-b-tau_win_over_chirp-v4-engine-b-tau, win ratio 1.000, (1.000, 1.000), counts 2410, total 2410.\n", "chirp-v4-engine-b_win_over_chirp-v4-engine-b, win ratio 1.000, (1.000, 1.000), counts 1574, total 1574.\n", "chirp-v4-h-t-6_temp_s_70_win_over_chirp-v4-h-t-6, win ratio 0.501, (0.494, 0.509), counts 8574, total 17103.\n", "chirp-v4-h-t-6_temp_s_70_win_over_chirp-v4-h-t-6_temp_s_70, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "chirp-v4-h-t-6_temp_s_80_win_over_chirp-v4-h-t-6, win ratio 0.507, (0.500, 0.515), counts 8542, total 16846.\n", "chirp-v4-h-t-6_text_1_win_over_chirp-v4-h-t-6, win ratio 0.501, (0.493, 0.508), counts 8607, total 17195.\n", "chirp-v4-h-t-6_text_1_win_over_chirp-v4-h-t-6_text_1, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-h-t-6_win_over_chirp-v4-h-t-6, win ratio 1.000, (1.000, 1.000), counts 289698, total 289698.\n", "chirp-v4-h-t-6_win_over_chirp-v4-h-t-6_temp_s_70, win ratio 0.499, (0.491, 0.506), counts 8529, total 17103.\n", "chirp-v4-h-t-6_win_over_chirp-v4-h-t-6_temp_s_80, win ratio 0.493, (0.485, 0.500), counts 8304, total 16846.\n", "chirp-v4-h-t-6_win_over_chirp-v4-h-t-6_text_1, win ratio 0.499, (0.492, 0.507), counts 8588, total 17195.\n", "tournament players: ['chirp-auk', 'chirp-auk-t1', 'chirp-v4-6b-t-09', 'chirp-v4-6b-t-09_a_c_a_0', 'chirp-v4-6b-t-09_a_c_c_0', 'chirp-v4-6b-t-21', 'chirp-v4-6b-t-21_a_c_c_1', 'chirp-v4-6b-t-21_a_c_c_2', 'chirp-v4-6b-t-22', 'chirp-v4-6b-t-23', 'chirp-v4-6b-t-24', 'chirp-v4-6b-t-25', 'chirp-v4-6b-t-26', 'chirp-v4-6b-t-27', 'chirp-v4-6b-t-28', 'chirp-v4-6b-t-28_g_e_1', 'chirp-v4-6b-t-28_g_e_2', 'chirp-v4-6b-t-28_g_e_3', 'chirp-v4-6b-t-28_t_e_1', 'chirp-v4-h-t-6', 'chirp-v4-h-t-6_temp_s_70', 'chirp-v4-h-t-6_temp_s_80', 'chirp-v4-h-t-6_text_1']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1000/1000 [00:07<00:00, 135.13it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ELOs\n", "chirp-auk: 1024.3, (975, 1885)\n", "chirp-auk-t1: 976.0, (116, 1035)\n", "chirp-v4-6b-t-09: 925.5, (901, 936)\n", "chirp-v4-6b-t-09_a_c_a_0: 913.4, (876, 931)\n", "chirp-v4-6b-t-09_a_c_c_0: 934.5, (899, 951)\n", "chirp-v4-6b-t-21: 1030.6, (1023, 1041)\n", "chirp-v4-6b-t-21_a_c_c_1: 937.2, (899, 965)\n", "chirp-v4-6b-t-21_a_c_c_2: 986.8, (954, 1020)\n", "chirp-v4-6b-t-22: 1030.6, (1014, 1054)\n", "chirp-v4-6b-t-23: 1052.0, (1035, 1076)\n", "chirp-v4-6b-t-24: 1052.7, (1034, 1077)\n", "chirp-v4-6b-t-25: 1057.9, (1037, 1088)\n", "chirp-v4-6b-t-26: 1029.2, (1011, 1053)\n", "chirp-v4-6b-t-27: 1017.3, (995, 1047)\n", "chirp-v4-6b-t-28: 1038.6, (1027, 1056)\n", "chirp-v4-6b-t-28_g_e_1: 1004.8, (973, 1043)\n", "chirp-v4-6b-t-28_g_e_2: 929.2, (889, 957)\n", "chirp-v4-6b-t-28_g_e_3: 1028.8, (1002, 1072)\n", "chirp-v4-6b-t-28_t_e_1: 1030.1, (1000, 1074)\n", "chirp-v4-h-t-6: 998.6, (996, 1001)\n", "chirp-v4-h-t-6_temp_s_70: 999.5, (995, 1004)\n", "chirp-v4-h-t-6_temp_s_80: 1003.5, (999, 1008)\n", "chirp-v4-h-t-6_text_1: 999.0, (995, 1003)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"is cover\")\n", "get_preference_counts(\n", " user_intersting_clips_3p5[(user_intersting_clips_3p5[\"task\"] == \"cover\")],\n", " \"is cover\",\n", ")" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:35:43.638644Z", "iopub.status.busy": "2025-05-01T13:35:43.638476Z", "iopub.status.idle": "2025-05-01T13:35:47.530169Z", "shell.execute_reply": "2025-05-01T13:35:47.529521Z", "shell.execute_reply.started": "2025-05-01T13:35:43.638627Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "is infill\n", "len pos models: 124500\n", "differing counts: 18480\n", "chirp-auk-infill_win_over_chirp-auk-infill, win ratio 1.000, (1.000, 1.000), counts 32, total 32.\n", "chirp-v3p5-engine-b-tau_win_over_chirp-v3p5-engine-b-tau, win ratio 1.000, (1.000, 1.000), counts 269, total 269.\n", "chirp-v3p5-engine-b_win_over_chirp-v3p5-engine-b, win ratio 1.000, (1.000, 1.000), counts 85, total 85.\n", "chirp-v3p5-engine-t-6_win_over_chirp-v3p5-engine-t-6, win ratio 1.000, (1.000, 1.000), counts 7062, total 7062.\n", "chirp-v4-engine-b-tau_win_over_chirp-v4-engine-b-tau, win ratio 1.000, (1.000, 1.000), counts 1831, total 1831.\n", "chirp-v4-engine-b_win_over_chirp-v4-engine-b, win ratio 1.000, (1.000, 1.000), counts 865, total 865.\n", "chirp-v4-h-t-6-c-35_win_over_chirp-v4-h-t-6, win ratio 0.491, (0.468, 0.515), counts 855, total 1741.\n", "chirp-v4-h-t-6_temp_s_70_win_over_chirp-v4-h-t-6, win ratio 0.503, (0.490, 0.516), counts 2846, total 5658.\n", "chirp-v4-h-t-6_temp_s_70_win_over_chirp-v4-h-t-6_text_1, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-h-t-6_temp_s_80_win_over_chirp-v4-h-t-6, win ratio 0.495, (0.482, 0.508), counts 2719, total 5496.\n", "chirp-v4-h-t-6_text_1_win_over_chirp-v4-h-t-6, win ratio 0.482, (0.469, 0.495), counts 2690, total 5584.\n", "chirp-v4-h-t-6_win_over_chirp-v4-h-t-6, win ratio 1.000, (1.000, 1.000), counts 95876, total 95876.\n", "chirp-v4-h-t-6_win_over_chirp-v4-h-t-6-c-35, win ratio 0.509, (0.485, 0.532), counts 886, total 1741.\n", "chirp-v4-h-t-6_win_over_chirp-v4-h-t-6_temp_s_70, win ratio 0.497, (0.484, 0.510), counts 2812, total 5658.\n", "chirp-v4-h-t-6_win_over_chirp-v4-h-t-6_temp_s_80, win ratio 0.505, (0.492, 0.518), counts 2777, total 5496.\n", "chirp-v4-h-t-6_win_over_chirp-v4-h-t-6_text_1, win ratio 0.518, (0.505, 0.531), counts 2894, total 5584.\n", "tournament players: ['chirp-v4-h-t-6', 'chirp-v4-h-t-6-c-35', 'chirp-v4-h-t-6_temp_s_70', 'chirp-v4-h-t-6_temp_s_80', 'chirp-v4-h-t-6_text_1']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1000/1000 [00:01<00:00, 736.28it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ELOs\n", "chirp-v4-h-t-6: 1004.1, (1000, 1009)\n", "chirp-v4-h-t-6-c-35: 997.9, (985, 1010)\n", "chirp-v4-h-t-6_temp_s_70: 1006.2, (998, 1015)\n", "chirp-v4-h-t-6_temp_s_80: 1000.4, (992, 1009)\n", "chirp-v4-h-t-6_text_1: 991.3, (983, 1000)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"is infill\")\n", "get_preference_counts(\n", " user_intersting_clips_3p5[(user_intersting_clips_3p5[\"task\"] == \"infill\")],\n", " \"is infill\",\n", ")" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:35:47.531017Z", "iopub.status.busy": "2025-05-01T13:35:47.530842Z", "iopub.status.idle": "2025-05-01T13:35:54.874301Z", "shell.execute_reply": "2025-05-01T13:35:54.873641Z", "shell.execute_reply.started": "2025-05-01T13:35:47.530999Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "is artist\n", "len pos models: 250912\n", "differing counts: 40891\n", "chirp-auk-t1_win_over_chirp-auk-t1, win ratio 1.000, (1.000, 1.000), counts 304, total 304.\n", "chirp-v3p5-engine-b-tau_win_over_chirp-v3p5-engine-b-tau, win ratio 1.000, (1.000, 1.000), counts 203, total 203.\n", "chirp-v3p5-engine-b_win_over_chirp-v3p5-engine-b, win ratio 1.000, (1.000, 1.000), counts 121, total 121.\n", "chirp-v3p5-engine-t-6_win_over_chirp-v3p5-engine-t-6, win ratio 1.000, (1.000, 1.000), counts 21557, total 21557.\n", "chirp-v4-6b-t-09_a_c_a_0_win_over_chirp-v4-6b-t-09, win ratio 0.411, (0.374, 0.448), counts 279, total 679.\n", "chirp-v4-6b-t-09_a_c_c_0_win_over_chirp-v4-6b-t-09, win ratio 0.487, (0.451, 0.523), counts 356, total 731.\n", "chirp-v4-6b-t-09_win_over_chirp-v4-6b-t-09_a_c_a_0, win ratio 0.589, (0.552, 0.626), counts 400, total 679.\n", "chirp-v4-6b-t-09_win_over_chirp-v4-6b-t-09_a_c_c_0, win ratio 0.513, (0.477, 0.549), counts 375, total 731.\n", "chirp-v4-6b-t-09_win_over_chirp-v4-6b-t-21, win ratio 0.439, (0.409, 0.470), counts 444, total 1011.\n", "chirp-v4-6b-t-21_a_c_c_1_win_over_chirp-v4-6b-t-21, win ratio 0.504, (0.443, 0.564), counts 133, total 264.\n", "chirp-v4-6b-t-21_a_c_c_2_win_over_chirp-v4-6b-t-21, win ratio 0.468, (0.402, 0.534), counts 102, total 218.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-09, win ratio 0.561, (0.530, 0.591), counts 567, total 1011.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-21_a_c_c_1, win ratio 0.496, (0.436, 0.557), counts 131, total 264.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-21_a_c_c_2, win ratio 0.532, (0.466, 0.598), counts 116, total 218.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-22, win ratio 0.486, (0.452, 0.521), counts 388, total 798.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-23, win ratio 0.470, (0.435, 0.506), counts 358, total 761.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-24, win ratio 0.472, (0.434, 0.510), counts 314, total 665.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-25, win ratio 0.524, (0.483, 0.565), counts 295, total 563.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-26, win ratio 0.505, (0.469, 0.542), counts 370, total 732.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-27, win ratio 0.497, (0.453, 0.541), counts 244, total 491.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-28, win ratio 0.486, (0.452, 0.521), counts 389, total 800.\n", "chirp-v4-6b-t-22_win_over_chirp-v4-6b-t-21, win ratio 0.514, (0.479, 0.548), counts 410, total 798.\n", "chirp-v4-6b-t-23_win_over_chirp-v4-6b-t-21, win ratio 0.530, (0.494, 0.565), counts 403, total 761.\n", "chirp-v4-6b-t-24_win_over_chirp-v4-6b-t-21, win ratio 0.528, (0.490, 0.566), counts 351, total 665.\n", "chirp-v4-6b-t-25_win_over_chirp-v4-6b-t-21, win ratio 0.476, (0.435, 0.517), counts 268, total 563.\n", "chirp-v4-6b-t-26_win_over_chirp-v4-6b-t-21, win ratio 0.495, (0.458, 0.531), counts 362, total 732.\n", "chirp-v4-6b-t-27_win_over_chirp-v4-6b-t-21, win ratio 0.503, (0.459, 0.547), counts 247, total 491.\n", "chirp-v4-6b-t-28_g_e_1_win_over_chirp-v4-6b-t-28, win ratio 0.483, (0.426, 0.540), counts 141, total 292.\n", "chirp-v4-6b-t-28_g_e_2_win_over_chirp-v4-6b-t-28, win ratio 0.517, (0.460, 0.574), counts 151, total 292.\n", "chirp-v4-6b-t-28_g_e_3_win_over_chirp-v4-6b-t-28, win ratio 0.526, (0.468, 0.584), counts 151, total 287.\n", "chirp-v4-6b-t-28_t_e_1_win_over_chirp-v4-6b-t-28, win ratio 0.482, (0.424, 0.541), counts 135, total 280.\n", "chirp-v4-6b-t-28_win_over_chirp-v4-6b-t-21, win ratio 0.514, (0.479, 0.548), counts 411, total 800.\n", "chirp-v4-6b-t-28_win_over_chirp-v4-6b-t-28_g_e_1, win ratio 0.517, (0.460, 0.574), counts 151, total 292.\n", "chirp-v4-6b-t-28_win_over_chirp-v4-6b-t-28_g_e_2, win ratio 0.483, (0.426, 0.540), counts 141, total 292.\n", "chirp-v4-6b-t-28_win_over_chirp-v4-6b-t-28_g_e_3, win ratio 0.474, (0.416, 0.532), counts 136, total 287.\n", "chirp-v4-6b-t-28_win_over_chirp-v4-6b-t-28_t_e_1, win ratio 0.518, (0.459, 0.576), counts 145, total 280.\n", "chirp-v4-engine-b-tau_win_over_chirp-v4-engine-b-tau, win ratio 1.000, (1.000, 1.000), counts 1968, total 1968.\n", "chirp-v4-engine-b_win_over_chirp-v4-engine-b, win ratio 1.000, (1.000, 1.000), counts 928, total 928.\n", "chirp-v4-h-t-6_temp_s_70_win_over_chirp-v4-h-t-6, win ratio 0.475, (0.465, 0.484), counts 5005, total 10538.\n", "chirp-v4-h-t-6_temp_s_80_win_over_chirp-v4-h-t-6, win ratio 0.494, (0.485, 0.504), counts 5283, total 10692.\n", "chirp-v4-h-t-6_text_1_win_over_chirp-v4-h-t-6, win ratio 0.497, (0.487, 0.506), counts 5362, total 10797.\n", "chirp-v4-h-t-6_win_over_chirp-v4-h-t-6, win ratio 1.000, (1.000, 1.000), counts 184940, total 184940.\n", "chirp-v4-h-t-6_win_over_chirp-v4-h-t-6_temp_s_70, win ratio 0.525, (0.516, 0.535), counts 5533, total 10538.\n", "chirp-v4-h-t-6_win_over_chirp-v4-h-t-6_temp_s_80, win ratio 0.506, (0.496, 0.515), counts 5409, total 10692.\n", "chirp-v4-h-t-6_win_over_chirp-v4-h-t-6_text_1, win ratio 0.503, (0.494, 0.513), counts 5435, total 10797.\n", "tournament players: ['chirp-v4-6b-t-09', 'chirp-v4-6b-t-09_a_c_a_0', 'chirp-v4-6b-t-09_a_c_c_0', 'chirp-v4-6b-t-21', 'chirp-v4-6b-t-21_a_c_c_1', 'chirp-v4-6b-t-21_a_c_c_2', 'chirp-v4-6b-t-22', 'chirp-v4-6b-t-23', 'chirp-v4-6b-t-24', 'chirp-v4-6b-t-25', 'chirp-v4-6b-t-26', 'chirp-v4-6b-t-27', 'chirp-v4-6b-t-28', 'chirp-v4-6b-t-28_g_e_1', 'chirp-v4-6b-t-28_g_e_2', 'chirp-v4-6b-t-28_g_e_3', 'chirp-v4-6b-t-28_t_e_1', 'chirp-v4-h-t-6', 'chirp-v4-h-t-6_temp_s_70', 'chirp-v4-h-t-6_temp_s_80', 'chirp-v4-h-t-6_text_1']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1000/1000 [00:03<00:00, 279.54it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ELOs\n", "chirp-v4-6b-t-09: 971.8, (946, 987)\n", "chirp-v4-6b-t-09_a_c_a_0: 914.5, (870, 934)\n", "chirp-v4-6b-t-09_a_c_c_0: 964.7, (925, 990)\n", "chirp-v4-6b-t-21: 1008.1, (997, 1019)\n", "chirp-v4-6b-t-21_a_c_c_1: 1009.4, (969, 1050)\n", "chirp-v4-6b-t-21_a_c_c_2: 988.2, (939, 1030)\n", "chirp-v4-6b-t-22: 1016.8, (992, 1043)\n", "chirp-v4-6b-t-23: 1027.1, (1004, 1055)\n", "chirp-v4-6b-t-24: 1025.8, (1000, 1053)\n", "chirp-v4-6b-t-25: 991.9, (963, 1020)\n", "chirp-v4-6b-t-26: 1004.0, (978, 1031)\n", "chirp-v4-6b-t-27: 1009.3, (979, 1043)\n", "chirp-v4-6b-t-28: 1014.1, (998, 1037)\n", "chirp-v4-6b-t-28_g_e_1: 1001.9, (966, 1049)\n", "chirp-v4-6b-t-28_g_e_2: 1022.7, (988, 1068)\n", "chirp-v4-6b-t-28_g_e_3: 1028.2, (994, 1076)\n", "chirp-v4-6b-t-28_t_e_1: 1001.5, (962, 1048)\n", "chirp-v4-h-t-6: 1006.0, (1003, 1009)\n", "chirp-v4-h-t-6_temp_s_70: 988.6, (983, 994)\n", "chirp-v4-h-t-6_temp_s_80: 1001.9, (997, 1008)\n", "chirp-v4-h-t-6_text_1: 1003.6, (998, 1009)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"is artist\")\n", "get_preference_counts(\n", " user_intersting_clips_3p5[\n", " (user_intersting_clips_3p5[\"task\"] == \"artist_consistency\")\n", " ],\n", " \"is artist\",\n", ")" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:35:54.875148Z", "iopub.status.busy": "2025-05-01T13:35:54.874974Z", "iopub.status.idle": "2025-05-01T13:36:32.698965Z", "shell.execute_reply": "2025-05-01T13:36:32.698312Z", "shell.execute_reply.started": "2025-05-01T13:35:54.875132Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "upsample\n", "len pos models: 200772\n", "differing counts: 111467\n", "chirp-v4-up-u-7_noise_l_10_win_over_chirp-v4-up-u-7, win ratio 0.500, (-0.193, 1.193), counts 1, total 2.\n", "chirp-v4-up-u-7_noise_l_10_win_over_chirp-v4-up-u-7_text_1, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-7_noise_l_25_win_over_chirp-v4-up-u-7, win ratio 0.333, (-0.200, 0.867), counts 1, total 3.\n", "chirp-v4-up-u-7_noise_l_50_win_over_chirp-v4-up-u-7, win ratio 0.500, (-0.193, 1.193), counts 1, total 2.\n", "chirp-v4-up-u-7_noise_l_50_win_over_chirp-v4-up-u-7_step_8, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-7_noise_l_75_win_over_chirp-v4-up-u-7, win ratio 0.667, (0.133, 1.200), counts 2, total 3.\n", "chirp-v4-up-u-7_step_12_win_over_chirp-v4-up-u-7, win ratio 0.499, (0.490, 0.508), counts 5889, total 11799.\n", "chirp-v4-up-u-7_step_8_win_over_chirp-v4-up-u-7, win ratio 0.499, (0.490, 0.508), counts 5984, total 11987.\n", "chirp-v4-up-u-7_step_8_win_over_chirp-v4-up-u-7_noise_l_75, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-7_step_8_win_over_chirp-v4-up-u-7_step_12, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "chirp-v4-up-u-7_step_8_win_over_chirp-v4-up-u-7_step_8, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-7_text_1_win_over_chirp-v4-up-u-7, win ratio 0.476, (0.467, 0.485), counts 5586, total 11730.\n", "chirp-v4-up-u-7_text_1_win_over_chirp-v4-up-u-7_step_16, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-7_text_1_win_over_chirp-v4-up-u-7_step_8, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "chirp-v4-up-u-7_text_3_win_over_chirp-v4-up-u-7, win ratio 0.484, (0.475, 0.494), counts 5681, total 11726.\n", "chirp-v4-up-u-7_text_3_win_over_chirp-v4-up-u-7_text_1, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "chirp-v4-up-u-7_text_3_win_over_chirp-v4-up-u-7_text_3, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-7_text_3_win_over_chirp-v4-up-u-d-2-i-0, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-7_win_over_chirp-v4-up-u-7, win ratio 1.000, (1.000, 1.000), counts 79932, total 79932.\n", "chirp-v4-up-u-7_win_over_chirp-v4-up-u-7_noise_l_10, win ratio 0.500, (-0.193, 1.193), counts 1, total 2.\n", "chirp-v4-up-u-7_win_over_chirp-v4-up-u-7_noise_l_25, win ratio 0.667, (0.133, 1.200), counts 2, total 3.\n", "chirp-v4-up-u-7_win_over_chirp-v4-up-u-7_noise_l_50, win ratio 0.500, (-0.193, 1.193), counts 1, total 2.\n", "chirp-v4-up-u-7_win_over_chirp-v4-up-u-7_noise_l_75, win ratio 0.333, (-0.200, 0.867), counts 1, total 3.\n", "chirp-v4-up-u-7_win_over_chirp-v4-up-u-7_step_12, win ratio 0.501, (0.492, 0.510), counts 5910, total 11799.\n", "chirp-v4-up-u-7_win_over_chirp-v4-up-u-7_step_8, win ratio 0.501, (0.492, 0.510), counts 6003, total 11987.\n", "chirp-v4-up-u-7_win_over_chirp-v4-up-u-7_text_1, win ratio 0.524, (0.515, 0.533), counts 6144, total 11730.\n", "chirp-v4-up-u-7_win_over_chirp-v4-up-u-7_text_3, win ratio 0.516, (0.506, 0.525), counts 6045, total 11726.\n", "chirp-v4-up-u-7_win_over_chirp-v4-up-u-d-2-i-1, win ratio 0.596, (0.565, 0.627), counts 575, total 965.\n", "chirp-v4-up-u-d-2-1-6_step_12_win_over_chirp-v4-up-u-7, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-d-2-1-6_text_1_win_over_chirp-v4-up-u-d-2-i-0, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-d-2-1-6_win_over_chirp-v4-up-u-d-2-i-0, win ratio 0.576, (0.555, 0.596), counts 1279, total 2221.\n", "chirp-v4-up-u-d-2-1-6_win_over_chirp-v4-up-u-d-2-i-0_step_8, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-d-2-2_noise_l_10_win_over_chirp-v4-up-u-d-2-2, win ratio 0.512, (0.498, 0.526), counts 2426, total 4737.\n", "chirp-v4-up-u-d-2-2_noise_l_25_win_over_chirp-v4-up-u-d-2-2, win ratio 0.515, (0.501, 0.529), counts 2429, total 4718.\n", "chirp-v4-up-u-d-2-2_noise_l_25_win_over_chirp-v4-up-u-d-2-2_noise_l_25, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-d-2-2_noise_l_50_win_over_chirp-v4-up-u-d-2-2, win ratio 0.510, (0.496, 0.524), counts 2435, total 4773.\n", "chirp-v4-up-u-d-2-2_noise_l_50_win_over_chirp-v4-up-u-d-2-2_noise_l_75, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-d-2-2_noise_l_50_win_over_chirp-v4-up-u-d-2-2_step_8, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-d-2-2_noise_l_75_win_over_chirp-v4-up-u-d-2-2, win ratio 0.507, (0.493, 0.521), counts 2447, total 4826.\n", "chirp-v4-up-u-d-2-2_step_12_win_over_chirp-v4-up-u-d-2-2, win ratio 0.499, (0.484, 0.513), counts 2347, total 4707.\n", "chirp-v4-up-u-d-2-2_step_12_win_over_chirp-v4-up-u-d-2-2_step_12, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-d-2-2_step_12_win_over_chirp-v4-up-u-d-2-2_text_1, win ratio 0.500, (-0.193, 1.193), counts 1, total 2.\n", "chirp-v4-up-u-d-2-2_step_16_win_over_chirp-v4-up-u-d-2-2, win ratio 0.495, (0.480, 0.509), counts 2355, total 4762.\n", "chirp-v4-up-u-d-2-2_step_16_win_over_chirp-v4-up-u-d-2-2_noise_l_25, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-d-2-2_step_8_win_over_chirp-v4-up-u-d-2-2, win ratio 0.485, (0.471, 0.500), counts 2211, total 4557.\n", "chirp-v4-up-u-d-2-2_text_1_win_over_chirp-v4-up-u-d-2-2, win ratio 0.448, (0.434, 0.462), counts 2052, total 4580.\n", "chirp-v4-up-u-d-2-2_text_1_win_over_chirp-v4-up-u-d-2-2_noise_l_10, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-d-2-2_text_1_win_over_chirp-v4-up-u-d-2-2_step_12, win ratio 0.500, (-0.193, 1.193), counts 1, total 2.\n", "chirp-v4-up-u-d-2-2_text_1_win_over_chirp-v4-up-u-d-2-2_step_8, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-d-2-2_text_3_win_over_chirp-v4-up-u-d-2-2, win ratio 0.497, (0.483, 0.512), counts 2318, total 4660.\n", "chirp-v4-up-u-d-2-2_text_3_win_over_chirp-v4-up-u-d-2-2_noise_l_75, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "chirp-v4-up-u-d-2-2_win_over_chirp-v4-up-u-d-2-2, win ratio 1.000, (1.000, 1.000), counts 7751, total 7751.\n", "chirp-v4-up-u-d-2-2_win_over_chirp-v4-up-u-d-2-2_noise_l_10, win ratio 0.488, (0.474, 0.502), counts 2311, total 4737.\n", "chirp-v4-up-u-d-2-2_win_over_chirp-v4-up-u-d-2-2_noise_l_25, win ratio 0.485, (0.471, 0.499), counts 2289, total 4718.\n", "chirp-v4-up-u-d-2-2_win_over_chirp-v4-up-u-d-2-2_noise_l_50, win ratio 0.490, (0.476, 0.504), counts 2338, total 4773.\n", "chirp-v4-up-u-d-2-2_win_over_chirp-v4-up-u-d-2-2_noise_l_75, win ratio 0.493, (0.479, 0.507), counts 2379, total 4826.\n", "chirp-v4-up-u-d-2-2_win_over_chirp-v4-up-u-d-2-2_step_12, win ratio 0.501, (0.487, 0.516), counts 2360, total 4707.\n", "chirp-v4-up-u-d-2-2_win_over_chirp-v4-up-u-d-2-2_step_16, win ratio 0.505, (0.491, 0.520), counts 2407, total 4762.\n", "chirp-v4-up-u-d-2-2_win_over_chirp-v4-up-u-d-2-2_step_8, win ratio 0.515, (0.500, 0.529), counts 2346, total 4557.\n", "chirp-v4-up-u-d-2-2_win_over_chirp-v4-up-u-d-2-2_text_1, win ratio 0.552, (0.538, 0.566), counts 2528, total 4580.\n", "chirp-v4-up-u-d-2-2_win_over_chirp-v4-up-u-d-2-2_text_3, win ratio 0.503, (0.488, 0.517), counts 2342, total 4660.\n", "chirp-v4-up-u-d-2-2_win_over_chirp-v4-up-u-d-2-i-1, win ratio 0.545, (0.510, 0.579), counts 433, total 795.\n", "chirp-v4-up-u-d-2-2_win_over_chirp-v4-up-u-d-2-i-2, win ratio 0.517, (0.491, 0.544), counts 708, total 1369.\n", "chirp-v4-up-u-d-2-2_win_over_chirp-v4-up-u-d-2-i-3, win ratio 0.644, (0.613, 0.676), counts 565, total 877.\n", "chirp-v4-up-u-d-2-3-1_win_over_chirp-v4-up-u-d-2-3, win ratio 0.504, (0.481, 0.528), counts 875, total 1735.\n", "chirp-v4-up-u-d-2-3_noise_l_0_win_over_chirp-v4-up-u-d-2-3, win ratio 0.482, (0.443, 0.521), counts 309, total 641.\n", "chirp-v4-up-u-d-2-3_noise_l_0_win_over_chirp-v4-up-u-d-2-3_noise_l_10, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-d-2-3_noise_l_10_win_over_chirp-v4-up-u-d-2-3, win ratio 0.505, (0.486, 0.524), counts 1350, total 2671.\n", "chirp-v4-up-u-d-2-3_noise_l_10_win_over_chirp-v4-up-u-d-2-3_noise_l_50, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-d-2-3_noise_l_25_win_over_chirp-v4-up-u-d-2-3, win ratio 0.505, (0.435, 0.576), counts 98, total 194.\n", "chirp-v4-up-u-d-2-3_noise_l_50_win_over_chirp-v4-up-u-d-2-3, win ratio 0.517, (0.500, 0.535), counts 1667, total 3222.\n", "chirp-v4-up-u-d-2-3_noise_l_75_win_over_chirp-v4-up-u-d-2-3, win ratio 0.491, (0.473, 0.509), counts 1387, total 2825.\n", "chirp-v4-up-u-d-2-3_noise_l_75_win_over_chirp-v4-up-u-d-2-3_noise_l_50, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-d-2-3_step_12_win_over_chirp-v4-up-u-d-2-3, win ratio 0.500, (0.468, 0.532), counts 463, total 926.\n", "chirp-v4-up-u-d-2-3_step_16_win_over_chirp-v4-up-u-d-2-3, win ratio 0.486, (0.449, 0.523), counts 341, total 702.\n", "chirp-v4-up-u-d-2-3_step_8_win_over_chirp-v4-up-u-d-2-3, win ratio 0.449, (0.416, 0.482), counts 389, total 866.\n", "chirp-v4-up-u-d-2-3_text_1_win_over_chirp-v4-up-u-d-2-3, win ratio 0.433, (0.402, 0.465), counts 411, total 949.\n", "chirp-v4-up-u-d-2-3_text_3_win_over_chirp-v4-up-u-d-2-3, win ratio 0.463, (0.431, 0.496), counts 421, total 909.\n", "chirp-v4-up-u-d-2-3_win_over_chirp-v4-up-u-7_step_12, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-d-2-3_win_over_chirp-v4-up-u-d-2-3, win ratio 1.000, (1.000, 1.000), counts 1504, total 1504.\n", "chirp-v4-up-u-d-2-3_win_over_chirp-v4-up-u-d-2-3-1, win ratio 0.496, (0.472, 0.519), counts 860, total 1735.\n", "chirp-v4-up-u-d-2-3_win_over_chirp-v4-up-u-d-2-3_noise_l_0, win ratio 0.518, (0.479, 0.557), counts 332, total 641.\n", "chirp-v4-up-u-d-2-3_win_over_chirp-v4-up-u-d-2-3_noise_l_10, win ratio 0.495, (0.476, 0.514), counts 1321, total 2671.\n", "chirp-v4-up-u-d-2-3_win_over_chirp-v4-up-u-d-2-3_noise_l_25, win ratio 0.495, (0.424, 0.565), counts 96, total 194.\n", "chirp-v4-up-u-d-2-3_win_over_chirp-v4-up-u-d-2-3_noise_l_50, win ratio 0.483, (0.465, 0.500), counts 1555, total 3222.\n", "chirp-v4-up-u-d-2-3_win_over_chirp-v4-up-u-d-2-3_noise_l_75, win ratio 0.509, (0.491, 0.527), counts 1438, total 2825.\n", "chirp-v4-up-u-d-2-3_win_over_chirp-v4-up-u-d-2-3_step_12, win ratio 0.500, (0.468, 0.532), counts 463, total 926.\n", "chirp-v4-up-u-d-2-3_win_over_chirp-v4-up-u-d-2-3_step_16, win ratio 0.514, (0.477, 0.551), counts 361, total 702.\n", "chirp-v4-up-u-d-2-3_win_over_chirp-v4-up-u-d-2-3_step_8, win ratio 0.551, (0.518, 0.584), counts 477, total 866.\n", "chirp-v4-up-u-d-2-3_win_over_chirp-v4-up-u-d-2-3_text_1, win ratio 0.567, (0.535, 0.598), counts 538, total 949.\n", "chirp-v4-up-u-d-2-3_win_over_chirp-v4-up-u-d-2-3_text_3, win ratio 0.537, (0.504, 0.569), counts 488, total 909.\n", "chirp-v4-up-u-d-2-i-0_win_over_chirp-v4-up-u-d-2-1-6, win ratio 0.424, (0.404, 0.445), counts 942, total 2221.\n", "chirp-v4-up-u-d-2-i-0_win_over_chirp-v4-up-u-d-2-1-6_step_12, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-d-2-i-0_win_over_chirp-v4-up-u-d-2-i-0, win ratio 1.000, (1.000, 1.000), counts 94, total 94.\n", "chirp-v4-up-u-d-2-i-1_win_over_chirp-v4-up-u-7, win ratio 0.404, (0.373, 0.435), counts 390, total 965.\n", "chirp-v4-up-u-d-2-i-1_win_over_chirp-v4-up-u-d-2-2, win ratio 0.455, (0.421, 0.490), counts 362, total 795.\n", "chirp-v4-up-u-d-2-i-1_win_over_chirp-v4-up-u-d-2-i-1, win ratio 1.000, (1.000, 1.000), counts 15, total 15.\n", "chirp-v4-up-u-d-2-i-2_win_over_chirp-v4-up-u-d-2-2, win ratio 0.483, (0.456, 0.509), counts 661, total 1369.\n", "chirp-v4-up-u-d-2-i-2_win_over_chirp-v4-up-u-d-2-i-2, win ratio 1.000, (1.000, 1.000), counts 3, total 3.\n", "chirp-v4-up-u-d-2-i-3_win_over_chirp-v4-up-u-d-2-2, win ratio 0.356, (0.324, 0.387), counts 312, total 877.\n", "chirp-v4-up-u-d-2-i-3_win_over_chirp-v4-up-u-d-2-i-3, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "tournament players: ['chirp-v4-up-u-7', 'chirp-v4-up-u-7_noise_l_10', 'chirp-v4-up-u-7_noise_l_25', 'chirp-v4-up-u-7_noise_l_50', 'chirp-v4-up-u-7_noise_l_75', 'chirp-v4-up-u-7_step_12', 'chirp-v4-up-u-7_step_16', 'chirp-v4-up-u-7_step_8', 'chirp-v4-up-u-7_text_1', 'chirp-v4-up-u-7_text_3', 'chirp-v4-up-u-d-2-1-6', 'chirp-v4-up-u-d-2-1-6_step_12', 'chirp-v4-up-u-d-2-1-6_text_1', 'chirp-v4-up-u-d-2-2', 'chirp-v4-up-u-d-2-2_noise_l_10', 'chirp-v4-up-u-d-2-2_noise_l_25', 'chirp-v4-up-u-d-2-2_noise_l_50', 'chirp-v4-up-u-d-2-2_noise_l_75', 'chirp-v4-up-u-d-2-2_step_12', 'chirp-v4-up-u-d-2-2_step_16', 'chirp-v4-up-u-d-2-2_step_8', 'chirp-v4-up-u-d-2-2_text_1', 'chirp-v4-up-u-d-2-2_text_3', 'chirp-v4-up-u-d-2-3', 'chirp-v4-up-u-d-2-3-1', 'chirp-v4-up-u-d-2-3_noise_l_0', 'chirp-v4-up-u-d-2-3_noise_l_10', 'chirp-v4-up-u-d-2-3_noise_l_25', 'chirp-v4-up-u-d-2-3_noise_l_50', 'chirp-v4-up-u-d-2-3_noise_l_75', 'chirp-v4-up-u-d-2-3_step_12', 'chirp-v4-up-u-d-2-3_step_16', 'chirp-v4-up-u-d-2-3_step_8', 'chirp-v4-up-u-d-2-3_text_1', 'chirp-v4-up-u-d-2-3_text_3', 'chirp-v4-up-u-d-2-i-0', 'chirp-v4-up-u-d-2-i-0_step_8', 'chirp-v4-up-u-d-2-i-1', 'chirp-v4-up-u-d-2-i-2', 'chirp-v4-up-u-d-2-i-3']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1000/1000 [00:33<00:00, 29.70it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ELOs\n", "chirp-v4-up-u-7: 1025.1, (-25, 1376)\n", "chirp-v4-up-u-7_noise_l_10: 1004.4, (-1426, 11710)\n", "chirp-v4-up-u-7_noise_l_25: 997.1, (-7444, 3721)\n", "chirp-v4-up-u-7_noise_l_50: 1004.5, (-1551, 13231)\n", "chirp-v4-up-u-7_noise_l_75: 1001.1, (-4681, 4890)\n", "chirp-v4-up-u-7_step_12: 1024.2, (-26, 1381)\n", "chirp-v4-up-u-7_step_16: 996.3, (-7319, 1000)\n", "chirp-v4-up-u-7_step_8: 1024.4, (-21, 1374)\n", "chirp-v4-up-u-7_text_1: 1008.5, (-38, 1357)\n", "chirp-v4-up-u-7_text_3: 1014.3, (-36, 1364)\n", "chirp-v4-up-u-d-2-1-6: 1026.5, (-1938, 4340)\n", "chirp-v4-up-u-d-2-1-6_step_12: 1000.0, (-4931, 5835)\n", "chirp-v4-up-u-d-2-1-6_text_1: 1003.6, (1000, 8624)\n", "chirp-v4-up-u-d-2-2: 1004.8, (-52, 1350)\n", "chirp-v4-up-u-d-2-2_noise_l_10: 1012.9, (-44, 1358)\n", "chirp-v4-up-u-d-2-2_noise_l_25: 1014.7, (-37, 1360)\n", "chirp-v4-up-u-d-2-2_noise_l_50: 1011.8, (-51, 1355)\n", "chirp-v4-up-u-d-2-2_noise_l_75: 1009.3, (-38, 1359)\n", "chirp-v4-up-u-d-2-2_step_12: 1003.7, (-44, 1354)\n", "chirp-v4-up-u-d-2-2_step_16: 1001.0, (-50, 1343)\n", "chirp-v4-up-u-d-2-2_step_8: 994.4, (-68, 1333)\n", "chirp-v4-up-u-d-2-2_text_1: 969.2, (-82, 1311)\n", "chirp-v4-up-u-d-2-2_text_3: 1003.1, (-51, 1355)\n", "chirp-v4-up-u-d-2-3: 1009.8, (1004, 2380)\n", "chirp-v4-up-u-d-2-3-1: 1012.3, (999, 2389)\n", "chirp-v4-up-u-d-2-3_noise_l_0: 998.2, (978, 2367)\n", "chirp-v4-up-u-d-2-3_noise_l_10: 1013.2, (1002, 2394)\n", "chirp-v4-up-u-d-2-3_noise_l_25: 1008.9, (980, 2373)\n", "chirp-v4-up-u-d-2-3_noise_l_50: 1021.2, (1011, 2390)\n", "chirp-v4-up-u-d-2-3_noise_l_75: 1003.5, (994, 2378)\n", "chirp-v4-up-u-d-2-3_step_12: 1009.0, (993, 2403)\n", "chirp-v4-up-u-d-2-3_step_16: 1000.0, (983, 2386)\n", "chirp-v4-up-u-d-2-3_step_8: 976.6, (957, 2348)\n", "chirp-v4-up-u-d-2-3_text_1: 966.0, (946, 2348)\n", "chirp-v4-up-u-d-2-3_text_3: 985.5, (966, 2345)\n", "chirp-v4-up-u-d-2-i-0: 974.2, (-1988, 4295)\n", "chirp-v4-up-u-d-2-i-0_step_8: 996.5, (-7254, 1000)\n", "chirp-v4-up-u-d-2-i-1: 966.6, (-85, 1304)\n", "chirp-v4-up-u-d-2-i-2: 993.2, (-75, 1333)\n", "chirp-v4-up-u-d-2-i-3: 910.2, (-159, 1243)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"upsample\")\n", "upsample_slice_df = user_intersting_clips_3p5[\n", " (user_intersting_clips_3p5[\"task\"] == \"upsample\")\n", "].copy()\n", "if upsample_slice_df.shape[0] > 0:\n", " get_preference_counts(\n", " upsample_slice_df,\n", " title_name=\"upsample\",\n", " )" ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:36:32.699746Z", "iopub.status.busy": "2025-05-01T13:36:32.699585Z", "iopub.status.idle": "2025-05-01T13:36:50.977331Z", "shell.execute_reply": "2025-05-01T13:36:50.976653Z", "shell.execute_reply.started": "2025-05-01T13:36:32.699730Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "is upload\n", "len pos models: 267047\n", "differing counts: 41642\n", "chirp-auk-t1_win_over_chirp-auk-t1, win ratio 1.000, (1.000, 1.000), counts 106, total 106.\n", "chirp-auk_win_over_chirp-auk-t1, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v3p5-engine-b_win_over_chirp-v3p5-engine-b, win ratio 1.000, (1.000, 1.000), counts 598, total 598.\n", "chirp-v3p5-engine-s-8_min_p_005_win_over_chirp-v3p5-engine-s-8, win ratio 0.222, (0.030, 0.414), counts 4, total 18.\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, (1.000, 1.000), counts 31, total 31.\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8_min_p_005, win ratio 0.778, (0.586, 0.970), counts 14, total 18.\n", "chirp-v3p5-engine-upload-4_win_over_chirp-v3p5-engine-upload-4, win ratio 1.000, (1.000, 1.000), counts 94826, total 94826.\n", "chirp-v4-6b-t-09_win_over_chirp-v4-6b-t-21, win ratio 0.469, (0.417, 0.521), counts 166, total 354.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-09, win ratio 0.531, (0.479, 0.583), counts 188, total 354.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-22, win ratio 0.427, (0.363, 0.490), counts 99, total 232.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-23, win ratio 0.542, (0.475, 0.608), counts 117, total 216.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-24, win ratio 0.473, (0.412, 0.534), counts 123, total 260.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-25, win ratio 0.409, (0.337, 0.480), counts 74, total 181.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-26, win ratio 0.484, (0.425, 0.543), counts 135, total 279.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-27, win ratio 0.553, (0.471, 0.635), counts 78, total 141.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-28, win ratio 0.508, (0.446, 0.570), counts 128, total 252.\n", "chirp-v4-6b-t-22_win_over_chirp-v4-6b-t-21, win ratio 0.573, (0.510, 0.637), counts 133, total 232.\n", "chirp-v4-6b-t-23_win_over_chirp-v4-6b-t-21, win ratio 0.458, (0.392, 0.525), counts 99, total 216.\n", "chirp-v4-6b-t-24_win_over_chirp-v4-6b-t-21, win ratio 0.527, (0.466, 0.588), counts 137, total 260.\n", "chirp-v4-6b-t-25_win_over_chirp-v4-6b-t-21, win ratio 0.591, (0.520, 0.663), counts 107, total 181.\n", "chirp-v4-6b-t-26_win_over_chirp-v4-6b-t-21, win ratio 0.516, (0.457, 0.575), counts 144, total 279.\n", "chirp-v4-6b-t-27_win_over_chirp-v4-6b-t-21, win ratio 0.447, (0.365, 0.529), counts 63, total 141.\n", "chirp-v4-6b-t-28_g_e_1_win_over_chirp-v4-6b-t-28, win ratio 0.570, (0.469, 0.671), counts 53, total 93.\n", "chirp-v4-6b-t-28_g_e_2_win_over_chirp-v4-6b-t-28, win ratio 0.462, (0.359, 0.564), counts 42, total 91.\n", "chirp-v4-6b-t-28_win_over_chirp-v4-6b-t-21, win ratio 0.492, (0.430, 0.554), counts 124, total 252.\n", "chirp-v4-6b-t-28_win_over_chirp-v4-6b-t-28_g_e_1, win ratio 0.430, (0.329, 0.531), counts 40, total 93.\n", "chirp-v4-6b-t-28_win_over_chirp-v4-6b-t-28_g_e_2, win ratio 0.538, (0.436, 0.641), counts 49, total 91.\n", "chirp-v4-engine-b_win_over_chirp-v4-engine-b, win ratio 1.000, (1.000, 1.000), counts 2507, total 2507.\n", "chirp-v4-h-s-32-tech-bct_win_over_chirp-v4-h-s-32, win ratio 0.533, (0.463, 0.603), counts 105, total 197.\n", "chirp-v4-h-s-32_cfg_120s_win_over_chirp-v4-h-s-32, win ratio 0.503, (0.476, 0.529), counts 675, total 1343.\n", "chirp-v4-h-s-32_cfg_240s_win_over_chirp-v4-h-s-32, win ratio 0.480, (0.454, 0.507), counts 655, total 1364.\n", "chirp-v4-h-s-32_cfg_30s_win_over_chirp-v4-h-s-32, win ratio 0.511, (0.483, 0.538), counts 655, total 1283.\n", "chirp-v4-h-s-32_cfg_60s_win_over_chirp-v4-h-s-32, win ratio 0.506, (0.479, 0.532), counts 682, total 1349.\n", "chirp-v4-h-s-32_cfg_lyrics_10s_win_over_chirp-v4-h-s-32, win ratio 0.465, (0.360, 0.571), counts 40, total 86.\n", "chirp-v4-h-s-32_cfg_lyrics_120s_win_over_chirp-v4-h-s-32, win ratio 0.324, (0.212, 0.435), counts 22, total 68.\n", "chirp-v4-h-s-32_cfg_lyrics_30s_win_over_chirp-v4-h-s-32, win ratio 0.423, (0.313, 0.533), counts 33, total 78.\n", "chirp-v4-h-s-32_cfg_lyrics_60s_win_over_chirp-v4-h-s-32, win ratio 0.479, (0.363, 0.595), counts 34, total 71.\n", "chirp-v4-h-s-32_cfg_lyrics_None_win_over_chirp-v4-h-s-32, win ratio 0.447, (0.336, 0.559), counts 34, total 76.\n", "chirp-v4-h-s-32_n_tag_3_win_over_chirp-v4-h-s-32, win ratio 0.514, (0.503, 0.524), counts 4427, total 8615.\n", "chirp-v4-h-s-32_temp_s_70_win_over_chirp-v4-h-s-32, win ratio 0.520, (0.509, 0.530), counts 4381, total 8433.\n", "chirp-v4-h-s-32_temp_s_80_win_over_chirp-v4-h-s-32, win ratio 0.494, (0.483, 0.505), counts 4144, total 8390.\n", "chirp-v4-h-s-32_text_1_win_over_chirp-v4-h-s-32, win ratio 0.499, (0.488, 0.510), counts 4078, total 8171.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32, win ratio 1.000, (1.000, 1.000), counts 127337, total 127337.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32-tech-bct, win ratio 0.467, (0.397, 0.537), counts 92, total 197.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_120s, win ratio 0.497, (0.471, 0.524), counts 668, total 1343.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_240s, win ratio 0.520, (0.493, 0.546), counts 709, total 1364.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_30s, win ratio 0.489, (0.462, 0.517), counts 628, total 1283.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_60s, win ratio 0.494, (0.468, 0.521), counts 667, total 1349.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_lyrics_10s, win ratio 0.535, (0.429, 0.640), counts 46, total 86.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_lyrics_120s, win ratio 0.676, (0.565, 0.788), counts 46, total 68.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_lyrics_30s, win ratio 0.577, (0.467, 0.687), counts 45, total 78.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_lyrics_60s, win ratio 0.521, (0.405, 0.637), counts 37, total 71.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_cfg_lyrics_None, win ratio 0.553, (0.441, 0.664), counts 42, total 76.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_n_tag_3, win ratio 0.486, (0.476, 0.497), counts 4188, total 8615.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_temp_s_70, win ratio 0.480, (0.470, 0.491), counts 4052, total 8433.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_temp_s_80, win ratio 0.506, (0.495, 0.517), counts 4246, total 8390.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_text_1, win ratio 0.501, (0.490, 0.512), counts 4093, total 8171.\n", "tournament players: ['chirp-auk', 'chirp-auk-t1', 'chirp-v3p5-engine-s-8', 'chirp-v3p5-engine-s-8_min_p_005', 'chirp-v4-6b-t-09', 'chirp-v4-6b-t-21', 'chirp-v4-6b-t-22', 'chirp-v4-6b-t-23', 'chirp-v4-6b-t-24', 'chirp-v4-6b-t-25', 'chirp-v4-6b-t-26', 'chirp-v4-6b-t-27', 'chirp-v4-6b-t-28', 'chirp-v4-6b-t-28_g_e_1', 'chirp-v4-6b-t-28_g_e_2', 'chirp-v4-h-s-32', 'chirp-v4-h-s-32-tech-bct', 'chirp-v4-h-s-32_cfg_120s', 'chirp-v4-h-s-32_cfg_240s', 'chirp-v4-h-s-32_cfg_30s', 'chirp-v4-h-s-32_cfg_60s', 'chirp-v4-h-s-32_cfg_lyrics_10s', 'chirp-v4-h-s-32_cfg_lyrics_120s', 'chirp-v4-h-s-32_cfg_lyrics_30s', 'chirp-v4-h-s-32_cfg_lyrics_60s', 'chirp-v4-h-s-32_cfg_lyrics_None', 'chirp-v4-h-s-32_n_tag_3', 'chirp-v4-h-s-32_temp_s_70', 'chirp-v4-h-s-32_temp_s_80', 'chirp-v4-h-s-32_text_1']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1000/1000 [00:12<00:00, 77.26it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ELOs\n", "chirp-auk: 1005.2, (1000, 1723)\n", "chirp-auk-t1: 994.8, (278, 1000)\n", "chirp-v3p5-engine-s-8: 1036.5, (1026, 1748)\n", "chirp-v3p5-engine-s-8_min_p_005: 963.5, (722, 975)\n", "chirp-v4-6b-t-09: 976.6, (934, 1009)\n", "chirp-v4-6b-t-21: 994.1, (976, 1014)\n", "chirp-v4-6b-t-22: 1036.1, (1002, 1092)\n", "chirp-v4-6b-t-23: 972.7, (916, 1007)\n", "chirp-v4-6b-t-24: 1010.5, (974, 1055)\n", "chirp-v4-6b-t-25: 1043.5, (1012, 1112)\n", "chirp-v4-6b-t-26: 1004.4, (963, 1047)\n", "chirp-v4-6b-t-27: 970.0, (901, 1011)\n", "chirp-v4-6b-t-28: 990.4, (955, 1023)\n", "chirp-v4-6b-t-28_g_e_1: 1023.9, (964, 1114)\n", "chirp-v4-6b-t-28_g_e_2: 978.1, (886, 1032)\n", "chirp-v4-h-s-32: 1008.4, (1001, 1028)\n", "chirp-v4-h-s-32-tech-bct: 1024.0, (991, 1082)\n", "chirp-v4-h-s-32_cfg_120s: 1009.8, (995, 1039)\n", "chirp-v4-h-s-32_cfg_240s: 994.8, (979, 1022)\n", "chirp-v4-h-s-32_cfg_30s: 1015.0, (1001, 1045)\n", "chirp-v4-h-s-32_cfg_60s: 1011.8, (998, 1042)\n", "chirp-v4-h-s-32_cfg_lyrics_10s: 990.8, (922, 1063)\n", "chirp-v4-h-s-32_cfg_lyrics_120s: 938.2, (797, 962)\n", "chirp-v4-h-s-32_cfg_lyrics_30s: 974.5, (883, 1038)\n", "chirp-v4-h-s-32_cfg_lyrics_60s: 996.7, (921, 1079)\n", "chirp-v4-h-s-32_cfg_lyrics_None: 984.3, (909, 1055)\n", "chirp-v4-h-s-32_n_tag_3: 1017.9, (1009, 1040)\n", "chirp-v4-h-s-32_temp_s_70: 1021.8, (1013, 1044)\n", "chirp-v4-h-s-32_temp_s_80: 1004.1, (995, 1025)\n", "chirp-v4-h-s-32_text_1: 1007.7, (999, 1029)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"is upload\")\n", "get_preference_counts(\n", " user_intersting_clips_3p5[(user_intersting_clips_3p5[\"task\"] == \"upload_extend\")],\n", " \"is upload extend\",\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": 65, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:25:08.095035Z", "start_time": "2024-05-26T00:25:07.782738Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:36:50.978126Z", "iopub.status.busy": "2025-05-01T13:36:50.977964Z", "iopub.status.idle": "2025-05-01T13:37:09.915493Z", "shell.execute_reply": "2025-05-01T13:37:09.914827Z", "shell.execute_reply.started": "2025-05-01T13:36:50.978109Z" } }, "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", "# TODO: concat play count / play duraiton needs to be somehow counted as well\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": 66, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:37:09.916351Z", "iopub.status.busy": "2025-05-01T13:37:09.916187Z", "iopub.status.idle": "2025-05-01T13:37:30.261581Z", "shell.execute_reply": "2025-05-01T13:37:30.260910Z", "shell.execute_reply.started": "2025-05-01T13:37:09.916334Z" } }, "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": 67, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:25:08.361849Z", "start_time": "2024-05-26T00:25:08.199583Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:37:30.262439Z", "iopub.status.busy": "2025-05-01T13:37:30.262272Z", "iopub.status.idle": "2025-05-01T13:37:30.350889Z", "shell.execute_reply": "2025-05-01T13:37:30.350338Z", "shell.execute_reply.started": "2025-05-01T13:37:30.262423Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Positive proportion of data meeting criteria: 50.59%\n", "Negative proportion of data meeting criteria: 100.00%\n" ] } ], "source": [ "pos_too_much_data_mask = (\n", " (user_intersting_clips[\"preference\"])\n", " & (\n", " (\n", " user_intersting_clips[\"reaction_play_count\"] >= 3\n", " ) # single play is super catchy\n", " | (\n", " user_intersting_clips[\"concat_play_counts\"] >= 3\n", " ) # 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": 68, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:25:08.523643Z", "start_time": "2024-05-26T00:25:08.367348Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:37:30.351590Z", "iopub.status.busy": "2025-05-01T13:37:30.351438Z", "iopub.status.idle": "2025-05-01T13:38:23.134795Z", "shell.execute_reply": "2025-05-01T13:38:23.134159Z", "shell.execute_reply.started": "2025-05-01T13:37:30.351574Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model Name Value Counts for Preferred Clips:\n", "----------------------------------------------------------------------\n", "Model Count Fraction\n", "----------------------------------------------------------------------\n", "chirp-v4-h-s-32 1,907,474 55.14%\n", "chirp-v3p5-engine-s-8 920,659 26.61%\n", "chirp-v4-h-t-6 367,212 10.62%\n", "chirp-v4-up-u-7 81,643 2.36%\n", "chirp-v3p5-engine-upload-4 41,555 1.20%\n", "chirp-v4-up-u-d-2-2 32,934 0.95%\n", "chirp-v3p5-engine-t-6 26,978 0.78%\n", "chirp-v4-engine-b 18,322 0.53%\n", "chirp-v4-6b-t-21 16,582 0.48%\n", "chirp-v4-up-u-d-2-3 9,328 0.27%\n", "chirp-v4-6b-t-28 5,864 0.17%\n", "chirp-v4-6b-t-09 4,545 0.13%\n", "chirp-v3p5-engine-b 4,035 0.12%\n", "chirp-v4-engine-b-tau 3,179 0.09%\n", "chirp-v4-6b-t-23 2,385 0.07%\n", "chirp-v4-6b-t-22 2,126 0.06%\n", "chirp-v4-6b-t-26 2,092 0.06%\n", "chirp-v4-6b-t-24 2,044 0.06%\n", "chirp-v4-6b-t-25 1,431 0.04%\n", "chirp-v3p5-engine-short 1,293 0.04%\n", "chirp-v4-6b-t-27 1,251 0.04%\n", "chirp-v4-h-s-32-tech-bct 1,073 0.03%\n", "chirp-auk-t1 1,049 0.03%\n", "chirp-v4-up-u-d-2-1-6 811 0.02%\n", "chirp-v4-h-t-6-c-35 756 0.02%\n", "chirp-v4-up-u-d-2-i-0 643 0.02%\n", "chirp-v4-up-u-d-2-3-1 534 0.02%\n", "chirp-v4-up-u-d-2-i-1 481 0.01%\n", "chirp-v4-up-u-d-2-i-2 405 0.01%\n", "chirp-v3p5-engine-b-tau 376 0.01%\n", "chirp-v4-up-u-d-2-i-3 186 0.01%\n", "chirp-auk-infill 23 0.00%\n", "chirp-auk 4 0.00%\n", "----------------------------------------------------------------------\n", "Total 3,459,273 100.00%\n" ] } ], "source": [ "final_good_enough_requests = set(\n", " user_intersting_clips[pos_too_much_data_mask][\"request_id\"].unique()\n", ").intersection(\n", " set(user_intersting_clips[neg_too_much_data_mask][\"request_id\"].unique())\n", ")\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": 69, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:25:09.198504Z", "start_time": "2024-05-26T00:25:08.885507Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:38:23.135593Z", "iopub.status.busy": "2025-05-01T13:38:23.135430Z", "iopub.status.idle": "2025-05-01T13:38:43.439834Z", "shell.execute_reply": "2025-05-01T13:38:43.439190Z", "shell.execute_reply.started": "2025-05-01T13:38:23.135576Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Validation passed!\n" ] } ], "source": [ "validate_preference_data(final_interesting_clips)" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:38:43.440665Z", "iopub.status.busy": "2025-05-01T13:38:43.440495Z", "iopub.status.idle": "2025-05-01T13:38:43.993145Z", "shell.execute_reply": "2025-05-01T13:38:43.992535Z", "shell.execute_reply.started": "2025-05-01T13:38:43.440647Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of rows in final_interesting_clips for model chirp-v3p5-engine-t-6:\n", "53,956\n", "done (6918546, 61)\n" ] } ], "source": [ "# Get the number of rows for final_interesting_clips with the specific model\n", "row_count = final_interesting_clips[\n", " final_interesting_clips[\"model_name\"] == target_model_name\n", "].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": 71, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:25:10.265241Z", "start_time": "2024-05-26T00:25:09.934743Z" }, "execution": { "iopub.execute_input": "2025-05-01T13:38:43.993945Z", "iopub.status.busy": "2025-05-01T13:38:43.993781Z", "iopub.status.idle": "2025-05-01T13:38:45.159507Z", "shell.execute_reply": "2025-05-01T13:38:45.158888Z", "shell.execute_reply.started": "2025-05-01T13:38:43.993928Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total Unique Users:\n", "--------------------\n", "3,143,616\n", "--------------------\n", "created_at\n", "2025-04-27 92\n", "2025-05-01 40\n", "2025-04-21 34\n", "2025-04-20 14\n", "2025-04-23 14\n", "2025-04-24 8\n", "Name: count, dtype: int64\n", "(202, 51)\n" ] } ], "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 = 62804651\n", "print(\n", " clip_df[clip_df[\"user_id\"] == test_user_id][\"created_at\"]\n", " .apply(lambda x: str(x)[:10])\n", " .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=6004123\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": 72, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:38:45.160316Z", "iopub.status.busy": "2025-05-01T13:38:45.160153Z", "iopub.status.idle": "2025-05-01T13:39:23.739354Z", "shell.execute_reply": "2025-05-01T13:39:23.738724Z", "shell.execute_reply.started": "2025-05-01T13:38:45.160300Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Shape of no_reaction_clip_df:\n", "(18579, 51)\n", "\n", "Proportion of clips without reactions:\n", "0.04%\n", "Ratio of clips without reactions to total clips from the same users:\n", "0.0580\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "free 71\n", "pro 1\n", "Ratio of clips from super bad users: 0.00%\n", "DONE\n" ] } ], "source": [ "not_known_bot_gens_mask = clip_df[\"model_name\"] != \"chirp-v3p5-engine-b\"\n", "# run_bot_detection(clip_df[not_known_bot_gens_mask], reaction_df, write_to_file=True, cut_off_freq=0.95)\n", "run_bot_detection(\n", " clip_df,\n", " reaction_df,\n", " write_to_file=True,\n", " cut_off_freq=0.95,\n", " min_generations_for_no_reaction=4,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Alpha testing user selection" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:39:23.740201Z", "iopub.status.busy": "2025-05-01T13:39:23.740033Z", "iopub.status.idle": "2025-05-01T13:39:25.013041Z", "shell.execute_reply": "2025-05-01T13:39:25.012497Z", "shell.execute_reply.started": "2025-05-01T13:39:23.740185Z" } }, "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": 74, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:39:25.013837Z", "iopub.status.busy": "2025-05-01T13:39:25.013683Z", "iopub.status.idle": "2025-05-01T13:39:25.033194Z", "shell.execute_reply": "2025-05-01T13:39:25.032689Z", "shell.execute_reply.started": "2025-05-01T13:39:25.013822Z" } }, "outputs": [], "source": [ "# query = \"\"\"\n", "# SELECT *\n", "# FROM bots_userstats\n", "# WHERE total_clips>=100\n", "# \"\"\"\n", "# user_stats_df = pd.read_sql_query(query, engine)\n", "# print(user_stats_df.shape)\n", "# user_stats_df[\"total_clips\"].describe()\n", "# top_users = user_stats_df[user_stats_df[\"total_clips\"] >= 100][\"user_id\"].unique()\n", "# print(len(top_users))" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:39:25.033898Z", "iopub.status.busy": "2025-05-01T13:39:25.033750Z", "iopub.status.idle": "2025-05-01T13:39:45.124153Z", "shell.execute_reply": "2025-05-01T13:39:45.123491Z", "shell.execute_reply.started": "2025-05-01T13:39:25.033884Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "560638\n" ] } ], "source": [ "top_users = clip_df[clip_df[\"user_n_clips\"] >= 20][\"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": 76, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:39:45.124973Z", "iopub.status.busy": "2025-05-01T13:39:45.124806Z", "iopub.status.idle": "2025-05-01T13:39:45.920931Z", "shell.execute_reply": "2025-05-01T13:39:45.920432Z", "shell.execute_reply.started": "2025-05-01T13:39:45.124956Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PROD\n" ] } ], "source": [ "if not os.path.exists(snow_password_path):\n", " raise Exception(\"you are not authorized to access snowflake -- please setup\")\n", "\n", "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": 77, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:39:45.921620Z", "iopub.status.busy": "2025-05-01T13:39:45.921472Z", "iopub.status.idle": "2025-05-01T13:39:48.634540Z", "shell.execute_reply": "2025-05-01T13:39:48.634009Z", "shell.execute_reply.started": "2025-05-01T13:39:45.921604Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "web: 4600012 (66.49%)\n", "android: 1309822 (18.93%)\n", "ios: 1008712 (14.58%)\n" ] } ], "source": [ "print_out_value_counts_nicely(final_interesting_clips, \"source\")" ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:39:48.635447Z", "iopub.status.busy": "2025-05-01T13:39:48.635285Z", "iopub.status.idle": "2025-05-01T13:39:48.666093Z", "shell.execute_reply": "2025-05-01T13:39:48.665632Z", "shell.execute_reply.started": "2025-05-01T13:39:48.635430Z" } }, "outputs": [], "source": [ "def analyze_clip_data_with_snowflake(\n", " final_interesting_clips, target_model_name, top_users, snow_session, min_play_cut=5\n", "):\n", " # select the df we want to squery for play counts\n", " subset_v4_clips_df_full = final_interesting_clips[\n", " final_interesting_clips[\"model_name\"] == target_model_name\n", " ].copy()\n", " print(\"match model\", subset_v4_clips_df_full.shape)\n", "\n", " pre_play_duration_mask = (\n", " subset_v4_clips_df_full[\"preference\"]\n", " & (subset_v4_clips_df_full[\"user_id\"].isin(top_users))\n", " & (\n", " (subset_v4_clips_df_full[\"reaction_play_count\"] >= min_play_cut)\n", " | (subset_v4_clips_df_full[\"concat_play_counts\"] >= min_play_cut)\n", " | (\n", " subset_v4_clips_df_full[\"upvote_count\"] >= 1\n", " ) # positive signal leakage (strongest)\n", " )\n", " ) | (\n", " (~subset_v4_clips_df_full[\"preference\"])\n", " & (subset_v4_clips_df_full[\"user_id\"].isin(top_users))\n", " )\n", " subset_v4_clips_df_all = subset_v4_clips_df_full[pre_play_duration_mask].copy()\n", " print(subset_v4_clips_df_all.shape)\n", "\n", " # Filter for pairs\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", "\n", " # Get clip IDs and query Snowflake in batches\n", " v4_clip_ids = list(str(s) for s in subset_v4_clips_df[\"id\"].unique())\n", " snow_batch_size = 100_000\n", " snow_results = []\n", "\n", " for clip_ids_chunk in tqdm.tqdm(\n", " [\n", " v4_clip_ids[i : i + snow_batch_size]\n", " for i in range(0, len(v4_clip_ids), snow_batch_size)\n", " ]\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))\n", "\n", " # Process Snowflake results\n", " 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]}\")\n", "\n", " # Merge data and calculate normalized play fractions\n", " subset_v4_clips_df[\"str_id\"] = subset_v4_clips_df[\"id\"].astype(str)\n", " subset_v4_clips_df_test = subset_v4_clips_df.merge(\n", " df_snow_test, on=\"str_id\", how=\"left\"\n", " )\n", " subset_v4_clips_df_test[\"norm_play_frac\"] = (\n", " subset_v4_clips_df_test[\"sum_total_play_duration_5\"].fillna(0)\n", " / subset_v4_clips_df_test[\"duration\"]\n", " )\n", "\n", " # Create visualization\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\"]][\n", " \"sum_total_play_duration_5\"\n", " ]\n", " neg_play_time = subset_v4_clips_df_test[~subset_v4_clips_df_test[\"preference\"]][\n", " \"sum_total_play_duration_5\"\n", " ]\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\"]][\n", " \"norm_play_frac\"\n", " ]\n", " neg_norm_play_frac = subset_v4_clips_df_test[\n", " ~subset_v4_clips_df_test[\"preference\"]\n", " ][\"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", " plt.tight_layout()\n", " plt.show()\n", "\n", " # Apply filters and analyze results\n", " 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[\"sum_total_play_duration_5\"] >= 10)\n", " & (subset_v4_clips_df_test[\"user_id\"].isin(top_users))\n", " & (\n", " (\n", " subset_v4_clips_df_test[\"reaction_play_count\"] >= min_play_cut\n", " ) # used to be 3 -- increase to 5\n", " | (\n", " subset_v4_clips_df_test[\"concat_play_counts\"] >= min_play_cut\n", " ) # used to be 3 -- increase to 5\n", " | (\n", " subset_v4_clips_df_test[\"upvote_count\"] >= 1\n", " ) # positive signal leakage (strongest)\n", " )\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[\"sum_total_play_duration_5\"] >= 10)\n", " & (subset_v4_clips_df_test[\"user_id\"].isin(top_users))\n", " )\n", "\n", " # Calculate and print statistics\n", " frac_pass_play_duration = (\n", " play_duration_mask.sum() / subset_v4_clips_df_test.shape[0]\n", " )\n", " print(\n", " f\"Fraction of clips that pass the play duration cut: {frac_pass_play_duration:.4f}\"\n", " )\n", "\n", " unique_requests_pass_play_durations = subset_v4_clips_df_test[play_duration_mask][\n", " \"request_id\"\n", " ].unique()\n", " print(\n", " f\"Number of unique requests passing play duration criteria: {len(unique_requests_pass_play_durations)}\"\n", " )\n", "\n", " fraction_requests_pass = (\n", " len(unique_requests_pass_play_durations)\n", " / subset_v4_clips_df_test[\"request_id\"].nunique()\n", " )\n", " print(\n", " f\"Fraction of unique requests that pass play duration criteria: {fraction_requests_pass:.4f}\"\n", " )\n", "\n", " # Final filtering and analysis\n", " subset_v4_clips_df_pass_duration = subset_v4_clips_df_test[\n", " play_duration_mask\n", " ].copy()\n", " play_duration_mask_request_mask = subset_v4_clips_df_pass_duration[\n", " \"request_id\"\n", " ].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[\n", " play_duration_mask_request_mask\n", " ].copy()\n", "\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", " )\n", "\n", " print(\"Start --------------------------\")\n", " print_out_value_counts_nicely(subset_v4_clips_df_test, \"task\")\n", " print(\"End --------------------------\")\n", " print_out_value_counts_nicely(final_subset_v4_clips_df, \"task\")\n", "\n", " return final_subset_v4_clips_df" ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:39:48.666763Z", "iopub.status.busy": "2025-05-01T13:39:48.666616Z", "iopub.status.idle": "2025-05-01T13:39:48.683637Z", "shell.execute_reply": "2025-05-01T13:39:48.683205Z", "shell.execute_reply.started": "2025-05-01T13:39:48.666748Z" } }, "outputs": [], "source": [ "# for x in final_interesting_clips[final_interesting_clips[\"model_name\"] == \"chirp-v5-stem-v0\"][[\"id\"]].values:\n", "# print(x[0])" ] }, { "cell_type": "code", "execution_count": 80, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:39:48.684275Z", "iopub.status.busy": "2025-05-01T13:39:48.684133Z", "iopub.status.idle": "2025-05-01T13:40:16.090150Z", "shell.execute_reply": "2025-05-01T13:40:16.089513Z", "shell.execute_reply.started": "2025-05-01T13:39:48.684261Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "match model (65653, 61)\n", "(44842, 61)\n", "(37352, 61)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 0%| | 0/1 [00:00" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Fraction of clips that pass the play duration cut: 0.7906\n", "Number of unique requests passing play duration criteria: 17609\n", "Fraction of unique requests that pass play duration criteria: 0.9429\n", "Number of unique request IDs: 11,923, Total 18676\n", "Start --------------------------\n", "upsample: 37352 (100.00%)\n", "End --------------------------\n", "upsample: 23846 (100.00%)\n" ] } ], "source": [ "# final_subset_stem_clips_df = analyze_clip_data_with_snowflake(\n", "# final_interesting_clips, \"chirp-v5-stem-v0\", top_users, snow_session, min_play_cut=1\n", "# )\n", "\n", "final_subset_upsample_v2_clips_df = analyze_clip_data_with_snowflake(\n", " final_interesting_clips, \"chirp-v4-up-u-d-2-2\", top_users, snow_session, min_play_cut=5\n", ")" ] }, { "cell_type": "code", "execution_count": 81, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:40:16.097624Z", "iopub.status.busy": "2025-05-01T13:40:16.097243Z", "iopub.status.idle": "2025-05-01T13:40:23.892806Z", "shell.execute_reply": "2025-05-01T13:40:23.892231Z", "shell.execute_reply.started": "2025-05-01T13:40:16.097603Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "match model (2101, 61)\n", "(1918, 61)\n", "(1756, 61)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 0%| | 0/1 [00:00" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Fraction of clips that pass the play duration cut: 0.6919\n", "Number of unique requests passing play duration criteria: 754\n", "Fraction of unique requests that pass play duration criteria: 0.8588\n", "Number of unique request IDs: 461, Total 878\n", "Start --------------------------\n", ": 642 (36.56%)\n", "cover: 502 (28.59%)\n", "artist_cover: 228 (12.98%)\n", "artist_consistency: 166 (9.45%)\n", "extend: 114 (6.49%)\n", "upload_extend: 64 (3.64%)\n", "artist_extend: 24 (1.37%)\n", "cover_extend: 12 (0.68%)\n", "artist_cover_extend: 4 (0.23%)\n", "End --------------------------\n", ": 370 (40.13%)\n", "cover: 248 (26.90%)\n", "artist_cover: 126 (13.67%)\n", "artist_consistency: 96 (10.41%)\n", "extend: 44 (4.77%)\n", "upload_extend: 24 (2.60%)\n", "cover_extend: 10 (1.08%)\n", "artist_extend: 4 (0.43%)\n" ] } ], "source": [ "final_subset_auk_clips_df = analyze_clip_data_with_snowflake(\n", " final_interesting_clips, \"chirp-auk-t1\", top_users, snow_session, min_play_cut=5\n", ")" ] }, { "cell_type": "code", "execution_count": 82, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:40:23.893575Z", "iopub.status.busy": "2025-05-01T13:40:23.893410Z", "iopub.status.idle": "2025-05-01T13:59:19.986008Z", "shell.execute_reply": "2025-05-01T13:59:19.984994Z", "shell.execute_reply.started": "2025-05-01T13:40:23.893558Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "match model (163161, 61)\n", "(115359, 61)\n", "(99648, 61)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 0%| | 0/1 [00:00" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Fraction of clips that pass the play duration cut: 0.7937\n", "Number of unique requests passing play duration criteria: 47119\n", "Fraction of unique requests that pass play duration criteria: 0.9457\n", "Number of unique request IDs: 31,974, Total 49824\n", "Start --------------------------\n", "upsample: 99648 (100.00%)\n", "End --------------------------\n", "upsample: 63948 (100.00%)\n", "match model (3815001, 61)\n", "(2188292, 61)\n", "(1816372, 61)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 0%| | 0/19 [00:00" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Fraction of clips that pass the play duration cut: 0.8043\n", "Number of unique requests passing play duration criteria: 846775\n", "Fraction of unique requests that pass play duration criteria: 0.9324\n", "Number of unique request IDs: 614,117, Total 908186\n", "Start --------------------------\n", ": 1569700 (86.42%)\n", "extend: 160688 (8.85%)\n", "upload_extend: 85984 (4.73%)\n", "End --------------------------\n", ": 1104236 (89.90%)\n", "extend: 69080 (5.62%)\n", "upload_extend: 54918 (4.47%)\n", "match model (734420, 61)\n", "(631744, 61)\n", "(552508, 61)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 0%| | 0/6 [00:00" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Fraction of clips that pass the play duration cut: 0.6424\n", "Number of unique requests passing play duration criteria: 210701\n", "Fraction of unique requests that pass play duration criteria: 0.7627\n", "Number of unique request IDs: 144,221, Total 276254\n", "Start --------------------------\n", "cover: 250882 (45.41%)\n", "artist_consistency: 156074 (28.25%)\n", "infill: 145536 (26.34%)\n", "artist_extend: 14 (0.00%)\n", "artist_cover: 2 (0.00%)\n", "End --------------------------\n", "cover: 158590 (54.98%)\n", "artist_consistency: 112546 (39.02%)\n", "infill: 17302 (6.00%)\n", "artist_extend: 4 (0.00%)\n" ] } ], "source": [ "final_subset_upsample_clips_df = analyze_clip_data_with_snowflake(\n", " final_interesting_clips, \"chirp-v4-up-u-7\", top_users, snow_session, min_play_cut=5\n", ")\n", "final_subset_s32_clips_df = analyze_clip_data_with_snowflake(\n", " final_interesting_clips, \"chirp-v4-h-s-32\", top_users, snow_session, min_play_cut=5\n", ")\n", "final_subset_t6_clips_df = analyze_clip_data_with_snowflake(\n", " final_interesting_clips, \"chirp-v4-h-t-6\", top_users, snow_session, min_play_cut=5\n", ")" ] }, { "cell_type": "code", "execution_count": 83, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:59:19.987175Z", "iopub.status.busy": "2025-05-01T13:59:19.987012Z", "iopub.status.idle": "2025-05-01T13:59:21.272408Z", "shell.execute_reply": "2025-05-01T13:59:21.271395Z", "shell.execute_reply.started": "2025-05-01T13:59:19.987158Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "s-32 (1228234, 89)\n", "t-6 (288442, 89)\n", "upsample (63948, 89)\n", "upsample v2 (23846, 89)\n" ] } ], "source": [ "print(\"s-32\", final_subset_s32_clips_df.shape)\n", "print(\"t-6\", final_subset_t6_clips_df.shape)\n", "print(\"upsample\", final_subset_upsample_clips_df.shape)\n", "print(\"upsample v2\", final_subset_upsample_v2_clips_df.shape)\n", "# print(\"diff stem\", final_subset_stem_clips_df.shape)\n", "# cut at 5\n", "# s-32 (1221770, 95)\n", "# t-6 (409626, 95)\n", "# upsample (211348, 95)\n", "# vs cut at 10\n", "# s-32 (712578, 96)\n", "# t-6 (258662, 96)\n", "# upsample (80826, 96)" ] }, { "cell_type": "code", "execution_count": 84, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:59:21.273552Z", "iopub.status.busy": "2025-05-01T13:59:21.273392Z", "iopub.status.idle": "2025-05-01T13:59:21.758848Z", "shell.execute_reply": "2025-05-01T13:59:21.758208Z", "shell.execute_reply.started": "2025-05-01T13:59:21.273536Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "web: 842430 (68.59%)\n", "ios: 223082 (18.16%)\n", "android: 162722 (13.25%)\n" ] } ], "source": [ "print_out_value_counts_nicely(final_subset_s32_clips_df, \"source\")" ] }, { "cell_type": "code", "execution_count": 85, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:59:21.759774Z", "iopub.status.busy": "2025-05-01T13:59:21.759484Z", "iopub.status.idle": "2025-05-01T13:59:21.779065Z", "shell.execute_reply": "2025-05-01T13:59:21.778515Z", "shell.execute_reply.started": "2025-05-01T13:59:21.759757Z" } }, "outputs": [], "source": [ "# final_subset_upsample_v2_clips_df.to_pickle(\n", "# \"/home/tony/Data/Preference/up_diff2_v2/interesting_clips_upv2_u2_20250427_full.pkl\",\n", "# )\n", "# print(\"up_v2v2\", final_subset_upsample_v2_clips_df.shape)\n", "# final_subset_upsample_clips_df.to_pickle(\n", "# \"/home/tony/Data/Preference/up_v7/interesting_clips_up_u_7_20250406_full.pkl\",\n", "# )\n", "# print(\"up_v6\", final_subset_upsample_clips_df.shape)\n", "# final_subset_t6_clips_df.to_pickle(\n", "# \"/home/tony/Data/Preference/30b_v6/interesting_clips_v4_h_t_6_20250305_full.pkl\",\n", "# )\n", "# print(\"t-6\", final_subset_t6_clips_df.shape)\n", "# final_subset_s32_clips_df.to_pickle(\n", "# \"/home/tony/Data/Preference/13b_v32/interesting_clips_v4_h_s_32_20250305_full.pkl\",\n", "# )\n", "# print(\"s-32\", final_subset_s32_clips_df.shape)\n", "# print(\"Saving done!\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Task usage stats" ] }, { "cell_type": "code", "execution_count": 86, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:59:21.779935Z", "iopub.status.busy": "2025-05-01T13:59:21.779652Z", "iopub.status.idle": "2025-05-01T13:59:23.884504Z", "shell.execute_reply": "2025-05-01T13:59:23.883960Z", "shell.execute_reply.started": "2025-05-01T13:59:21.779920Z" } }, "outputs": [ { "data": { "text/plain": [ "task\n", " 39906522\n", "cover 2728357\n", "upload_extend 2268479\n", "extend 1823287\n", "artist_consistency 1663044\n", "upsample 1111924\n", "infill 912376\n", "image_to_song 23270\n", "video_to_song 8040\n", "artist_cover 2654\n", "gen_stem 1411\n", "artist_extend 370\n", "cover_extend 336\n", "artist_cover_extend 117\n", "twitter_to_song 4\n", "Name: count, dtype: int64" ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clip_df[\"task\"].value_counts()" ] }, { "cell_type": "code", "execution_count": 87, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:59:23.885384Z", "iopub.status.busy": "2025-05-01T13:59:23.885114Z", "iopub.status.idle": "2025-05-01T13:59:23.902625Z", "shell.execute_reply": "2025-05-01T13:59:23.902091Z", "shell.execute_reply.started": "2025-05-01T13:59:23.885369Z" } }, "outputs": [], "source": [ "# plot_clip_distribution(clip_df[(clip_df[\"task\"] == \"cover\") & (clip_df[\"model_name\"] == \"chirp-v4-h-s-32\")& (clip_df[\"created_at\"] > \"2025-04-01 00:45:00\")])" ] }, { "cell_type": "code", "execution_count": 88, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:59:23.903577Z", "iopub.status.busy": "2025-05-01T13:59:23.903190Z", "iopub.status.idle": "2025-05-01T13:59:23.919737Z", "shell.execute_reply": "2025-05-01T13:59:23.919218Z", "shell.execute_reply.started": "2025-05-01T13:59:23.903560Z" } }, "outputs": [], "source": [ "# bad_clip_df = clip_df[(clip_df[\"task\"] == \"cover\") & (clip_df[\"model_name\"] == \"chirp-v4-h-s-32\")& (clip_df[\"created_at\"] > \"2025-04-01 00:45:00\")]" ] }, { "cell_type": "code", "execution_count": 89, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T13:59:23.920667Z", "iopub.status.busy": "2025-05-01T13:59:23.920301Z", "iopub.status.idle": "2025-05-01T14:00:07.458666Z", "shell.execute_reply": "2025-05-01T14:00:07.457971Z", "shell.execute_reply.started": "2025-05-01T13:59:23.920652Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "cover usage: 72907 out of 281971 (0.2586) \n", " -------------->\n", "chirp-v4-h-t-6: 2404490 (88.13%)\n", "chirp-v3p5-engine-t-6: 202836 (7.43%)\n", "chirp-v4-6b-t-21: 28593 (1.05%)\n", "chirp-v4-engine-b: 18893 (0.69%)\n", "chirp-v4-engine-b-tau: 18590 (0.68%)\n", "chirp-v4-6b-t-09: 15105 (0.55%)\n", "chirp-v4-6b-t-28: 12638 (0.46%)\n", "chirp-auk-t1: 5159 (0.19%)\n", "chirp-v3p5-engine-b: 4244 (0.16%)\n", "chirp-v4-6b-t-23: 3344 (0.12%)\n", "chirp-v4-6b-t-26: 3101 (0.11%)\n", "chirp-v4-6b-t-22: 2891 (0.11%)\n", "chirp-v4-6b-t-24: 2821 (0.10%)\n", "chirp-v4-6b-t-25: 2189 (0.08%)\n", "chirp-v4-6b-t-27: 2034 (0.07%)\n", "chirp-v3p5-engine-b-tau: 1413 (0.05%)\n", "chirp-auk: 16 (0.00%)\n", "\n", " --------------------------\n", "infill usage: 41437 out of 281971 (0.147) \n", " -------------->\n", "chirp-v4-h-t-6: 818316 (89.69%)\n", "chirp-v3p5-engine-t-6: 53243 (5.84%)\n", "chirp-v4-engine-b-tau: 20732 (2.27%)\n", "chirp-v4-engine-b: 10075 (1.10%)\n", "chirp-v4-h-t-6-c-35: 6362 (0.70%)\n", "chirp-v3p5-engine-b-tau: 1974 (0.22%)\n", "chirp-v3p5-engine-b: 1400 (0.15%)\n", "chirp-auk-infill: 274 (0.03%)\n", "\n", " --------------------------\n", "artist usage: 46363 out of 281971 (0.1644) \n", " -------------->\n", "chirp-v4-h-t-6: 1440853 (86.64%)\n", "chirp-v3p5-engine-t-6: 149932 (9.02%)\n", "chirp-v4-6b-t-21: 16541 (0.99%)\n", "chirp-v4-engine-b-tau: 12003 (0.72%)\n", "chirp-v4-engine-b: 11326 (0.68%)\n", "chirp-v4-6b-t-09: 9614 (0.58%)\n", "chirp-v4-6b-t-28: 7487 (0.45%)\n", "chirp-auk-t1: 2198 (0.13%)\n", "chirp-v4-6b-t-23: 1934 (0.12%)\n", "chirp-v4-6b-t-22: 1818 (0.11%)\n", "chirp-v4-6b-t-26: 1780 (0.11%)\n", "chirp-v3p5-engine-b: 1700 (0.10%)\n", "chirp-v4-6b-t-24: 1686 (0.10%)\n", "chirp-v3p5-engine-b-tau: 1632 (0.10%)\n", "chirp-v4-6b-t-25: 1370 (0.08%)\n", "chirp-v4-6b-t-27: 1166 (0.07%)\n", "chirp-auk: 4 (0.00%)\n", "\n", " --------------------------\n", "image/video usage: 7993 out of 281971 (0.0283) \n", " -------------->\n", "chirp-v3p5-engine-short: 31310 (100.00%)\n", "\n", " --------------------------\n" ] } ], "source": [ "n_pro_created = clip_df[clip_df[\"is_pro_user\"]][\"user_id\"].nunique()\n", "task_mask_cover = clip_df[\"task\"] == \"cover\"\n", "task_mask_artist = clip_df[\"task\"] == \"artist_consistency\"\n", "task_mask_infill = (\n", " (clip_df[\"task\"] == \"infill\")\n", " | (clip_df[\"task\"] == \"infill_intro\")\n", " | (clip_df[\"task\"] == \"infill_outro\")\n", ")\n", "task_mask_image = (clip_df[\"task\"] == \"image_to_song\") | (\n", " clip_df[\"task\"] == \"video_to_song\"\n", ")\n", "\n", "\n", "def print_task_usage_stats(clip_df, task_mask, task_name, n_pro_created):\n", " n_created = clip_df[task_mask][\"user_id\"].nunique()\n", " print(\n", " f\"{task_name} usage: {n_created} out of {n_pro_created} ({round(n_created / n_pro_created, 4)})\",\n", " \"\\n\",\n", " \"-------------->\",\n", " )\n", " print_out_value_counts_nicely(clip_df[task_mask], \"model_name\")\n", " print(\"\\n\", \"--------------------------\")\n", "\n", "\n", "print_task_usage_stats(clip_df, task_mask_cover, \"cover\", n_pro_created)\n", "print_task_usage_stats(clip_df, task_mask_infill, \"infill\", n_pro_created)\n", "print_task_usage_stats(clip_df, task_mask_artist, \"artist\", n_pro_created)\n", "print_task_usage_stats(clip_df, task_mask_image, \"image/video\", n_pro_created)" ] }, { "cell_type": "code", "execution_count": 90, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:00:07.459540Z", "iopub.status.busy": "2025-05-01T14:00:07.459377Z", "iopub.status.idle": "2025-05-01T14:00:40.082231Z", "shell.execute_reply": "2025-05-01T14:00:40.081548Z", "shell.execute_reply.started": "2025-05-01T14:00:07.459524Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "any task usage: 157978 out of 281971 (0.5603) \n", " -------------->\n", "chirp-v4-h-t-6: 4581902 (54.66%)\n", "chirp-v4-h-s-32: 2140680 (25.54%)\n", "chirp-v4-up-u-7: 462708 (5.52%)\n", "chirp-v3p5-engine-t-6: 400794 (4.78%)\n", "chirp-v4-up-u-d-2-2: 206875 (2.47%)\n", "chirp-v3p5-engine-s-8: 103796 (1.24%)\n", "chirp-v4-engine-b: 92703 (1.11%)\n", "chirp-v3p5-engine-upload-4: 76816 (0.92%)\n", "chirp-v4-up-u-d-2-3: 71405 (0.85%)\n", "chirp-v4-6b-t-21: 54146 (0.65%)\n", "chirp-v4-engine-b-tau: 49898 (0.60%)\n", "chirp-v4-6b-t-09: 25661 (0.31%)\n", "chirp-v4-6b-t-28: 23457 (0.28%)\n", "chirp-v3p5-engine-b: 14820 (0.18%)\n", "chirp-auk-t1: 7812 (0.09%)\n", "chirp-v4-6b-t-23: 6500 (0.08%)\n", "chirp-v4-h-t-6-c-35: 6255 (0.07%)\n", "chirp-v4-6b-t-26: 6115 (0.07%)\n", "chirp-v4-6b-t-22: 5829 (0.07%)\n", "chirp-v4-6b-t-24: 5652 (0.07%)\n", "chirp-v3p5-engine-b-tau: 5000 (0.06%)\n", "chirp-v4-up-u-d-2-i-0: 4728 (0.06%)\n", "chirp-v4-6b-t-25: 4487 (0.05%)\n", "chirp-v4-up-u-d-2-1-6: 4282 (0.05%)\n", "chirp-v4-6b-t-27: 3935 (0.05%)\n", "chirp-v4-up-u-d-2-3-1: 3605 (0.04%)\n", "chirp-v4-up-u-d-2-i-1: 3297 (0.04%)\n", "chirp-v4-up-u-d-2-i-2: 2766 (0.03%)\n", "chirp-v3-engine-i: 2049 (0.02%)\n", "chirp-v4-up-u-d-2-i-3: 1819 (0.02%)\n", "chirp-v4-h-s-32-tech-bct: 1325 (0.02%)\n", "chirp-ahi-up-1: 1000 (0.01%)\n", "chirp-v2-xxl-alpha: 518 (0.01%)\n", "chirp-auk-infill: 226 (0.00%)\n", "chirp-auk: 19 (0.00%)\n", "chirp-ahi: 4 (0.00%)\n", "\n", " --------------------------\n" ] } ], "source": [ "task_mask_any = (\n", " (clip_df[\"task\"] == \"infill\")\n", " | (clip_df[\"task\"] == \"infill_intro\")\n", " | (clip_df[\"task\"] == \"infill_outro\")\n", " | (clip_df[\"task\"] == \"cover\")\n", " | (clip_df[\"task\"] == \"artist_consistency\")\n", " | (clip_df[\"task\"] == \"extend\")\n", " | (clip_df[\"task\"] == \"upload_extend\")\n", " | (clip_df[\"task\"] == \"upsample\")\n", ") & (clip_df[\"is_pro_user\"])\n", "print_task_usage_stats(clip_df, task_mask_any, \"any task\", n_pro_created)" ] }, { "cell_type": "code", "execution_count": 91, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:00:40.083065Z", "iopub.status.busy": "2025-05-01T14:00:40.082909Z", "iopub.status.idle": "2025-05-01T14:00:59.901095Z", "shell.execute_reply": "2025-05-01T14:00:59.900409Z", "shell.execute_reply.started": "2025-05-01T14:00:40.083050Z" } }, "outputs": [], "source": [ "special_users = set(clip_df[clip_df[\"is_pro_user\"]][\"user_id\"].unique()).difference(\n", " clip_df[task_mask_any][\"user_id\"].unique()\n", ")" ] }, { "cell_type": "code", "execution_count": 92, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:00:59.901941Z", "iopub.status.busy": "2025-05-01T14:00:59.901787Z", "iopub.status.idle": "2025-05-01T14:00:59.923198Z", "shell.execute_reply": "2025-05-01T14:00:59.922623Z", "shell.execute_reply.started": "2025-05-01T14:00:59.901926Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "123993\n" ] } ], "source": [ "print(len(special_users))" ] }, { "cell_type": "code", "execution_count": 93, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:00:59.923930Z", "iopub.status.busy": "2025-05-01T14:00:59.923784Z", "iopub.status.idle": "2025-05-01T14:01:00.715312Z", "shell.execute_reply": "2025-05-01T14:01:00.714754Z", "shell.execute_reply.started": "2025-05-01T14:00:59.923916Z" } }, "outputs": [], "source": [ "potential_special_bot_mask = clip_df[\"user_id\"].isin(special_users)" ] }, { "cell_type": "code", "execution_count": 94, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:01:00.716180Z", "iopub.status.busy": "2025-05-01T14:01:00.715886Z", "iopub.status.idle": "2025-05-01T14:01:04.448166Z", "shell.execute_reply": "2025-05-01T14:01:04.447566Z", "shell.execute_reply.started": "2025-05-01T14:01:00.716166Z" } }, "outputs": [ { "data": { "text/plain": [ "count 123993.000000\n", "mean 34.856266\n", "std 67.233191\n", "min 1.000000\n", "25% 6.000000\n", "50% 14.000000\n", "75% 36.000000\n", "max 2882.000000\n", "Name: count, dtype: float64" ] }, "execution_count": 94, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clip_df[potential_special_bot_mask][\"user_id\"].value_counts().describe()" ] }, { "cell_type": "code", "execution_count": 95, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:01:04.448965Z", "iopub.status.busy": "2025-05-01T14:01:04.448813Z", "iopub.status.idle": "2025-05-01T14:01:08.198995Z", "shell.execute_reply": "2025-05-01T14:01:08.198392Z", "shell.execute_reply.started": "2025-05-01T14:01:04.448950Z" } }, "outputs": [ { "data": { "text/plain": [ "user_id\n", "63695959 2882\n", "79248321 2793\n", "77270581 2703\n", "66768103 2280\n", "64677890 1950\n", " ... \n", "45818516 1\n", "80907490 1\n", "73588424 1\n", "71871006 1\n", "20908970 1\n", "Name: count, Length: 123993, dtype: int64" ] }, "execution_count": 95, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clip_df[potential_special_bot_mask][\"user_id\"].value_counts()" ] }, { "cell_type": "code", "execution_count": 96, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:01:08.199921Z", "iopub.status.busy": "2025-05-01T14:01:08.199659Z", "iopub.status.idle": "2025-05-01T14:01:08.301055Z", "shell.execute_reply": "2025-05-01T14:01:08.300461Z", "shell.execute_reply.started": "2025-05-01T14:01:08.199906Z" } }, "outputs": [ { "data": { "text/plain": [ "user_id\n", "16554507 500\n", "83669471 246\n", "83662570 207\n", "69360832 149\n", "85400058 141\n", "Name: count, dtype: int64" ] }, "execution_count": 96, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clip_df[task_mask_image][\"user_id\"].value_counts().head(n=5)" ] }, { "cell_type": "code", "execution_count": 97, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:01:08.301958Z", "iopub.status.busy": "2025-05-01T14:01:08.301679Z", "iopub.status.idle": "2025-05-01T14:01:11.292036Z", "shell.execute_reply": "2025-05-01T14:01:11.291431Z", "shell.execute_reply.started": "2025-05-01T14:01:08.301942Z" } }, "outputs": [ { "data": { "text/plain": [ "user_id\n", "59330213 3522\n", "15867519 2893\n", "15836361 2851\n", "68266038 2758\n", "39111113 2681\n", "Name: count, dtype: int64" ] }, "execution_count": 97, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clip_df[task_mask_cover][\"user_id\"].value_counts().head(n=5)" ] }, { "cell_type": "code", "execution_count": 98, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:01:11.293190Z", "iopub.status.busy": "2025-05-01T14:01:11.293029Z", "iopub.status.idle": "2025-05-01T14:01:11.314553Z", "shell.execute_reply": "2025-05-01T14:01:11.314011Z", "shell.execute_reply.started": "2025-05-01T14:01:11.293176Z" } }, "outputs": [], "source": [ "# v4_clip_ids = list(str(s) for s in clip_df[\"s3_id\"].unique())\n", "# snow_batch_size = 100_000\n", "# snow_results = []\n", "\n", "# for clip_ids_chunk in tqdm.tqdm(\n", "# [\n", "# v4_clip_ids[i : i + snow_batch_size]\n", "# for i in range(0, len(v4_clip_ids), snow_batch_size)\n", "# ]\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))\n", "\n", "# # Process Snowflake results\n", "# 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]}\")\n", "# df_snow_test[\"clip_id\"] = df_snow_test[\"str_id\"]\n", "# run_bot_detection(\n", "# clip_df,\n", "# df_snow_test[df_snow_test[\"total_play_time\"] >= 5],\n", "# write_to_file=True,\n", "# cut_off_freq=0.95,\n", "# min_generations_for_no_reaction=10,\n", "# )" ] }, { "cell_type": "code", "execution_count": 99, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:01:11.315408Z", "iopub.status.busy": "2025-05-01T14:01:11.315125Z", "iopub.status.idle": "2025-05-01T14:01:11.332943Z", "shell.execute_reply": "2025-05-01T14:01:11.332429Z", "shell.execute_reply.started": "2025-05-01T14:01:11.315393Z" } }, "outputs": [], "source": [ "# total_clip_df[\"is_pro_user\"] = total_clip_df[\"user_id\"].isin(pro_users)\n", "# run_bot_detection(\n", "# total_clip_df,\n", "# reaction_df,\n", "# write_to_file=True,\n", "# cut_off_freq=0.95,\n", "# min_generations_for_no_reaction=6,\n", "# )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Infill test" ] }, { "cell_type": "code", "execution_count": 100, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:01:11.333890Z", "iopub.status.busy": "2025-05-01T14:01:11.333512Z", "iopub.status.idle": "2025-05-01T14:01:11.348903Z", "shell.execute_reply": "2025-05-01T14:01:11.348396Z", "shell.execute_reply.started": "2025-05-01T14:01:11.333875Z" } }, "outputs": [], "source": [ "# def get_infill_type(x):\n", "# if max(x[\"infll_start_context\"], x[\"infll_end_context\"]) <= 30:\n", "# return \"short\"\n", "# elif max(x[\"infll_start_context\"], x[\"infll_end_context\"]) <= 60:\n", "# return \"mid\"\n", "# else:\n", "# return \"long\"" ] }, { "cell_type": "code", "execution_count": 101, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:01:11.349820Z", "iopub.status.busy": "2025-05-01T14:01:11.349453Z", "iopub.status.idle": "2025-05-01T14:01:11.364970Z", "shell.execute_reply": "2025-05-01T14:01:11.364462Z", "shell.execute_reply.started": "2025-05-01T14:01:11.349805Z" } }, "outputs": [], "source": [ "# clip_df_infill_task_mask_infill = (\n", "# (clip_df[\"task\"] == \"infill\")\n", "# | (clip_df[\"task\"] == \"infill_intro\")\n", "# | (clip_df[\"task\"] == \"infill_outro\")\n", "# ) & (clip_df[\"created_at\"] >= \"2024-11-06 02:00:00\")\n", "# clip_infill_df = clip_df[clip_df_infill_task_mask_infill].copy()\n", "# ##\n", "# user_intersting_clips_3p5_task_mask_infill = (\n", "# (user_intersting_clips_3p5[\"task\"] == \"infill\")\n", "# | (user_intersting_clips_3p5[\"task\"] == \"infill_intro\")\n", "# | (user_intersting_clips_3p5[\"task\"] == \"infill_outro\")\n", "# ) & (user_intersting_clips_3p5[\"created_at\"] >= \"2024-11-06 02:00:00\")\n", "# user_intersting_clips_3p5_infill = user_intersting_clips_3p5[\n", "# user_intersting_clips_3p5_task_mask_infill\n", "# ].copy()" ] }, { "cell_type": "code", "execution_count": 102, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:01:11.365796Z", "iopub.status.busy": "2025-05-01T14:01:11.365527Z", "iopub.status.idle": "2025-05-01T14:01:11.380937Z", "shell.execute_reply": "2025-05-01T14:01:11.380420Z", "shell.execute_reply.started": "2025-05-01T14:01:11.365782Z" } }, "outputs": [], "source": [ "# test_slice_series = clip_infill_df[\"metadata\"].apply(pd.Series)\n", "# df = pd.concat([clip_infill_df, test_slice_series], axis=1, join=\"inner\")\n", "# print(df.shape)\n", "# df = df.loc[:, ~df.columns.duplicated()].copy()\n", "# df[\"infll_start_context\"] = df[\"infill_start_s\"] - df[\"infill_context_start_s\"]\n", "# df[\"infll_end_context\"] = df[\"infill_context_end_s\"] - df[\"infill_end_s\"]\n", "# df[\"infill_type\"] = df[[\"infll_start_context\", \"infll_end_context\"]].apply(\n", "# lambda x: get_infill_type(x), axis=1\n", "# )\n", "# clip_df_model_counts = df[\"infill_type\"].value_counts()\n", "# print(clip_df_model_counts)" ] }, { "cell_type": "code", "execution_count": 103, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:01:11.381863Z", "iopub.status.busy": "2025-05-01T14:01:11.381499Z", "iopub.status.idle": "2025-05-01T14:01:11.396799Z", "shell.execute_reply": "2025-05-01T14:01:11.396290Z", "shell.execute_reply.started": "2025-05-01T14:01:11.381847Z" } }, "outputs": [], "source": [ "# plt.hist(df[\"infill_context_start_s\"], bins=np.linspace(-10, 300, 100))\n", "# plt.show()" ] }, { "cell_type": "code", "execution_count": 104, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:01:11.397717Z", "iopub.status.busy": "2025-05-01T14:01:11.397348Z", "iopub.status.idle": "2025-05-01T14:01:11.412815Z", "shell.execute_reply": "2025-05-01T14:01:11.412310Z", "shell.execute_reply.started": "2025-05-01T14:01:11.397701Z" } }, "outputs": [], "source": [ "# test_slice_series = user_intersting_clips_3p5_infill[\"metadata\"].apply(pd.Series)\n", "# df = pd.concat([user_intersting_clips_3p5_infill, test_slice_series], axis=1, join=\"inner\")\n", "# print(df.shape)\n", "# df = df.loc[:, ~df.columns.duplicated()].copy()\n", "# df[\"infll_start_context\"] = df[\"infill_start_s\"] - df[\"infill_context_start_s\"]\n", "# df[\"infll_end_context\"] = df[\"infill_context_end_s\"] - df[\"infill_end_s\"]\n", "# df[\"infill_type\"] = df[[\"infll_start_context\", \"infll_end_context\"]].apply(lambda x: get_infill_type(x), axis=1)" ] }, { "cell_type": "code", "execution_count": 105, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:01:11.413764Z", "iopub.status.busy": "2025-05-01T14:01:11.413359Z", "iopub.status.idle": "2025-05-01T14:01:11.428747Z", "shell.execute_reply": "2025-05-01T14:01:11.428240Z", "shell.execute_reply.started": "2025-05-01T14:01:11.413748Z" } }, "outputs": [], "source": [ "# plt.hist(df[\"infill_context_start_s\"], bins=np.linspace(-10, 300, 100))\n", "# plt.show()\n", "# plt.hist(df[\"infill_context_end_s\"], bins=np.linspace(-10, 300, 100))\n", "# plt.show()" ] }, { "cell_type": "code", "execution_count": 106, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:01:11.440579Z", "iopub.status.busy": "2025-05-01T14:01:11.429321Z", "iopub.status.idle": "2025-05-01T14:01:11.456150Z", "shell.execute_reply": "2025-05-01T14:01:11.455622Z", "shell.execute_reply.started": "2025-05-01T14:01:11.440556Z" } }, "outputs": [], "source": [ "# model_counts = df[df[\"part_of_concat\"]][\"infill_type\"].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%}\")\n", "\n", "# # Calculate the ratio of preferred clips to total clips for each model\n", "# preference_ratio = (\n", "# df[df[\"part_of_concat\"]][\"infill_type\"].value_counts() / clip_df_model_counts\n", "# )\n", "\n", "\n", "# # Print the results in a formatted manner\n", "# print(\"\\n 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_counts[model]\n", "# uncertainty = (ratio * (1 - ratio) / n) ** 0.5\n", "# print(f\"{model:<30} {ratio:.2%} ± {uncertainty:.2%}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Playlists" ] }, { "cell_type": "code", "execution_count": 107, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:01:11.457067Z", "iopub.status.busy": "2025-05-01T14:01:11.456698Z", "iopub.status.idle": "2025-05-01T14:01:17.754656Z", "shell.execute_reply": "2025-05-01T14:01:17.753949Z", "shell.execute_reply.started": "2025-05-01T14:01:11.457053Z" } }, "outputs": [], "source": [ "from snowflake.snowpark.functions import col as snow_col\n", "\n", "playlist_df = (\n", " snow_session.table(\"rds_playlist\")\n", " .select(\"*\")\n", " .filter((snow_col(\"updated_at\") >= cutoff_date))\n", " .collect_nowait()\n", " .result(result_type=\"pandas\")\n", " .rename(columns=lambda x: x.lower())\n", ")" ] }, { "cell_type": "code", "execution_count": 108, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:01:17.755712Z", "iopub.status.busy": "2025-05-01T14:01:17.755415Z", "iopub.status.idle": "2025-05-01T14:01:17.824240Z", "shell.execute_reply": "2025-05-01T14:01:17.823679Z", "shell.execute_reply.started": "2025-05-01T14:01:17.755695Z" } }, "outputs": [ { "data": { "text/plain": [ "0.5776650526477596" ] }, "execution_count": 108, "metadata": {}, "output_type": "execute_result" } ], "source": [ "playlist_df[\"user_id\"].nunique() / playlist_df.shape[0]" ] }, { "cell_type": "code", "execution_count": 109, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:01:17.825064Z", "iopub.status.busy": "2025-05-01T14:01:17.824911Z", "iopub.status.idle": "2025-05-01T14:01:18.160852Z", "shell.execute_reply": "2025-05-01T14:01:18.160158Z", "shell.execute_reply.started": "2025-05-01T14:01:17.825049Z" } }, "outputs": [], "source": [ "playlist_id_to_user_id = playlist_df.set_index(\"id\")[\"user_id\"].to_dict()" ] }, { "cell_type": "code", "execution_count": 110, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:01:18.161708Z", "iopub.status.busy": "2025-05-01T14:01:18.161550Z", "iopub.status.idle": "2025-05-01T14:01:18.563873Z", "shell.execute_reply": "2025-05-01T14:01:18.563208Z", "shell.execute_reply.started": "2025-05-01T14:01:18.161692Z" } }, "outputs": [], "source": [ "playlist_clip_df[\"user_id\"] = playlist_clip_df[\"playlist_id\"].apply(\n", " lambda x: playlist_id_to_user_id.get(x)\n", ")" ] }, { "cell_type": "code", "execution_count": 111, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:01:18.564666Z", "iopub.status.busy": "2025-05-01T14:01:18.564511Z", "iopub.status.idle": "2025-05-01T14:01:18.648275Z", "shell.execute_reply": "2025-05-01T14:01:18.647734Z", "shell.execute_reply.started": "2025-05-01T14:01:18.564651Z" } }, "outputs": [ { "data": { "text/html": [ "
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idrelative_indexupdated_atclip_idplaylist_idupdated_by_idp_datep_hourcreated_session_iduser_id
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86312884291322025-05-01 04:21:48.008837+00:00706272a1-b77c-4f96-994c-dfc98bf9fa8221d56a4b-a093-473d-bbf6-6efdd2664a63NaN2025-02-1620f4f1fc5a971448b2551b048d4f526e89a72ab3dd16a755...None
86412884597632025-05-01 04:21:48.008837+00:00c60f2a58-d903-4941-a931-d8c1a46cb65921d56a4b-a093-473d-bbf6-6efdd2664a63NaN2025-02-1621f4f1fc5a971448b2551b048d4f526e89a72ab3dd16a755...None
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70106 rows × 10 columns

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" ], "text/plain": [ " id relative_index updated_at clip_id playlist_id updated_by_id p_date p_hour created_session_id user_id\n", "825 128871711 57 2025-05-01 01:26:12.994710+00:00 017e50c1-3ef6-4e1f-92ca-299d1f48a91a a115d54d-40fe-4f6f-80ac-5655c9715fcf NaN 2025-02-16 23 4b09dca1c705ed723da9153ca1a1279214880611284ce1... None\n", "860 128843609 169 2025-05-01 04:12:58.093772+00:00 e71b7d3a-5c59-4f7d-a9e5-1b35788f7b45 55c997cd-5426-4c1f-91ba-c920057d72ac NaN 2025-02-16 20 650eedcb17e7f66e465aa4b3aea43b6041a8646ec75e57... None\n", "862 128839328 1 2025-05-01 04:21:48.008837+00:00 ad71cf02-012f-4f68-8f29-049279f0980a 21d56a4b-a093-473d-bbf6-6efdd2664a63 NaN 2025-02-16 20 f4f1fc5a971448b2551b048d4f526e89a72ab3dd16a755... None\n", "863 128842913 2 2025-05-01 04:21:48.008837+00:00 706272a1-b77c-4f96-994c-dfc98bf9fa82 21d56a4b-a093-473d-bbf6-6efdd2664a63 NaN 2025-02-16 20 f4f1fc5a971448b2551b048d4f526e89a72ab3dd16a755... None\n", "864 128845976 3 2025-05-01 04:21:48.008837+00:00 c60f2a58-d903-4941-a931-d8c1a46cb659 21d56a4b-a093-473d-bbf6-6efdd2664a63 NaN 2025-02-16 21 f4f1fc5a971448b2551b048d4f526e89a72ab3dd16a755... None\n", "... ... ... ... ... ... ... ... ... ... ...\n", "1794562 54121719 15 2025-05-01 09:12:42.648757+00:00 cf61a506-dfc4-4c27-be98-c1e521dbb818 245d9623-85aa-4512-8296-aada09fc755e NaN 2024-06-23 19 None None\n", "1794678 54429653 16 2025-05-01 09:12:42.648757+00:00 4fd23cf8-93a1-4cad-b504-b309e487fa20 245d9623-85aa-4512-8296-aada09fc755e NaN 2024-06-25 11 None None\n", "1794820 54748600 46 2025-05-01 09:45:49.135032+00:00 9c447d5e-9afe-45e6-8e02-0a0e0f024e90 39c0d5af-e086-4034-819a-4803dc58b475 NaN 2024-07-03 6 None None\n", "1794826 54763614 47 2025-05-01 09:45:49.135032+00:00 450088db-e65f-4b22-80e3-14cdc9671d2e 39c0d5af-e086-4034-819a-4803dc58b475 NaN 2024-06-27 3 None None\n", "1794828 54767577 25 2025-05-01 07:19:01.937096+00:00 a3ea64ec-0269-4984-b218-4f392dfacd69 8eec4655-ecbd-4baf-8ddc-18010a6adb19 NaN 2024-06-27 4 None None\n", "\n", "[70106 rows x 10 columns]" ] }, "execution_count": 111, "metadata": {}, "output_type": "execute_result" } ], "source": [ "playlist_clip_df[playlist_clip_df[\"user_id\"].isna()]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Other ppl's clip in playlists" ] }, { "cell_type": "code", "execution_count": 112, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:01:18.649198Z", "iopub.status.busy": "2025-05-01T14:01:18.648876Z", "iopub.status.idle": "2025-05-01T14:01:18.997118Z", "shell.execute_reply": "2025-05-01T14:01:18.996450Z", "shell.execute_reply.started": "2025-05-01T14:01:18.649181Z" } }, "outputs": [], "source": [ "unique_clips_in_playlist = playlist_clip_df[\"clip_id\"].unique()" ] }, { "cell_type": "code", "execution_count": 113, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:01:18.997958Z", "iopub.status.busy": "2025-05-01T14:01:18.997801Z", "iopub.status.idle": "2025-05-01T14:01:34.728171Z", "shell.execute_reply": "2025-05-01T14:01:34.727459Z", "shell.execute_reply.started": "2025-05-01T14:01:18.997944Z" } }, "outputs": [], "source": [ "total_clip_id_to_user_id = (\n", " total_clip_df[total_clip_df[\"id\"].isin(unique_clips_in_playlist)]\n", " .set_index(\"s3_id\")[\"user_id\"]\n", " .to_dict()\n", ")" ] }, { "cell_type": "code", "execution_count": 114, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:01:34.729211Z", "iopub.status.busy": "2025-05-01T14:01:34.728898Z", "iopub.status.idle": "2025-05-01T14:01:35.410850Z", "shell.execute_reply": "2025-05-01T14:01:35.410190Z", "shell.execute_reply.started": "2025-05-01T14:01:34.729194Z" } }, "outputs": [], "source": [ "playlist_clip_df[\"clip_user_id\"] = playlist_clip_df[\"clip_id\"].apply(\n", " lambda x: total_clip_id_to_user_id.get(x)\n", ")" ] }, { "cell_type": "code", "execution_count": 115, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:01:35.411768Z", "iopub.status.busy": "2025-05-01T14:01:35.411522Z", "iopub.status.idle": "2025-05-01T14:01:35.438355Z", "shell.execute_reply": "2025-05-01T14:01:35.437833Z", "shell.execute_reply.started": "2025-05-01T14:01:35.411753Z" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " id relative_index updated_at clip_id playlist_id updated_by_id p_date p_hour created_session_id user_id clip_user_id\n", "0 128828216 48 2025-04-20 08:55:08.281936+00:00 a22d51ca-1b80-49c1-906b-53f9d7f5f702 bc31dcf5-dd3c-4279-a7ee-6f5a9f137673 NaN 2025-02-16 19 493add063e8ee8167f7337cff89e51fcd4c041bbaf08e4... 6039905 NaN\n", "1 128828791 31 2025-04-29 10:13:41.627754+00:00 dde30e14-d6a3-4b04-a8d3-566baf8d8d6b dfa9247a-9b73-4eea-8925-de68fba39d08 NaN 2025-02-16 19 63b2d69970a1a42a287cf58818cccfb0941a61281f462e... 25149297 NaN\n", "2 128828925 11 2025-04-22 23:13:08.170898+00:00 7cc8736e-2034-4436-ad01-fbd3b305b192 cd881176-d38c-4631-a0cf-269ea3a5820e NaN 2025-02-16 19 68b77aab5100b1e15a3c11c029b23e0d7189db2b03012e... 11670084 NaN\n", "3 128829036 49 2025-04-20 08:55:08.281936+00:00 1ed495e7-2de2-4398-99a0-9fe3ad158d8a bc31dcf5-dd3c-4279-a7ee-6f5a9f137673 NaN 2025-02-16 19 493add063e8ee8167f7337cff89e51fcd4c041bbaf08e4... 6039905 NaN\n", "4 128829352 5 2025-04-26 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bea0ef75-8216-4f3f-9572-1534b0d14b4a NaN 2024-10-24 9 None 19809166 NaN\n", "\n", "[1794850 rows x 11 columns]" ] }, "execution_count": 115, "metadata": {}, "output_type": "execute_result" } ], "source": [ "playlist_clip_df" ] }, { "cell_type": "code", "execution_count": 116, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:01:35.439196Z", "iopub.status.busy": "2025-05-01T14:01:35.438906Z", "iopub.status.idle": "2025-05-01T14:01:35.455798Z", "shell.execute_reply": "2025-05-01T14:01:35.455282Z", "shell.execute_reply.started": "2025-05-01T14:01:35.439180Z" } }, "outputs": [], "source": [ "# v4_users = clip_df[clip_df[\"model_name\"].str.contains(\"v4\")][\"user_id\"].unique()" ] }, { "cell_type": "code", "execution_count": 117, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:01:35.456751Z", "iopub.status.busy": "2025-05-01T14:01:35.456361Z", "iopub.status.idle": "2025-05-01T14:01:35.471764Z", "shell.execute_reply": "2025-05-01T14:01:35.471247Z", "shell.execute_reply.started": "2025-05-01T14:01:35.456735Z" } }, "outputs": [], "source": [ "# discord_info_df[discord_info_df[\"user_id\"].isin(v4_users)][[\"user_id\", \"subscription_status\", \"extra_credits_balance\", \"display_name\", \"handle\"]]" ] }, { "cell_type": "code", "execution_count": 118, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:01:35.472707Z", "iopub.status.busy": "2025-05-01T14:01:35.472343Z", "iopub.status.idle": "2025-05-01T14:01:35.487575Z", "shell.execute_reply": "2025-05-01T14:01:35.487064Z", "shell.execute_reply.started": "2025-05-01T14:01:35.472692Z" } }, "outputs": [], "source": [ "# bad_ids_dict = run_bot_detection(\n", "# total_clip_df,\n", "# reaction_df,\n", "# write_to_file=False,\n", "# cut_off_freq=0.5,\n", "# min_generations_for_no_reaction=10,\n", "# return_bad_user_ids=True\n", "# )" ] }, { "cell_type": "code", "execution_count": 119, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:01:35.488488Z", "iopub.status.busy": "2025-05-01T14:01:35.488132Z", "iopub.status.idle": "2025-05-01T14:01:35.503243Z", "shell.execute_reply": "2025-05-01T14:01:35.502732Z", "shell.execute_reply.started": "2025-05-01T14:01:35.488473Z" } }, "outputs": [], "source": [ "# print(len(bad_ids_dict[\"bad_pro_user_ids\"]))\n", "# print(len(pro_users))\n", "# good_pro_users = set(pro_users).difference(bad_ids_dict[\"bad_pro_user_ids\"])\n", "# print(len(good_pro_users))\n", "# with open(\"/home/tony/Work/good_pro_user_2024_11_22.json\", \"w\") as fp:\n", "# json.dump([int(x) for x in sorted(good_pro_users)], fp)" ] }, { "cell_type": "code", "execution_count": 120, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:01:35.504170Z", "iopub.status.busy": "2025-05-01T14:01:35.503806Z", "iopub.status.idle": "2025-05-01T14:01:35.518880Z", "shell.execute_reply": "2025-05-01T14:01:35.518373Z", "shell.execute_reply.started": "2025-05-01T14:01:35.504155Z" } }, "outputs": [], "source": [ "# selected_indices = total_clip_df[\"prompt_text\"].apply(lambda x: bool(re.search(r'Wir ziehen durch die Straßen und die Clubs dieser', str(x), re.IGNORECASE)))" ] }, { "cell_type": "code", "execution_count": 121, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:01:35.519810Z", "iopub.status.busy": "2025-05-01T14:01:35.519453Z", "iopub.status.idle": "2025-05-01T14:02:37.562569Z", "shell.execute_reply": "2025-05-01T14:02:37.561870Z", "shell.execute_reply.started": "2025-05-01T14:01:35.519795Z" } }, "outputs": [], "source": [ "final_interesting_clips[\"model_name\"] = final_interesting_clips.apply(\n", " lambda row: modify_model_name(row[\"model_name\"], row[\"metadata\"]), axis=1\n", ")" ] }, { "cell_type": "code", "execution_count": 122, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:02:37.563480Z", "iopub.status.busy": "2025-05-01T14:02:37.563317Z", "iopub.status.idle": "2025-05-01T14:02:38.797749Z", "shell.execute_reply": "2025-05-01T14:02:38.797157Z", "shell.execute_reply.started": "2025-05-01T14:02:37.563464Z" } }, "outputs": [], "source": [ "# requests_with_vol = final_interesting_clips[final_interesting_clips[\"model_name\"].str.contains(\"chirp-v4-h-s-32-u-4-6\")][\"request_id\"].unique()\n", "# print(len(requests_with_vol))\n", "# vol_final_interesting_clips = final_interesting_clips[final_interesting_clips[\"request_id\"].isin(requests_with_vol)].copy()\n", "# get_preference_counts(\n", "# vol_final_interesting_clips,\n", "# title_name=\"subset test\",\n", "# )\n", "# # vol_final_interesting_clips.to_pickle(\n", "# # \"/home/tony/Data/Preference/13b_v32/interesting_clips_exp_20250219_full.pkl\",\n", "# # )\n", "# print(\"vol exps\", vol_final_interesting_clips.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## find a song with matching lyrics" ] }, { "cell_type": "code", "execution_count": 123, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:02:38.798694Z", "iopub.status.busy": "2025-05-01T14:02:38.798377Z", "iopub.status.idle": "2025-05-01T14:02:38.816601Z", "shell.execute_reply": "2025-05-01T14:02:38.816053Z", "shell.execute_reply.started": "2025-05-01T14:02:38.798678Z" } }, "outputs": [], "source": [ "# # takes ~ 3 mins\n", "# lyrics_session_query = snow_session.sql(\n", "# f\"\"\"select *\n", "# from CLIP\n", "# where REGEXP_LIKE(prompt_text, 'kwaśna.*')\n", "# \"\"\"\n", "# )\n", "# lyrics_matched_df = pd.DataFrame(lyrics_session_query.collect())\n", "# print(lyrics_matched_df.shape)" ] }, { "cell_type": "code", "execution_count": 124, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:02:38.817529Z", "iopub.status.busy": "2025-05-01T14:02:38.817224Z", "iopub.status.idle": "2025-05-01T14:02:38.833095Z", "shell.execute_reply": "2025-05-01T14:02:38.832565Z", "shell.execute_reply.started": "2025-05-01T14:02:38.817513Z" } }, "outputs": [], "source": [ "# lyrics_matched_df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Find a specific user's creations" ] }, { "cell_type": "code", "execution_count": 125, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:02:38.834045Z", "iopub.status.busy": "2025-05-01T14:02:38.833665Z", "iopub.status.idle": "2025-05-01T14:02:38.849053Z", "shell.execute_reply": "2025-05-01T14:02:38.848531Z", "shell.execute_reply.started": "2025-05-01T14:02:38.834030Z" } }, "outputs": [], "source": [ "# user_session_query = snow_session.sql(\n", "# f\"\"\"select *\n", "# from CLIP\n", "# where user_id=62804651\n", "# \"\"\"\n", "# )\n", "# user_matched_df = pd.DataFrame(user_session_query.collect())\n", "# print(user_matched_df.shape)\n", "# # user_matched_df.to_csv(\"/home/tony/Data/for_minz_20250202.csv\")" ] }, { "cell_type": "code", "execution_count": 126, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:02:38.849986Z", "iopub.status.busy": "2025-05-01T14:02:38.849613Z", "iopub.status.idle": "2025-05-01T14:03:01.037501Z", "shell.execute_reply": "2025-05-01T14:03:01.036792Z", "shell.execute_reply.started": "2025-05-01T14:02:38.849971Z" } }, "outputs": [], "source": [ "final_interesting_clips = user_intersting_clips[\n", " user_intersting_clips[\"request_id\"].isin(final_good_enough_requests)\n", "].copy()" ] }, { "cell_type": "code", "execution_count": 127, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:03:01.038522Z", "iopub.status.busy": "2025-05-01T14:03:01.038226Z", "iopub.status.idle": "2025-05-01T14:03:24.960693Z", "shell.execute_reply": "2025-05-01T14:03:24.960021Z", "shell.execute_reply.started": "2025-05-01T14:03:01.038506Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "len pos models: 3459273\n", "differing counts: 40537\n", "chirp-auk-infill_win_over_chirp-auk-infill, win ratio 1.000, (1.000, 1.000), counts 23, total 23.\n", "chirp-auk-t1_win_over_chirp-auk-t1, win ratio 1.000, (1.000, 1.000), counts 1049, total 1049.\n", "chirp-auk_win_over_chirp-auk, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-auk_win_over_chirp-auk-t1, win ratio 1.000, (1.000, 1.000), counts 3, total 3.\n", "chirp-v3p5-engine-b-tau_win_over_chirp-v3p5-engine-b-tau, win ratio 1.000, (1.000, 1.000), counts 376, total 376.\n", "chirp-v3p5-engine-b_win_over_chirp-v3p5-engine-b, win ratio 1.000, (1.000, 1.000), counts 4035, total 4035.\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, (1.000, 1.000), counts 920659, total 920659.\n", "chirp-v3p5-engine-short_win_over_chirp-v3p5-engine-short, win ratio 1.000, (1.000, 1.000), counts 1293, total 1293.\n", "chirp-v3p5-engine-t-6_win_over_chirp-v3p5-engine-t-6, win ratio 1.000, (1.000, 1.000), counts 26978, total 26978.\n", "chirp-v3p5-engine-upload-4_win_over_chirp-v3p5-engine-upload-4, win ratio 1.000, (1.000, 1.000), counts 41555, total 41555.\n", "chirp-v4-6b-t-09_win_over_chirp-v4-6b-t-09, win ratio 1.000, (1.000, 1.000), counts 1926, total 1926.\n", "chirp-v4-6b-t-09_win_over_chirp-v4-6b-t-21, win ratio 0.460, (0.447, 0.472), counts 2619, total 5699.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-09, win ratio 0.540, (0.528, 0.553), counts 3080, total 5699.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-21, win ratio 1.000, (1.000, 1.000), counts 844, total 844.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-22, win ratio 0.492, (0.477, 0.507), counts 2061, total 4187.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-23, win ratio 0.469, (0.455, 0.484), counts 2108, total 4493.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-24, win ratio 0.468, (0.452, 0.484), counts 1796, total 3838.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-25, win ratio 0.484, (0.465, 0.502), counts 1339, total 2768.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-26, win ratio 0.487, (0.472, 0.503), counts 1985, total 4073.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-27, win ratio 0.490, (0.470, 0.509), counts 1199, total 2449.\n", "chirp-v4-6b-t-21_win_over_chirp-v4-6b-t-28, win ratio 0.484, (0.469, 0.498), counts 2170, total 4487.\n", "chirp-v4-6b-t-22_win_over_chirp-v4-6b-t-21, win ratio 0.508, (0.493, 0.523), counts 2126, total 4187.\n", "chirp-v4-6b-t-23_win_over_chirp-v4-6b-t-21, win ratio 0.531, (0.516, 0.545), counts 2385, total 4493.\n", "chirp-v4-6b-t-24_win_over_chirp-v4-6b-t-21, win ratio 0.532, (0.516, 0.548), counts 2042, total 3838.\n", "chirp-v4-6b-t-24_win_over_chirp-v4-6b-t-24, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "chirp-v4-6b-t-25_win_over_chirp-v4-6b-t-21, win ratio 0.516, (0.498, 0.535), counts 1429, total 2768.\n", "chirp-v4-6b-t-25_win_over_chirp-v4-6b-t-25, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "chirp-v4-6b-t-26_win_over_chirp-v4-6b-t-21, win ratio 0.513, (0.497, 0.528), counts 2088, total 4073.\n", "chirp-v4-6b-t-26_win_over_chirp-v4-6b-t-26, win ratio 1.000, (1.000, 1.000), counts 4, total 4.\n", "chirp-v4-6b-t-27_win_over_chirp-v4-6b-t-21, win ratio 0.510, (0.491, 0.530), counts 1250, total 2449.\n", "chirp-v4-6b-t-27_win_over_chirp-v4-6b-t-27, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-6b-t-28_win_over_chirp-v4-6b-t-21, win ratio 0.516, (0.502, 0.531), counts 2317, total 4487.\n", "chirp-v4-6b-t-28_win_over_chirp-v4-6b-t-28, win ratio 1.000, (1.000, 1.000), counts 3547, total 3547.\n", "chirp-v4-engine-b-tau_win_over_chirp-v4-engine-b-tau, win ratio 1.000, (1.000, 1.000), counts 3179, total 3179.\n", "chirp-v4-engine-b_win_over_chirp-v4-engine-b, win ratio 1.000, (1.000, 1.000), counts 18322, total 18322.\n", "chirp-v4-h-s-32-tech-bct_win_over_chirp-v4-h-s-32, win ratio 0.513, (0.491, 0.534), counts 1070, total 2087.\n", "chirp-v4-h-s-32-tech-bct_win_over_chirp-v4-h-s-32-tech-bct, win ratio 1.000, (1.000, 1.000), counts 3, total 3.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32, win ratio 1.000, (1.000, 1.000), counts 1906457, total 1906457.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32-tech-bct, win ratio 0.487, (0.466, 0.509), counts 1017, total 2087.\n", "chirp-v4-h-t-6-c-35_win_over_chirp-v4-h-t-6, win ratio 0.499, (0.474, 0.524), counts 756, total 1516.\n", "chirp-v4-h-t-6_win_over_chirp-v4-h-t-6, win ratio 1.000, (1.000, 1.000), counts 366452, total 366452.\n", "chirp-v4-h-t-6_win_over_chirp-v4-h-t-6-c-35, win ratio 0.501, (0.476, 0.526), counts 760, total 1516.\n", "chirp-v4-up-u-7_win_over_chirp-v4-up-u-7, win ratio 1.000, (1.000, 1.000), counts 81267, total 81267.\n", "chirp-v4-up-u-7_win_over_chirp-v4-up-u-d-2-i-1, win ratio 0.601, (0.562, 0.639), counts 376, total 626.\n", "chirp-v4-up-u-d-2-1-6_win_over_chirp-v4-up-u-7, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-up-u-d-2-1-6_win_over_chirp-v4-up-u-d-2-i-0, win ratio 0.579, (0.554, 0.605), counts 810, total 1398.\n", "chirp-v4-up-u-d-2-2_win_over_chirp-v4-up-u-d-2-2, win ratio 1.000, (1.000, 1.000), counts 31907, total 31907.\n", "chirp-v4-up-u-d-2-2_win_over_chirp-v4-up-u-d-2-i-1, win ratio 0.550, (0.506, 0.594), counts 275, total 500.\n", "chirp-v4-up-u-d-2-2_win_over_chirp-v4-up-u-d-2-i-2, win ratio 0.514, (0.480, 0.548), counts 425, total 827.\n", "chirp-v4-up-u-d-2-2_win_over_chirp-v4-up-u-d-2-i-3, win ratio 0.639, (0.597, 0.680), counts 327, total 512.\n", "chirp-v4-up-u-d-2-3-1_win_over_chirp-v4-up-u-d-2-3, win ratio 0.498, (0.468, 0.528), counts 534, total 1073.\n", "chirp-v4-up-u-d-2-3_win_over_chirp-v4-up-u-d-2-3, win ratio 1.000, (1.000, 1.000), counts 8789, total 8789.\n", "chirp-v4-up-u-d-2-3_win_over_chirp-v4-up-u-d-2-3-1, win ratio 0.502, (0.472, 0.532), counts 539, total 1073.\n", "chirp-v4-up-u-d-2-i-0_win_over_chirp-v4-up-u-d-2-1-6, win ratio 0.421, (0.395, 0.446), counts 588, total 1398.\n", "chirp-v4-up-u-d-2-i-0_win_over_chirp-v4-up-u-d-2-i-0, win ratio 1.000, (1.000, 1.000), counts 55, total 55.\n", "chirp-v4-up-u-d-2-i-1_win_over_chirp-v4-up-u-7, win ratio 0.399, (0.361, 0.438), counts 250, total 626.\n", "chirp-v4-up-u-d-2-i-1_win_over_chirp-v4-up-u-d-2-2, win ratio 0.450, (0.406, 0.494), counts 225, total 500.\n", "chirp-v4-up-u-d-2-i-1_win_over_chirp-v4-up-u-d-2-i-1, win ratio 1.000, (1.000, 1.000), counts 6, total 6.\n", "chirp-v4-up-u-d-2-i-2_win_over_chirp-v4-up-u-d-2-2, win ratio 0.486, (0.452, 0.520), counts 402, total 827.\n", "chirp-v4-up-u-d-2-i-2_win_over_chirp-v4-up-u-d-2-i-2, win ratio 1.000, (1.000, 1.000), counts 3, total 3.\n", "chirp-v4-up-u-d-2-i-3_win_over_chirp-v4-up-u-d-2-2, win ratio 0.361, (0.320, 0.403), counts 185, total 512.\n", "chirp-v4-up-u-d-2-i-3_win_over_chirp-v4-up-u-d-2-i-3, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "tournament players: ['chirp-auk', 'chirp-auk-t1', 'chirp-v4-6b-t-09', 'chirp-v4-6b-t-21', 'chirp-v4-6b-t-22', 'chirp-v4-6b-t-23', 'chirp-v4-6b-t-24', 'chirp-v4-6b-t-25', 'chirp-v4-6b-t-26', 'chirp-v4-6b-t-27', 'chirp-v4-6b-t-28', 'chirp-v4-h-s-32', 'chirp-v4-h-s-32-tech-bct', 'chirp-v4-h-t-6', 'chirp-v4-h-t-6-c-35', 'chirp-v4-up-u-7', 'chirp-v4-up-u-d-2-1-6', 'chirp-v4-up-u-d-2-2', 'chirp-v4-up-u-d-2-3', 'chirp-v4-up-u-d-2-3-1', 'chirp-v4-up-u-d-2-i-0', 'chirp-v4-up-u-d-2-i-1', 'chirp-v4-up-u-d-2-i-2', 'chirp-v4-up-u-d-2-i-3']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1000/1000 [00:05<00:00, 175.66it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ELOs\n", "chirp-auk: 1019.5, (1000, 12449)\n", "chirp-auk-t1: 980.6, (-10385, 1000)\n", "chirp-v4-6b-t-09: 965.5, (957, 974)\n", "chirp-v4-6b-t-21: 993.4, (990, 997)\n", "chirp-v4-6b-t-22: 998.8, (989, 1009)\n", "chirp-v4-6b-t-23: 1014.7, (1005, 1024)\n", "chirp-v4-6b-t-24: 1015.5, (1005, 1026)\n", "chirp-v4-6b-t-25: 1004.6, (993, 1017)\n", "chirp-v4-6b-t-26: 1002.2, (992, 1012)\n", "chirp-v4-6b-t-27: 1000.6, (988, 1014)\n", "chirp-v4-6b-t-28: 1004.7, (995, 1014)\n", "chirp-v4-h-s-32: 995.7, (988, 1003)\n", "chirp-v4-h-s-32-tech-bct: 1004.4, (997, 1012)\n", "chirp-v4-h-t-6: 1000.5, (991, 1009)\n", "chirp-v4-h-t-6-c-35: 999.6, (991, 1009)\n", "chirp-v4-up-u-7: 1049.1, (487, 1082)\n", "chirp-v4-up-u-d-2-1-6: 1031.0, (1020, 2447)\n", "chirp-v4-up-u-d-2-2: 1021.0, (452, 1032)\n", "chirp-v4-up-u-d-2-3: 1000.8, (991, 1011)\n", "chirp-v4-up-u-d-2-3-1: 999.2, (990, 1010)\n", "chirp-v4-up-u-d-2-i-0: 976.2, (965, 2397)\n", "chirp-v4-up-u-d-2-i-1: 982.6, (416, 1003)\n", "chirp-v4-up-u-d-2-i-2: 1010.8, (441, 1031)\n", "chirp-v4-up-u-d-2-i-3: 928.9, (348, 943)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "get_preference_counts(\n", " final_interesting_clips,\n", " title_name=\"subset test\",\n", ")" ] }, { "cell_type": "code", "execution_count": 128, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:03:24.961529Z", "iopub.status.busy": "2025-05-01T14:03:24.961356Z", "iopub.status.idle": "2025-05-01T14:03:26.926542Z", "shell.execute_reply": "2025-05-01T14:03:26.926069Z", "shell.execute_reply.started": "2025-05-01T14:03:24.961512Z" } }, "outputs": [ { "data": { "text/plain": [ "model_name\n", "chirp-v4-h-s-32 27347650\n", "chirp-v3p5-engine-s-8 14837763\n", "chirp-v4-h-t-6 4663942\n", "chirp-v3p5-engine-upload-4 865635\n", "chirp-v4-up-u-7 671853\n", "chirp-v3p5-engine-t-6 406027\n", "chirp-v4-engine-b 372496\n", "chirp-v4-up-u-d-2-2 308442\n", "chirp-v4-6b-t-21 173603\n", "chirp-v3-engine-i 164122\n", "chirp-v4-up-u-d-2-3 100939\n", "chirp-v3p5-engine-b 86291\n", "chirp-v2-xxl-alpha 66027\n", "chirp-v4-6b-t-28 61187\n", "chirp-v4-engine-b-tau 51325\n", "chirp-v4-6b-t-09 47421\n", "chirp-v3p5-engine-short 31310\n", "chirp-v4-6b-t-23 23693\n", "chirp-auk-t1 21582\n", "chirp-v4-6b-t-26 21292\n", "chirp-v4-6b-t-22 21239\n", "chirp-v4-6b-t-24 19956\n", "chirp-v4-h-s-32-tech-bct 15627\n", "chirp-v4-6b-t-25 14266\n", "chirp-v4-6b-t-27 12661\n", "chirp-v4-up-u-d-2-i-0 6823\n", "chirp-v4-h-t-6-c-35 6362\n", "chirp-v4-up-u-d-2-1-6 6340\n", "chirp-v4-up-u-d-2-3-1 5187\n", "chirp-v3p5-engine-b-tau 5019\n", "chirp-v4-up-u-d-2-i-1 4849\n", "chirp-v4-up-u-d-2-i-2 3774\n", "chirp-v4-up-u-d-2-i-3 2577\n", "chirp-stem-v0 1411\n", "chirp-ahi-up-1 1134\n", "chirp-auk-infill 274\n", "chirp-auk 71\n", "chirp-v4-h-api 14\n", "chirp-ahi 6\n", "chirp-v4-0 1\n", "Name: count, dtype: int64" ] }, "execution_count": 128, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clip_df[\"model_name\"].value_counts()" ] }, { "cell_type": "code", "execution_count": 129, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:03:26.927256Z", "iopub.status.busy": "2025-05-01T14:03:26.927108Z", "iopub.status.idle": "2025-05-01T14:04:21.397024Z", "shell.execute_reply": "2025-05-01T14:04:21.396436Z", "shell.execute_reply.started": "2025-05-01T14:03:26.927241Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Total clips: 50450191\n", "Date and hour with most clips: 2025-04-23 15:00 (123190 clips)\n", "Date and hour with highest like rate: 2025-04-20 06:00 (9.52%)\n" ] } ], "source": [ "# Ensure we have datetime columns\n", "if (\n", " \"created_at\" not in clip_df.columns\n", " and \"p_date\" in clip_df.columns\n", " and \"p_hour\" in clip_df.columns\n", "):\n", " # Create a datetime from p_date and p_hour if created_at is not available\n", " clip_df[\"datetime\"] = pd.to_datetime(clip_df[\"p_date\"]) + pd.to_timedelta(\n", " clip_df[\"p_hour\"], unit=\"h\"\n", " )\n", "else:\n", " clip_df[\"datetime\"] = pd.to_datetime(clip_df[\"created_at\"])\n", "\n", "# Extract date and hour for grouping\n", "clip_df[\"date\"] = clip_df[\"datetime\"].dt.date\n", "clip_df[\"hour\"] = clip_df[\"datetime\"].dt.hour\n", "\n", "model_mask = clip_df[\"model_name\"].str.contains(\"chirp-v4-h-s-32\")\n", "# Group by date and hour and count clips\n", "date_hour_counts = clip_df[model_mask].groupby([\"date\", \"hour\"]).size()\n", "\n", "# Calculate like rate per date and hour if we have like information\n", "if \"upvote_count\" in clip_df.columns:\n", " date_hour_likes = (\n", " clip_df[model_mask].groupby([\"date\", \"hour\"])[\"upvote_count\"].mean()\n", " )\n", "else:\n", " # If we don't have direct like information, create a placeholder\n", " date_hour_likes = pd.Series(0, index=date_hour_counts.index)\n", " print(\"No like information found in the dataframe\")\n", "\n", "# Create a figure with a single plot that has two y-axes\n", "fig, ax1 = plt.subplots(figsize=(14, 10))\n", "\n", "# Create x-axis positions for the bars\n", "date_hour_index = date_hour_counts.index.tolist()\n", "x = np.arange(len(date_hour_index))\n", "\n", "# Plot number of clips per date and hour (bars)\n", "bars = ax1.bar(x, date_hour_counts.values, color=\"skyblue\", alpha=0.7)\n", "ax1.set_xlabel(\"Date and Hour\")\n", "ax1.set_ylabel(\"Number of Clips\", color=\"blue\")\n", "ax1.tick_params(axis=\"y\", labelcolor=\"blue\")\n", "\n", "# Set x-axis ticks and labels\n", "# Only show a subset of ticks for readability\n", "tick_step = max(1, len(date_hour_index) // 20) # Show at most 20 ticks\n", "tick_positions = [i for i in range(0, len(date_hour_index), tick_step)]\n", "tick_labels = [\n", " f\"{date_hour_index[i][0].strftime('%Y-%m-%d')} {date_hour_index[i][1]:02d}:00\"\n", " for i in tick_positions\n", "]\n", "ax1.set_xticks(tick_positions)\n", "ax1.set_xticklabels(tick_labels, rotation=45, ha=\"right\")\n", "ax1.grid(axis=\"y\", linestyle=\"--\", alpha=0.3)\n", "\n", "# Add vertical lines to separate dates\n", "unique_dates = sorted(list(set([idx[0] for idx in date_hour_index])))\n", "date_boundaries = [0]\n", "for i in range(1, len(unique_dates)):\n", " # Find the first index where the date changes\n", " for j, (date, _) in enumerate(date_hour_index):\n", " if date == unique_dates[i]:\n", " date_boundaries.append(j - 0.5)\n", " break\n", "\n", "# Draw vertical lines at date boundaries\n", "for boundary in date_boundaries[1:]: # Skip the first boundary (0)\n", " ax1.axvline(x=boundary, color=\"gray\", linestyle=\"-\", alpha=0.3)\n", "\n", "# Create a second y-axis for like rate\n", "ax2 = ax1.twinx()\n", "line = ax2.plot(\n", " x,\n", " date_hour_likes.values,\n", " color=\"red\",\n", " marker=\"o\",\n", " linestyle=\"-\",\n", " linewidth=2,\n", " markersize=4,\n", ")\n", "ax2.set_ylabel(\"Like Rate\", color=\"red\")\n", "ax2.tick_params(axis=\"y\", labelcolor=\"red\")\n", "max_like_rate = date_hour_likes.max() if not date_hour_likes.empty else 0\n", "ax2.set_ylim(0, max_like_rate * 1.1 if max_like_rate > 0 else 1)\n", "\n", "# Add title and adjust layout\n", "plt.title(\n", " \"Clip Generation Count and Like Rate by Date and Hour, model: chirp-v4-h-s-32\",\n", " fontsize=14,\n", ")\n", "fig.tight_layout()\n", "plt.show()\n", "\n", "# Print some statistics\n", "print(f\"Total clips: {len(clip_df)}\")\n", "if not date_hour_counts.empty:\n", " max_count_idx = date_hour_counts.idxmax()\n", " max_date, max_hour = max_count_idx\n", " print(\n", " f\"Date and hour with most clips: {max_date.strftime('%Y-%m-%d')} {max_hour:02d}:00 ({date_hour_counts.max()} clips)\"\n", " )\n", "if not date_hour_likes.empty and date_hour_likes.max() > 0:\n", " max_like_idx = date_hour_likes.idxmax()\n", " max_like_date, max_like_hour = max_like_idx\n", " print(\n", " f\"Date and hour with highest like rate: {max_like_date.strftime('%Y-%m-%d')} {max_like_hour:02d}:00 ({date_hour_likes.max():.2%})\"\n", " )" ] }, { "cell_type": "code", "execution_count": 130, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:04:21.397860Z", "iopub.status.busy": "2025-05-01T14:04:21.397695Z", "iopub.status.idle": "2025-05-01T14:04:59.832262Z", "shell.execute_reply": "2025-05-01T14:04:59.831670Z", "shell.execute_reply.started": "2025-05-01T14:04:21.397843Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Total clips: 50450191\n", "Date and hour with most clips: 2025-04-21 15:00 (64863 clips)\n", "Date and hour with highest like rate: 2025-04-23 09:00 (14.96%)\n" ] } ], "source": [ "# Ensure we have datetime columns\n", "if (\n", " \"created_at\" not in clip_df.columns\n", " and \"p_date\" in clip_df.columns\n", " and \"p_hour\" in clip_df.columns\n", "):\n", " # Create a datetime from p_date and p_hour if created_at is not available\n", " clip_df[\"datetime\"] = pd.to_datetime(clip_df[\"p_date\"]) + pd.to_timedelta(\n", " clip_df[\"p_hour\"], unit=\"h\"\n", " )\n", "else:\n", " clip_df[\"datetime\"] = pd.to_datetime(clip_df[\"created_at\"])\n", "\n", "# Extract date and hour for grouping\n", "clip_df[\"date\"] = clip_df[\"datetime\"].dt.date\n", "clip_df[\"hour\"] = clip_df[\"datetime\"].dt.hour\n", "\n", "model_mask = clip_df[\"model_name\"].str.contains(\"chirp-v3p5-engine-s-8\")\n", "# Group by date and hour and count clips\n", "date_hour_counts = clip_df[model_mask].groupby([\"date\", \"hour\"]).size()\n", "\n", "# Calculate like rate per date and hour if we have like information\n", "if \"has_action\" in clip_df.columns:\n", " date_hour_likes = clip_df[model_mask].groupby([\"date\", \"hour\"])[\"has_action\"].mean()\n", "else:\n", " # If we don't have direct like information, create a placeholder\n", " date_hour_likes = pd.Series(0, index=date_hour_counts.index)\n", " print(\"No like information found in the dataframe\")\n", "\n", "# Create a figure with a single plot that has two y-axes\n", "fig, ax1 = plt.subplots(figsize=(14, 10))\n", "\n", "# Create x-axis positions for the bars\n", "date_hour_index = date_hour_counts.index.tolist()\n", "x = np.arange(len(date_hour_index))\n", "\n", "# Plot number of clips per date and hour (bars)\n", "bars = ax1.bar(x, date_hour_counts.values, color=\"skyblue\", alpha=0.7)\n", "ax1.set_xlabel(\"Date and Hour\")\n", "ax1.set_ylabel(\"Number of Clips\", color=\"blue\")\n", "ax1.tick_params(axis=\"y\", labelcolor=\"blue\")\n", "\n", "# Set x-axis ticks and labels\n", "# Only show a subset of ticks for readability\n", "tick_step = max(1, len(date_hour_index) // 20) # Show at most 20 ticks\n", "tick_positions = [i for i in range(0, len(date_hour_index), tick_step)]\n", "tick_labels = [\n", " f\"{date_hour_index[i][0].strftime('%Y-%m-%d')} {date_hour_index[i][1]:02d}:00\"\n", " for i in tick_positions\n", "]\n", "ax1.set_xticks(tick_positions)\n", "ax1.set_xticklabels(tick_labels, rotation=45, ha=\"right\")\n", "ax1.grid(axis=\"y\", linestyle=\"--\", alpha=0.3)\n", "\n", "# Add vertical lines to separate dates\n", "unique_dates = sorted(list(set([idx[0] for idx in date_hour_index])))\n", "date_boundaries = [0]\n", "for i in range(1, len(unique_dates)):\n", " # Find the first index where the date changes\n", " for j, (date, _) in enumerate(date_hour_index):\n", " if date == unique_dates[i]:\n", " date_boundaries.append(j - 0.5)\n", " break\n", "\n", "# Draw vertical lines at date boundaries\n", "for boundary in date_boundaries[1:]: # Skip the first boundary (0)\n", " ax1.axvline(x=boundary, color=\"gray\", linestyle=\"-\", alpha=0.3)\n", "\n", "# Create a second y-axis for like rate\n", "ax2 = ax1.twinx()\n", "line = ax2.plot(\n", " x,\n", " date_hour_likes.values,\n", " color=\"red\",\n", " marker=\"o\",\n", " linestyle=\"-\",\n", " linewidth=2,\n", " markersize=4,\n", ")\n", "ax2.set_ylabel(\"Like Rate\", color=\"red\")\n", "ax2.tick_params(axis=\"y\", labelcolor=\"red\")\n", "max_like_rate = date_hour_likes.max() if not date_hour_likes.empty else 0\n", "ax2.set_ylim(0, max_like_rate * 1.1 if max_like_rate > 0 else 1)\n", "\n", "# Add title and adjust layout\n", "plt.title(\n", " \"Clip Generation Count and Like Rate by Date and Hour, model: chirp-v3p5-engine-s-8\",\n", " fontsize=14,\n", ")\n", "fig.tight_layout()\n", "plt.show()\n", "\n", "# Print some statistics\n", "print(f\"Total clips: {len(clip_df)}\")\n", "if not date_hour_counts.empty:\n", " max_count_idx = date_hour_counts.idxmax()\n", " max_date, max_hour = max_count_idx\n", " print(\n", " f\"Date and hour with most clips: {max_date.strftime('%Y-%m-%d')} {max_hour:02d}:00 ({date_hour_counts.max()} clips)\"\n", " )\n", "if not date_hour_likes.empty and date_hour_likes.max() > 0:\n", " max_like_idx = date_hour_likes.idxmax()\n", " max_like_date, max_like_hour = max_like_idx\n", " print(\n", " f\"Date and hour with highest like rate: {max_like_date.strftime('%Y-%m-%d')} {max_like_hour:02d}:00 ({date_hour_likes.max():.2%})\"\n", " )" ] }, { "cell_type": "code", "execution_count": 131, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:04:59.833094Z", "iopub.status.busy": "2025-05-01T14:04:59.832925Z", "iopub.status.idle": "2025-05-01T14:05:05.059827Z", "shell.execute_reply": "2025-05-01T14:05:05.059197Z", "shell.execute_reply.started": "2025-05-01T14:04:59.833077Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Total users with at least 5 clips: 1916069\n", "Mean like rate: 5.28%\n", "Median like rate: 0.00%\n", "\n", "Top 10 users by like rate (minimum 5 clips):\n", " user_id total_clips liked_clips like_rate\n", "0 14635594 8 8 1.0\n", "1 81631836 12 12 1.0\n", "2 7847127 8 8 1.0\n", "3 72765138 6 6 1.0\n", "4 52258857 8 8 1.0\n", "5 1776989 12 12 1.0\n", "6 14859906 6 6 1.0\n", "7 75405935 12 12 1.0\n", "8 42933410 6 6 1.0\n", "9 5854664 12 12 1.0\n", "\n", "Top 10 most active users:\n", " user_id total_clips liked_clips like_rate\n", "0 8647540 8009 0 0.000000\n", "1 56655406 7851 0 0.000000\n", "2 6622075 5943 5 0.000841\n", "3 28605241 5065 63 0.012438\n", "4 45199460 4860 0 0.000000\n", "5 71318410 4554 311 0.068292\n", "6 82232474 4437 24 0.005409\n", "7 2434197 4432 0 0.000000\n", "8 64764753 4257 0 0.000000\n", "9 39111113 4250 0 0.000000\n" ] } ], "source": [ "# Calculate like rate per user\n", "user_stats = clip_df.groupby(\"user_id\").agg({\"is_deleted\": [\"count\", \"sum\"]})\n", "user_stats.columns = [\"total_clips\", \"liked_clips\"]\n", "user_stats[\"like_rate\"] = user_stats[\"liked_clips\"] / user_stats[\"total_clips\"]\n", "\n", "# Filter out users with very few clips for more meaningful analysis\n", "min_clips = 5\n", "filtered_users = user_stats[user_stats[\"total_clips\"] >= min_clips]\n", "\n", "# Plot the distribution of like rates\n", "plt.figure(figsize=(12, 8))\n", "plt.hist(\n", " filtered_users[\"like_rate\"], bins=50, alpha=0.7, color=\"skyblue\", edgecolor=\"black\"\n", ")\n", "plt.xlabel(\"Like Rate\", fontsize=12)\n", "plt.ylabel(\"Number of Users\", fontsize=12)\n", "plt.title(\n", " f\"Distribution of Like Rates per User (Users with {min_clips}+ clips)\", fontsize=14\n", ")\n", "plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.3)\n", "\n", "# Add statistics as text\n", "mean_like_rate = filtered_users[\"like_rate\"].mean()\n", "median_like_rate = filtered_users[\"like_rate\"].median()\n", "stats_text = (\n", " f\"Mean: {mean_like_rate:.2%}\\n\"\n", " f\"Median: {median_like_rate:.2%}\\n\"\n", " f\"Users analyzed: {len(filtered_users)} (with {min_clips}+ clips)\"\n", ")\n", "plt.annotate(\n", " stats_text,\n", " xy=(0.95, 0.95),\n", " xycoords=\"axes fraction\",\n", " ha=\"right\",\n", " va=\"top\",\n", " bbox=dict(boxstyle=\"round\", fc=\"white\", alpha=0.7),\n", ")\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Print additional statistics\n", "print(f\"Total users with at least {min_clips} clips: {len(filtered_users)}\")\n", "print(f\"Mean like rate: {mean_like_rate:.2%}\")\n", "print(f\"Median like rate: {median_like_rate:.2%}\")\n", "\n", "# Show top users by like rate (with minimum clip count)\n", "temp_top_users = filtered_users.sort_values(\"like_rate\", ascending=False).head(10)\n", "print(\"\\nTop 10 users by like rate (minimum 5 clips):\")\n", "print(temp_top_users[[\"total_clips\", \"liked_clips\", \"like_rate\"]].reset_index())\n", "\n", "# Show users with most clips\n", "most_active = user_stats.sort_values(\"total_clips\", ascending=False).head(10)\n", "print(\"\\nTop 10 most active users:\")\n", "print(most_active[[\"total_clips\", \"liked_clips\", \"like_rate\"]].reset_index())" ] }, { "cell_type": "code", "execution_count": 132, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:05:05.060658Z", "iopub.status.busy": "2025-05-01T14:05:05.060497Z", "iopub.status.idle": "2025-05-01T14:05:06.326957Z", "shell.execute_reply": "2025-05-01T14:05:06.326397Z", "shell.execute_reply.started": "2025-05-01T14:05:05.060641Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of users with 100% like rate: 211\n", "Total clips from users with 100% like rate: 1921\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_3423694/2868041420.py:15: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " perfect_clips[\"created_datetime\"] = pd.to_datetime(perfect_clips[\"created_at\"])\n", "/tmp/ipykernel_3423694/2868041420.py:16: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " perfect_clips[\"date_hour\"] = perfect_clips[\"created_datetime\"].dt.strftime(\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Top 5 date-hours with most activity from users with 100% action rate:\n", "date_hour\n", "2025-04-18 23:00 2\n", "2025-04-19 02:00 12\n", "2025-04-19 03:00 6\n", "2025-04-19 04:00 8\n", "2025-04-19 05:00 4\n", "Name: count, dtype: int64\n" ] } ], "source": [ "# Find users with 100% like rate (like_rate = 1.0)\n", "perfect_likers = filtered_users[filtered_users[\"like_rate\"] == 1.0]\n", "print(f\"Number of users with 100% like rate: {len(perfect_likers)}\")\n", "\n", "# Get the user IDs of these perfect likers\n", "perfect_liker_ids = perfect_likers.index.tolist()\n", "\n", "# Filter the clip dataframe to only include clips from these users\n", "perfect_clips = clip_df[clip_df[\"user_id\"].isin(perfect_liker_ids)]\n", "\n", "# Check how many clips we have from these users\n", "print(f\"Total clips from users with 100% like rate: {len(perfect_clips)}\")\n", "\n", "# Extract datetime information\n", "perfect_clips[\"created_datetime\"] = pd.to_datetime(perfect_clips[\"created_at\"])\n", "perfect_clips[\"date_hour\"] = perfect_clips[\"created_datetime\"].dt.strftime(\n", " \"%Y-%m-%d %H:00\"\n", ")\n", "\n", "# Count clips by date-hour\n", "date_hour_counts = perfect_clips[\"date_hour\"].value_counts().sort_index()\n", "\n", "# Create a single plot for date-hour distribution\n", "plt.figure(figsize=(16, 8))\n", "date_hour_counts.plot(kind=\"bar\", color=\"skyblue\", edgecolor=\"black\", alpha=0.7)\n", "plt.title(\n", " \"Generation Time Distribution by Date-Hour\\nfor Users with 100% Like Rate\",\n", " fontsize=14,\n", ")\n", "plt.xlabel(\"Date-Hour\", fontsize=12)\n", "plt.ylabel(\"Number of Clips\", fontsize=12)\n", "\n", "# Reduce the number of x-labels to avoid overcrowding\n", "total_labels = len(date_hour_counts)\n", "if total_labels > 0:\n", " # Show only about 10 labels evenly distributed\n", " step_size = max(1, total_labels // 10)\n", " plt.xticks(\n", " range(0, total_labels, step_size),\n", " [date_hour_counts.index[i] for i in range(0, total_labels, step_size)],\n", " rotation=45,\n", " ha=\"right\",\n", " )\n", "\n", "plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.3)\n", "\n", "# Add statistics as text annotation\n", "avg_clips_per_user = len(perfect_clips) / len(perfect_liker_ids)\n", "stats_text = (\n", " f\"Users with 100% like rate: {len(perfect_liker_ids)}\\n\"\n", " f\"Total clips: {len(perfect_clips)}\\n\"\n", " f\"Avg clips per user: {avg_clips_per_user:.1f}\"\n", ")\n", "\n", "# Add text box to the figure\n", "plt.annotate(\n", " stats_text,\n", " xy=(0.95, 0.95),\n", " xycoords=\"axes fraction\",\n", " ha=\"right\",\n", " va=\"top\",\n", " bbox=dict(boxstyle=\"round\", fc=\"white\", alpha=0.7),\n", ")\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Print the top 5 date-hours with the most activity from perfect likers\n", "print(\"\\nTop 5 date-hours with most activity from users with 100% action rate:\")\n", "print(date_hour_counts.head(5))" ] }, { "cell_type": "code", "execution_count": 133, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:05:06.327718Z", "iopub.status.busy": "2025-05-01T14:05:06.327561Z", "iopub.status.idle": "2025-05-01T14:05:06.351153Z", "shell.execute_reply": "2025-05-01T14:05:06.350681Z", "shell.execute_reply.started": "2025-05-01T14:05:06.327701Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "is_deleted\n", "True 1921\n", "Name: count, dtype: int64\n" ] } ], "source": [ "# Get play count statistics\n", "print(perfect_clips[\"is_deleted\"].value_counts())" ] }, { "cell_type": "code", "execution_count": 134, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:05:06.351808Z", "iopub.status.busy": "2025-05-01T14:05:06.351664Z", "iopub.status.idle": "2025-05-01T14:05:06.371407Z", "shell.execute_reply": "2025-05-01T14:05:06.370976Z", "shell.execute_reply.started": "2025-05-01T14:05:06.351793Z" } }, "outputs": [ { "data": { "text/plain": [ "is_deleted\n", "True 1921\n", "Name: count, dtype: int64" ] }, "execution_count": 134, "metadata": {}, "output_type": "execute_result" } ], "source": [ "perfect_clips[\"is_deleted\"].value_counts()" ] }, { "cell_type": "code", "execution_count": 135, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:05:06.372027Z", "iopub.status.busy": "2025-05-01T14:05:06.371885Z", "iopub.status.idle": "2025-05-01T14:05:06.387064Z", "shell.execute_reply": "2025-05-01T14:05:06.386630Z", "shell.execute_reply.started": "2025-05-01T14:05:06.372013Z" } }, "outputs": [], "source": [ "# infill_clip_df = final_interesting_clips[(final_interesting_clips[\"task\"] == \"infill\") & (final_interesting_clips[\"model_name\"] == \"chirp-v4-6b-t-03\")]" ] }, { "cell_type": "code", "execution_count": 136, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:05:06.387695Z", "iopub.status.busy": "2025-05-01T14:05:06.387558Z", "iopub.status.idle": "2025-05-01T14:05:06.402653Z", "shell.execute_reply": "2025-05-01T14:05:06.402223Z", "shell.execute_reply.started": "2025-05-01T14:05:06.387681Z" } }, "outputs": [], "source": [ "# infill_clip_df[infill_clip_df[\"part_of_concat\"]].head()" ] }, { "cell_type": "code", "execution_count": 137, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:05:06.403260Z", "iopub.status.busy": "2025-05-01T14:05:06.403123Z", "iopub.status.idle": "2025-05-01T14:05:06.418288Z", "shell.execute_reply": "2025-05-01T14:05:06.417860Z", "shell.execute_reply.started": "2025-05-01T14:05:06.403246Z" } }, "outputs": [], "source": [ "# all_pairs = clip_df[clip_df[\"request_id\"].isin(infill_clip_df[\"request_id\"].unique())].copy()" ] }, { "cell_type": "code", "execution_count": 138, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:05:06.418910Z", "iopub.status.busy": "2025-05-01T14:05:06.418771Z", "iopub.status.idle": "2025-05-01T14:05:06.433804Z", "shell.execute_reply": "2025-05-01T14:05:06.433370Z", "shell.execute_reply.started": "2025-05-01T14:05:06.418896Z" } }, "outputs": [], "source": [ "# all_pairs[\"flagged\"].value_counts()" ] }, { "cell_type": "code", "execution_count": 139, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:05:06.434417Z", "iopub.status.busy": "2025-05-01T14:05:06.434279Z", "iopub.status.idle": "2025-05-01T14:05:06.885053Z", "shell.execute_reply": "2025-05-01T14:05:06.884609Z", "shell.execute_reply.started": "2025-05-01T14:05:06.434403Z" } }, "outputs": [], "source": [ "test_clip_auk_df = final_interesting_clips[(final_interesting_clips[\"model_name\"] == \"chirp-auk-t1\")]" ] }, { "cell_type": "code", "execution_count": 140, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:05:06.885673Z", "iopub.status.busy": "2025-05-01T14:05:06.885534Z", "iopub.status.idle": "2025-05-01T14:05:06.901477Z", "shell.execute_reply": "2025-05-01T14:05:06.901052Z", "shell.execute_reply.started": "2025-05-01T14:05:06.885660Z" } }, "outputs": [ { "data": { "text/plain": [ "(2101, 61)" ] }, "execution_count": 140, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test_clip_auk_df.shape" ] }, { "cell_type": "code", "execution_count": 141, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:05:06.902097Z", "iopub.status.busy": "2025-05-01T14:05:06.901958Z", "iopub.status.idle": "2025-05-01T14:05:08.102639Z", "shell.execute_reply": "2025-05-01T14:05:08.102126Z", "shell.execute_reply.started": "2025-05-01T14:05:06.902083Z" } }, "outputs": [], "source": [ "test_clip_df = final_interesting_clips[final_interesting_clips[\"request_id\"].isin(test_clip_auk_df[\"request_id\"].unique())].copy()" ] }, { "cell_type": "code", "execution_count": 142, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:05:08.103335Z", "iopub.status.busy": "2025-05-01T14:05:08.103189Z", "iopub.status.idle": "2025-05-01T14:05:08.121540Z", "shell.execute_reply": "2025-05-01T14:05:08.121104Z", "shell.execute_reply.started": "2025-05-01T14:05:08.103320Z" } }, "outputs": [ { "data": { "text/plain": [ "(2104, 61)" ] }, "execution_count": 142, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test_clip_df.shape" ] }, { "cell_type": "code", "execution_count": 143, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:05:08.122172Z", "iopub.status.busy": "2025-05-01T14:05:08.122033Z", "iopub.status.idle": "2025-05-01T14:05:08.137826Z", "shell.execute_reply": "2025-05-01T14:05:08.137398Z", "shell.execute_reply.started": "2025-05-01T14:05:08.122158Z" } }, "outputs": [], "source": [ "# test_clip_df.to_pickle(\n", "# \"/home/tony/Data/Preference/auk/interesting_clips_exp_20250422_auk_t1.pkl\",\n", "# )\n", "# print(\"auk exps\", test_clip_df.shape)" ] }, { "cell_type": "code", "execution_count": 144, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:05:08.138437Z", "iopub.status.busy": "2025-05-01T14:05:08.138295Z", "iopub.status.idle": "2025-05-01T14:05:08.153266Z", "shell.execute_reply": "2025-05-01T14:05:08.152828Z", "shell.execute_reply.started": "2025-05-01T14:05:08.138423Z" } }, "outputs": [], "source": [ "# subset_request_ids = user_intersting_clips_3p5[user_intersting_clips_3p5[\"model_name\"].isin([\"chirp-v4-6b-t-21_a_c_c_1\", \"chirp-v4-6b-t-21_a_c_c_2\"])][\"request_id\"].unique()" ] }, { "cell_type": "code", "execution_count": 145, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:05:08.153885Z", "iopub.status.busy": "2025-05-01T14:05:08.153745Z", "iopub.status.idle": "2025-05-01T14:05:08.168708Z", "shell.execute_reply": "2025-05-01T14:05:08.168280Z", "shell.execute_reply.started": "2025-05-01T14:05:08.153872Z" } }, "outputs": [], "source": [ "# test_subset_df = user_intersting_clips_3p5[user_intersting_clips_3p5[\"request_id\"].isin(subset_request_ids)]" ] }, { "cell_type": "code", "execution_count": 146, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:05:08.169317Z", "iopub.status.busy": "2025-05-01T14:05:08.169180Z", "iopub.status.idle": "2025-05-01T14:05:08.184092Z", "shell.execute_reply": "2025-05-01T14:05:08.183662Z", "shell.execute_reply.started": "2025-05-01T14:05:08.169304Z" } }, "outputs": [], "source": [ "# test_subset_df.to_pickle(\n", "# \"/home/tony/Data/Preference/auk/interesting_clips_exp_20250422_auk_t1_sara_cfg.pkl\",\n", "# )" ] }, { "cell_type": "code", "execution_count": 147, "metadata": { "execution": { "iopub.execute_input": "2025-05-01T14:05:08.184718Z", "iopub.status.busy": "2025-05-01T14:05:08.184579Z", "iopub.status.idle": "2025-05-01T14:05:08.199931Z", "shell.execute_reply": "2025-05-01T14:05:08.199493Z", "shell.execute_reply.started": "2025-05-01T14:05:08.184704Z" } }, "outputs": [], "source": [ "# from collections import defaultdict\n", "# from suno_utils.audio import Audio\n", "# audio_loundesses = defaultdict(list)\n", "# loundess_models = [\"chirp-v4-up-u-d-2-3\", \"chirp-v4-up-u-d-2-i-2\", \"chirp-v4-up-u-d-2-i-1\"]\n", "# for test_model in loundess_models:\n", "# subset_clip_df = final_interesting_clips[(final_interesting_clips[\"model_name\"] == test_model)][\"s3_id\"]\n", "# print(subset_clip_df.shape)\n", "# for index, s3_id in tqdm.tqdm(enumerate(subset_clip_df.unique())):\n", "# if index > 150:\n", "# break\n", "# try:\n", "# audio = Audio.from_s3(f\"s3://suno-data-uploads/studio/uploads/{s3_id}.mp3\", n_channels=2)\n", "# loudness = audio.loudness\n", "# audio_loundesses[test_model].append(loudness)\n", "# except:\n", "# pass\n", "# plt.clf()\n", "# for test_model in loundess_models:\n", "# plt.hist(audio_loundesses[test_model], label=f\"{test_model}, mean {round(np.mean(audio_loundesses[test_model]), 2)}\", alpha=0.5, bins=np.linspace(-20, -10, 50))\n", "# plt.legend()\n", "# plt.title(\"loudness war\")\n", "# plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.15" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }