{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Select Preference Data" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:11:04.757824Z", "start_time": "2024-05-26T00:11:04.555293Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:03:51.401999Z", "iopub.status.busy": "2024-08-01T20:03:51.401851Z", "iopub.status.idle": "2024-08-01T20:03:51.552411Z", "shell.execute_reply": "2024-08-01T20:03:51.551963Z", "shell.execute_reply.started": "2024-08-01T20:03:51.401981Z" } }, "outputs": [], "source": [ "# setup tailscale if you haven't\n", "# https://tailscale.com/kb/1031/install-linux\n", "!sudo tailscale up --accept-routes=true\n", "\n", "# setup autoload\n", "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:11:08.392310Z", "start_time": "2024-05-26T00:11:04.759383Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:03:51.553307Z", "iopub.status.busy": "2024-08-01T20:03:51.553043Z", "iopub.status.idle": "2024-08-01T20:03:54.743621Z", "shell.execute_reply": "2024-08-01T20:03:54.743011Z", "shell.execute_reply.started": "2024-08-01T20:03:51.553290Z" } }, "outputs": [], "source": [ "# pip install psycopg2-binary\n", "# make sure sqlalchemy is >=2\n", "import ast\n", "import json\n", "from datetime import datetime\n", "from urllib.parse import quote\n", "\n", "import boto3\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import sqlalchemy\n", "import tqdm\n", "from botocore.exceptions import ClientError\n", "from preference_helper import *\n", "from preference_helper import get_preferfence_counts\n", "from suno_utils.audio import Audio\n", "from suno_utils.utils.s3 import open_from_s3\n", "\n", "pd.set_option(\"display.max_rows\", 500)\n", "pd.set_option(\"display.max_columns\", 500)\n", "pd.set_option(\"display.width\", 1000)\n", "\n", "\n", "def get_secret():\n", " secret_name = \"rds!cluster-a3b66c33-40a7-47dd-bd6e-32b1c17c9124\"\n", " region_name = \"us-east-2\"\n", " # Create a Secrets Manager client\n", " session = boto3.session.Session()\n", " client = session.client(service_name=\"secretsmanager\", region_name=region_name)\n", " try:\n", " get_secret_value_response = client.get_secret_value(SecretId=secret_name)\n", " except ClientError as e:\n", " raise e\n", " secret = get_secret_value_response[\"SecretString\"]\n", " return json.loads(secret)\n", "\n", "\n", "my_secrets = get_secret()\n", "\n", "# engine = sqlalchemy.create_engine(\"postgresql://tony:123@localhost/mydatabase\")\n", "# alternative...\n", "engine = sqlalchemy.create_engine(\n", " \"postgresql://postgres:%s@suno-main-pgdb-prod-analytics.cnfvffydbwvc.us-east-2.rds.amazonaws.com/suno_main\"\n", " % quote(my_secrets[\"password\"])\n", ")\n", "# connection = engine.raw_connection()\n", "\n", "# !pip install snowflake\n", "from snowflake.core import Root\n", "from snowflake.snowpark import Session\n", "\n", "snow_password_path = \"/home/tony/.aws/snow_pw.txt\"\n", "with open(snow_password_path, \"r\") as fp:\n", " snow_password = fp.readlines()[0].strip()\n", "\n", "CONNECTION_PARAMETERS = {\n", " \"account\": \"fu90569.us-east-2.aws\",\n", " \"user\": \"TONY\",\n", " \"password\": snow_password,\n", " \"role\": \"ACCOUNTADMIN\",\n", " \"database\": \"SUNO_PROD\",\n", " \"warehouse\": \"SUNO_PROD_LARGE\",\n", " \"schema\": \"PROD\",\n", "}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Validate some info" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:11:08.550447Z", "start_time": "2024-05-26T00:11:08.397196Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:03:54.744726Z", "iopub.status.busy": "2024-08-01T20:03:54.744420Z", "iopub.status.idle": "2024-08-01T20:03:54.764310Z", "shell.execute_reply": "2024-08-01T20:03:54.763834Z", "shell.execute_reply.started": "2024-08-01T20:03:54.744707Z" } }, "outputs": [], "source": [ "# cutoff_date = \"2024-05-24 05:14:04\" # v3.5 early\n", "# cutoff_date = \"2024-05-30 02:03:11\" # v3.5 - 6\n", "# cutoff_date = \"2024-06-02 01:55:17\"\n", "# cutoff_date = \"2024-06-04 13:21:36\"\n", "# cutoff_date = \"2024-06-12 13:00:00\" # v3.5 extend\n", "cutoff_date = \"2024-06-18 00:00:00\" # user feedback out\n", "# cutoff_date = \"2024-06-24 16:34:00\" # current time\n", "# 2 cutoff_date = \"2024-06-26 03:50:00\" # s-11 out\n", "# cutoff_date = \"2024-06-27 03:50:00\" # s-8 out\n", "# cutoff_date = \"2024-06-27 03:50:00\" # s-12 out\n", "# cutoff_date = \" 2024-06-29 03:00:00\" # s-13 end\n", "# cutoff_date = \"2024-07-01 05:00:00\" # s-14 out\n", "# cutoff_date = \"2024-07-05 03:10:00\" # s-14 out\n", "# cutoff_date = \"2024-07-10 04:10:00\" # ft-1 out\n", "# cutoff_date = \"2024-07-10 14:45:00\" # no-top-p out\n", "# cutoff_date = \"2024-07-10 19:35:00\" # 2h ft end ~ 4hr difference\n", "# cutoff_date = \"2024-07-11 23:35:00\" # v4 first test\n", "# cutoff_date = \"2024-07-13 04:30:00\" # s-18/19 out\n", "# cutoff_date = \"2024-07-14 04:45:00\" # ft-2 out\n", "# cutoff_date = \"2024-07-15 12:45:00\" # test\n", "# cutoff_date = \"2024-07-16 00:00:00\" # v4 collection out\n", "# cutoff_date = \"2024-07-28 00:33:00\" # v4-t1-5 test\n", "# cutoff_date = \"2024-07-30 02:00:00\" # v4-t1-7 test\n", "# cutoff_date = \"2024-07-31 00:30:00\" # v4-t1-fast-sem test\n", "# cutoff_date = \"2024-07-31 00:30:00\" # v4-t1-fast-sem test\n", "# cutoff_date = \"2024-07-31 19:41:00\" # paged attn test -- ab test worked but worker failure is there\n", "# cutoff_date = \"2024-08-01 04:00:00\" # s-20 out" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:11:09.349857Z", "start_time": "2024-05-26T00:11:08.551408Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:03:54.765917Z", "iopub.status.busy": "2024-08-01T20:03:54.765624Z", "iopub.status.idle": "2024-08-01T20:03:55.669802Z", "shell.execute_reply": "2024-08-01T20:03:55.669198Z", "shell.execute_reply.started": "2024-08-01T20:03:54.765898Z" } }, "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": [ "# Get Feedback DF first" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "56,163 rows\n" ] } ], "source": [ "query = \"\"\"\n", "SELECT * FROM bots_userreaction\n", "WHERE feedback_reason IS NOT NULL\n", "\"\"\"\n", "feedback_reaction_df = pd.read_sql_query(query, engine)\n", "print(f\"{feedback_reaction_df.shape[0]:,} rows\")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "56163\n", "Length of the ID query string: 2190356\n" ] } ], "source": [ "clip_ids_with_feedbacks = set(feedback_reaction_df[\"clip_id\"])\n", "print(len(clip_ids_with_feedbacks))\n", "id_query_str = \",\".join(\"'\" + str(x) + \"'\" for x in clip_ids_with_feedbacks)\n", "print(f\"Length of the ID query string: {len(id_query_str)}\")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "53,166 rows\n" ] } ], "source": [ "query = f\"\"\"\n", "SELECT * FROM bots_generatedclip\n", "WHERE status='complete' AND created_at>='{cutoff_date}' AND s3_id IN ({id_query_str})\n", "\"\"\"\n", "total_clip_df = pd.read_sql_query(query, engine)\n", "print(f\"{total_clip_df.shape[0]:,} rows\")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "53,166 rows\n", "34590 unique requests\n", "Length of the ID query string: 1349009\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "69,135 rows\n" ] } ], "source": [ "# we need to use the request to filter the clips again...\n", "print(f\"{total_clip_df.shape[0]:,} rows\")\n", "unique_requests = total_clip_df[total_clip_df[\"request_id\"].notna()][\"request_id\"].unique()\n", "print(f\"{len(unique_requests)} unique requests\")\n", "request_id_query_str = \",\".join(\"'\" + str(x) + \"'\" for x in unique_requests)\n", "print(f\"Length of the ID query string: {len(request_id_query_str)}\")\n", "\n", "\n", "query = f\"\"\"\n", "SELECT * FROM bots_generatedclip\n", "WHERE status='complete' AND created_at>='{cutoff_date}' AND request_id IN ({request_id_query_str})\n", "\"\"\"\n", "total_clip_df = pd.read_sql_query(query, engine)\n", "print(f\"{total_clip_df.shape[0]:,} rows\")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "69135\n", "Length of the ID query string: 2696264\n" ] } ], "source": [ "clip_ids_with_feedbacks = set(total_clip_df[\"s3_id\"])\n", "print(len(clip_ids_with_feedbacks))\n", "id_query_str = \",\".join(\"'\" + str(x) + \"'\" for x in clip_ids_with_feedbacks)\n", "print(f\"Length of the ID query string: {len(id_query_str)}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Query the DB" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:11:16.899029Z", "start_time": "2024-05-26T00:11:09.351909Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:03:55.670722Z", "iopub.status.busy": "2024-08-01T20:03:55.670554Z", "iopub.status.idle": "2024-08-01T20:04:40.786635Z", "shell.execute_reply": "2024-08-01T20:04:40.785956Z", "shell.execute_reply.started": "2024-08-01T20:03:55.670704Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "15184\n" ] } ], "source": [ "# bots_generatedclipextra\n", "# 'clip_id', 'created_at', 'updated_at', 'download_audio_count', 'download_video_count', 'share_count', 'is_public_approved', 'inferred_language', 'download_audio_wav_count\n", "# these are all the logged actions in the prod db\n", "query = f\"\"\"\n", "SELECT * FROM bots_generatedclipextra\n", "WHERE updated_at>='{cutoff_date}' AND clip_id IN ({id_query_str})\n", "\"\"\"\n", "bots_action_df = pd.read_sql_query(query, engine)\n", "print(bots_action_df.shape[0])" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:12:13.867775Z", "start_time": "2024-05-26T00:11:16.900416Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:04:40.787660Z", "iopub.status.busy": "2024-08-01T20:04:40.787489Z", "iopub.status.idle": "2024-08-01T20:05:40.358233Z", "shell.execute_reply": "2024-08-01T20:05:40.357529Z", "shell.execute_reply.started": "2024-08-01T20:04:40.787642Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "82,743 rows\n" ] } ], "source": [ "# ~ 4 min...X.x\n", "# bots_userreaction\n", "# 'id', 'play_count', 'skip_count', 'flagged', 'flagged_reason', 'reaction_type', 'updated_at', 'clip_id', 'user_id', 'feedback_reason'\n", "# this turns out to be much smaller ~ 570k\n", "query = f\"\"\"\n", "SELECT * FROM bots_userreaction\n", "WHERE updated_at>='{cutoff_date}' AND play_count>0 AND clip_id IN ({id_query_str})\n", "\"\"\"\n", "reaction_df = pd.read_sql_query(query, engine)\n", "print(f\"{reaction_df.shape[0]:,} rows\")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:12:14.002431Z", "start_time": "2024-05-26T00:12:13.869298Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:05:40.359490Z", "iopub.status.busy": "2024-08-01T20:05:40.359085Z", "iopub.status.idle": "2024-08-01T20:05:40.676641Z", "shell.execute_reply": "2024-08-01T20:05:40.676059Z", "shell.execute_reply.started": "2024-08-01T20:05:40.359468Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "number of upvoates: 19,864 rows\n", "number of flagged reports: 342 rows\n", "reaction_type\n", "L 0.682389\n", "D 0.317611\n", "Name: proportion, dtype: float64\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\"]\n", "\n", "# check basic reaction -- the rate should be very low\n", "print(reaction_df.tail(n=10000)[\"reaction_type\"].value_counts(normalize=True))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:12:14.504607Z", "start_time": "2024-05-26T00:12:14.296331Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:05:40.677537Z", "iopub.status.busy": "2024-08-01T20:05:40.677377Z", "iopub.status.idle": "2024-08-01T20:16:49.699903Z", "shell.execute_reply": "2024-08-01T20:16:49.699146Z", "shell.execute_reply.started": "2024-08-01T20:05:40.677520Z" } }, "outputs": [], "source": [ "# these are continues, ~ 1,485k (much more than likes) ~ takes 3.5 mins\n", "# columns are:\n", "# 'id', 'created_at', 'updated_at', 'time_used', 'metadata', 'user_id',\n", "# 'status', 'discord_message_id', 'prompt_id', 'request_id',\n", "# 'is_generated', 's3_id', 'upvote_count', 'batch_index', 'model_name',\n", "# 'prompt_text', 'daily_theme_id', 'is_deleted', 'image_s3_id',\n", "# 'is_public', 'dislike_count', 'flag_count', 'play_count', 'skip_count',\n", "# 'title', 'is_public_approved', 'slug'\n", "\n", "# find all the complete clips -- this query takes ~ 10 sec\n", "# query = \"\"\"\n", "# SELECT COUNT(*) FROM bots_generatedclip\n", "# \"\"\"\n", "# clip_counts = pd.read_sql_query(query, engine)\n", "# all_total_clip_counts = clip_counts[\"count\"][0]\n", "# print(f\"all version total clips: {all_total_clip_counts}\")\n", "\n", "# query = \"\"\"\n", "# SELECT COUNT(*) FROM bots_generatedclip\n", "# WHERE status='complete' AND model_name::text LIKE '%%v3%%'\n", "# \"\"\"\n", "# clip_counts = pd.read_sql_query(query, engine)\n", "# all_total_clip_counts = clip_counts[\"count\"][0]\n", "# print(f\"v3 version total clips: {all_total_clip_counts}\")\n", "\n", "# ~ 1h 25 mins...or, 3 days takes ~ 15 mins\n", "# NOTE that we need to query everything cause contact / continue can come from another model\n", "\n", "# TODO: query only v3 here....\n", "# This is still a lot...we will have to do this in steps very soon\n", "# Some data eng required, disk is much cheaper\n", "# the generated clips table has play count issues (we need to read it without filtering on playcounts)\n", "# AND model_name::text LIKE '%%v3%%' AND play_count>=1\n", "# AND model_name::text LIKE '%%v3p5%%'\n", "# WHERE status='complete' AND created_at>='{cutoff_date}' AND model_name::text='chirp-v3p5-engine-t-1'\n", "# query = f\"\"\"\n", "# SELECT * FROM bots_generatedclip\n", "# WHERE status='complete' AND created_at>='{cutoff_date}' AND s3_id IN ({id_query_str})\n", "# \"\"\"\n", "# total_clip_df = pd.read_sql_query(query, engine)\n", "# print(f\"{total_clip_df.shape[0]:,} rows\")" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:22:56.476914Z", "start_time": "2024-05-26T00:22:06.973099Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:16:49.701124Z", "iopub.status.busy": "2024-08-01T20:16:49.700809Z", "iopub.status.idle": "2024-08-01T20:16:51.418273Z", "shell.execute_reply": "2024-08-01T20:16:51.417534Z", "shell.execute_reply.started": "2024-08-01T20:16:49.701106Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2,317,100 playlists updated\n" ] } ], "source": [ "# get playlists\n", "query = f\"\"\"\n", "SELECT * FROM bots_playlistclip\n", "WHERE updated_at>='{cutoff_date}'\n", "\"\"\"\n", "playlist_clip_df = pd.read_sql_query(query, engine)\n", "print(f\"{playlist_clip_df.shape[0]:,} playlists updated\")" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:16:51.419461Z", "iopub.status.busy": "2024-08-01T20:16:51.419135Z", "iopub.status.idle": "2024-08-01T20:16:53.752777Z", "shell.execute_reply": "2024-08-01T20:16:53.752036Z", "shell.execute_reply.started": "2024-08-01T20:16:51.419442Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "authenticated users (457691, 3)\n" ] } ], "source": [ "query = \"\"\"\n", "SELECT *\n", "FROM auth_user_groups\n", "\"\"\"\n", "auth_user_df = pd.read_sql_query(query, engine)\n", "print(\"authenticated users\", auth_user_df.shape)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:16:53.754122Z", "iopub.status.busy": "2024-08-01T20:16:53.753836Z", "iopub.status.idle": "2024-08-01T20:17:10.190394Z", "shell.execute_reply": "2024-08-01T20:17:10.189687Z", "shell.execute_reply.started": "2024-08-01T20:16:53.754104Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "subscription_status\n", "active 274972\n", "past_due 12871\n", "Name: count, dtype: int64\n" ] } ], "source": [ "query = \"\"\"\n", "SELECT * FROM bots_discordinfo\n", "WHERE subscription_status IN ('active', 'past_due')\n", "\"\"\"\n", "df_discord_info = pd.read_sql_query(\n", " query,\n", " engine,\n", ")\n", "# current active subscribers?\n", "print(df_discord_info[\"subscription_status\"].value_counts())\n", "# this is probably the right way to figure out the pro user group\n", "pro_users = set(df_discord_info[\"user_id\"].unique())" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:17:10.191600Z", "iopub.status.busy": "2024-08-01T20:17:10.191289Z", "iopub.status.idle": "2024-08-01T20:17:11.511455Z", "shell.execute_reply": "2024-08-01T20:17:11.510679Z", "shell.execute_reply.started": "2024-08-01T20:17:10.191583Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "total clips: 69135\n", "total uploads: 0 (0, 26)\n" ] } ], "source": [ "# filter on versions\n", "# clip_df = total_clip_df[\n", "# ((total_clip_df[\"model_name\"].str.contains(\"v3\")) | (total_clip_df[\"model_name\"].str.contains(\"v4\"))) # or v3...\n", "# & (total_clip_df[\"created_at\"] >= \"2024-02-20\")\n", "# ].copy()\n", "clip_df = total_clip_df.copy()\n", "# print(f\"total v3 selected fraction = {clip_df.shape[0] / all_total_clip_counts}\")\n", "total_clip_counts = clip_df.shape[0]\n", "print(f\"total clips: {total_clip_counts}\")\n", "# check the number of audio uploads\n", "upload_clip_df = total_clip_df[total_clip_df[\"s3_id\"].str.startswith(\"m_\")].copy()\n", "print(\"total uploads:\", (total_clip_df[\"model_name\"] == \"\").sum(), upload_clip_df.shape)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:17:11.514416Z", "iopub.status.busy": "2024-08-01T20:17:11.514119Z", "iopub.status.idle": "2024-08-01T20:17:11.952124Z", "shell.execute_reply": "2024-08-01T20:17:11.951502Z", "shell.execute_reply.started": "2024-08-01T20:17:11.514397Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Pluse time series check\n", "(total_clip_df[\"created_at\"].dt.hour + total_clip_df[\"created_at\"].dt.day * 24).hist(\n", " bins=100\n", ")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Proceed with feature engineering and cleaning up" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:17:11.953233Z", "iopub.status.busy": "2024-08-01T20:17:11.952975Z", "iopub.status.idle": "2024-08-01T20:17:12.231915Z", "shell.execute_reply": "2024-08-01T20:17:12.231202Z", "shell.execute_reply.started": "2024-08-01T20:17:11.953215Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Pro reactions fraction by category:\n", "True: 81.02%\n", "False: 18.98%\n", "Pro generation fraction by category:\n", "True: 92.76%\n", "False: 7.24%\n", "pro users with generations 715\n" ] } ], "source": [ "# this is very interesting....\n", "# reaction check\n", "reaction_df[\"is_pro_user\"] = reaction_df[\"user_id\"].isin(pro_users)\n", "pro_reactions_frac = reaction_df[\"is_pro_user\"].value_counts(normalize=True)\n", "print(\"Pro reactions fraction by category:\")\n", "for category, fraction in pro_reactions_frac.items():\n", " print(f\"{category}: {fraction:.2%}\")\n", "# clip check\n", "clip_df[\"is_pro_user\"] = clip_df[\"user_id\"].isin(pro_users)\n", "pro_gen_frac = clip_df[\"is_pro_user\"].value_counts(normalize=True)\n", "print(\"Pro generation fraction by category:\")\n", "for category, fraction in pro_gen_frac.items():\n", " print(f\"{category}: {fraction:.2%}\")\n", "print(\n", " \"pro users with generations\", clip_df[\"user_id\"][clip_df[\"is_pro_user\"]].nunique()\n", ")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:23:12.019778Z", "start_time": "2024-05-26T00:22:57.637371Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:17:12.233189Z", "iopub.status.busy": "2024-08-01T20:17:12.232803Z", "iopub.status.idle": "2024-08-01T20:17:13.441476Z", "shell.execute_reply": "2024-08-01T20:17:13.440743Z", "shell.execute_reply.started": "2024-08-01T20:17:12.233169Z" } }, "outputs": [], "source": [ "# add clip is in playlist feature\n", "# check if a clip is in a playlist\n", "clip_df[\"is_in_playlist\"] = clip_df[\"id\"].isin(playlist_clip_df[\"clip_id\"].unique())" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:17:13.442748Z", "iopub.status.busy": "2024-08-01T20:17:13.442470Z", "iopub.status.idle": "2024-08-01T20:17:17.325285Z", "shell.execute_reply": "2024-08-01T20:17:17.324519Z", "shell.execute_reply.started": "2024-08-01T20:17:13.442730Z" } }, "outputs": [], "source": [ "def parse_parent_id(x):\n", " \"\"\"Find out a clip's parent id.\"\"\"\n", " if \"history\" not in x:\n", " return None\n", " out = x.get(\"history\", [])\n", " if not isinstance(out, list) or len(out) == 0:\n", " return None\n", " # take the last one cause we continue off the children?\n", " out = out[-1]\n", " if isinstance(out, dict):\n", " # this is the continued info, which is a dict with id and continue_at\n", " return out[\"id\"]\n", " else:\n", " return None\n", "\n", "\n", "def parse_duration(x):\n", " \"\"\"Find out a clip's duration.\"\"\"\n", " if \"duration\" not in x:\n", " return None\n", " return x.get(\"duration\")\n", "\n", "\n", "def parse_source(x):\n", " \"\"\"Find out a clip's source (web/ios).\"\"\"\n", " if \"source\" not in x:\n", " return None\n", " return x.get(\"source\")\n", "\n", "\n", "def parse_metadata_for_basics(x):\n", " \"\"\"Parse the metadata for basics.\"\"\"\n", " parent_id = parse_parent_id(x)\n", " duration = parse_duration(x)\n", " source = parse_source(x)\n", " return parent_id, duration, source\n", "\n", "\n", "clip_df[[\"continued_parent\", \"duration\", \"source\"]] = pd.DataFrame(\n", " clip_df[\"metadata\"].map(parse_metadata_for_basics).tolist(), index=clip_df.index\n", ")" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:23:17.912428Z", "start_time": "2024-05-26T00:23:12.021726Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:17:17.326893Z", "iopub.status.busy": "2024-08-01T20:17:17.326232Z", "iopub.status.idle": "2024-08-01T20:17:17.941212Z", "shell.execute_reply": "2024-08-01T20:17:17.940586Z", "shell.execute_reply.started": "2024-08-01T20:17:17.326851Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "clips that have children: 18434 \n", " clips that are parents: 3559 \n", " Average continues from clip = 5.18\n" ] } ], "source": [ "clip_history_df = clip_df[~clip_df[\"continued_parent\"].isna()].copy()\n", "continued_ids = clip_history_df[\"id\"]\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", " \"\\n clips 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", ")" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:23:22.092835Z", "start_time": "2024-05-26T00:23:17.914456Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:17:17.942181Z", "iopub.status.busy": "2024-08-01T20:17:17.942011Z", "iopub.status.idle": "2024-08-01T20:17:19.980101Z", "shell.execute_reply": "2024-08-01T20:17:19.979487Z", "shell.execute_reply.started": "2024-08-01T20:17:17.942163Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "total uploads: 0\n", "Clips without request id (concat, uploads...) frac = 0.00000\n" ] } ], "source": [ "print(\"total uploads:\", (clip_df[\"model_name\"] == \"\").sum())\n", "# the nans are concats, we want to drop them for now\n", "concated_clips = clip_df[clip_df[\"request_id\"].isna()].copy()\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": 26, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:23:22.833148Z", "start_time": "2024-05-26T00:23:22.094796Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:17:19.981053Z", "iopub.status.busy": "2024-08-01T20:17:19.980885Z", "iopub.status.idle": "2024-08-01T20:17:20.281957Z", "shell.execute_reply": "2024-08-01T20:17:20.281382Z", "shell.execute_reply.started": "2024-08-01T20:17:19.981035Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "chirp-v3p5-engine-s-8 --> 0.61597\n", "chirp-v3p5-engine-s-2 --> 0.14007\n", "chirp-v3p5-engine-upload-4 --> 0.06651\n", "chirp-v3p5-engine-s-11 --> 0.04400\n", "chirp-v3p5-engine-t-1 --> 0.02612\n", "chirp-v3p5-engine-ft --> 0.02236\n", "chirp-v3-engine-i --> 0.01788\n", "chirp-v3p5-engine-upload --> 0.01451\n", "chirp-v3p5-engine-ft-1 --> 0.01127\n", "chirp-v2-xxl-alpha --> 0.00775\n", "chirp-v3p5-engine-s-14 --> 0.00687\n", "chirp-v3p5-engine-upload-1 --> 0.00664\n", "chirp-v3p5-engine-upload-2 --> 0.00396\n", "chirp-v3p5-engine-s-9 --> 0.00362\n", "chirp-v3p5-engine-ft-5 --> 0.00299\n", "chirp-v3p5-engine-s-10 --> 0.00158\n", "chirp-v3p5-engine-upload-3 --> 0.00137\n", "chirp-v3p5-engine-s-8-no-top-p --> 0.00093\n", "chirp-v3p5-engine-s-12 --> 0.00090\n", "chirp-v3p5-engine-s-20 --> 0.00078\n", "chirp-v3p5-engine-ft-4 --> 0.00055\n", "chirp-v3p5-engine-s-13 --> 0.00051\n", "chirp-v3p5-engine-t-1-7 --> 0.00049\n", "chirp-v3p5-engine-ft-3 --> 0.00038\n", "chirp-v3p5-engine-t-1-5 --> 0.00036\n", "chirp-v3p5-engine-t-1-fast-sem --> 0.00032\n", "chirp-v3p5-engine-s-8-paged --> 0.00025\n", "chirp-v3p5-engine-ft-6 --> 0.00020\n", "chirp-v3p5-engine-s-19 --> 0.00017\n", "chirp-v3p5-engine-t --> 0.00016\n", "chirp-v3p5-engine-ft-2 --> 0.00016\n", "chirp-v3p5-engine-t-1-fast --> 0.00014\n", "chirp-v3-5 --> 0.00014\n", "chirp-v3p5-engine-s-18 --> 0.00004\n", "chirp-v3p5-engine-b --> 0.00003\n", "chirp-v3-5-upload --> 0.00001\n" ] } ], "source": [ "# check the model conts\n", "value_counts = clip_df[\"model_name\"].value_counts()\n", "total_count = value_counts.sum()\n", "for model_name, count in value_counts.items():\n", " model_fraction = round(count / total_count, 5)\n", " print(f\"{model_name} --> {model_fraction:.5f}\")" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:23:26.317699Z", "start_time": "2024-05-26T00:23:22.835074Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:17:20.282886Z", "iopub.status.busy": "2024-08-01T20:17:20.282723Z", "iopub.status.idle": "2024-08-01T20:17:21.669694Z", "shell.execute_reply": "2024-08-01T20:17:21.669076Z", "shell.execute_reply.started": "2024-08-01T20:17:20.282868Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pre-filter model type clip_df shape: (69135, 31)\n", "post-filter model type clip_df shape: (55114, 31)\n" ] } ], "source": [ "print(\"pre-filter model type clip_df shape:\", clip_df.shape)\n", "clip_df = clip_df[\n", " clip_df[\"model_name\"].isin(\n", " [\n", " \"chirp-v2-xxl-alpha\",\n", " \"chirp-v3-engine-i\",\n", " \"chirp-v3p5-engine-d\",\n", " \"chirp-v3p5-engine-s\",\n", " \"chirp-v3p5-engine-s-8\",\n", " \"chirp-v3p5-engine-s-14\",\n", " \"chirp-v3p5-engine-s-15\",\n", " \"chirp-v3p5-engine-s-18\",\n", " \"chirp-v3p5-engine-s-19\",\n", " \"chirp-v3p5-engine-s-20\",\n", " \"chirp-v3p5-engine-s-8-paged\",\n", " \"chirp-v3p5-engine-ft\",\n", " \"chirp-v3p5-engine-ft-1\",\n", " \"chirp-v3p5-engine-s-8-no-top-p\",\n", " \"chirp-v3p5-engine-ft-2\",\n", " \"chirp-v3p5-engine-ft-3\",\n", " \"chirp-v3p5-engine-ft-4\",\n", " \"chirp-v3p5-engine-ft-5\",\n", " \"chirp-v3p5-engine-ft-6\",\n", " \"\",\n", " \"chirp-v3p5-engine-b\",\n", " \"chirp-v3p5-engine-upload\",\n", " \"chirp-v3p5-engine-upload-4\",\n", " \"chirp-v3p5-engine-t\",\n", " \"chirp-v3p5-engine-t-1\",\n", " \"chirp-v3p5-engine-t-1-5\",\n", " \"chirp-v3p5-engine-t-1-7\",\n", " \"chirp-v3p5-engine-t-1-fast\",\n", " \"chirp-v3p5-engine-t-1-fast-sem\",\n", " ]\n", " )\n", "]\n", "print(\"post-filter model type clip_df shape:\", clip_df.shape)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:23:26.994407Z", "start_time": "2024-05-26T00:23:26.319359Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:17:21.670625Z", "iopub.status.busy": "2024-08-01T20:17:21.670459Z", "iopub.status.idle": "2024-08-01T20:17:21.950079Z", "shell.execute_reply": "2024-08-01T20:17:21.949515Z", "shell.execute_reply.started": "2024-08-01T20:17:21.670608Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "model_name\n", "chirp-v3p5-engine-s-8 42585\n", "chirp-v3p5-engine-upload-4 4598\n", "chirp-v3p5-engine-t-1 1806\n", "chirp-v3p5-engine-ft 1546\n", "chirp-v3-engine-i 1236\n", "chirp-v3p5-engine-upload 1003\n", "chirp-v3p5-engine-ft-1 779\n", "chirp-v2-xxl-alpha 536\n", "chirp-v3p5-engine-s-14 475\n", "chirp-v3p5-engine-ft-5 207\n", "chirp-v3p5-engine-s-8-no-top-p 64\n", "chirp-v3p5-engine-s-20 54\n", "chirp-v3p5-engine-ft-4 38\n", "chirp-v3p5-engine-t-1-7 34\n", "chirp-v3p5-engine-ft-3 26\n", "chirp-v3p5-engine-t-1-5 25\n", "chirp-v3p5-engine-t-1-fast-sem 22\n", "chirp-v3p5-engine-s-8-paged 17\n", "chirp-v3p5-engine-ft-6 14\n", "chirp-v3p5-engine-s-19 12\n", "chirp-v3p5-engine-ft-2 11\n", "chirp-v3p5-engine-t 11\n", "chirp-v3p5-engine-t-1-fast 10\n", "chirp-v3p5-engine-s-18 3\n", "chirp-v3p5-engine-b 2\n", "Name: count, dtype: int64\n" ] } ], "source": [ "print(clip_df[\"model_name\"].value_counts())" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:23:33.488829Z", "start_time": "2024-05-26T00:23:27.161663Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:17:21.950981Z", "iopub.status.busy": "2024-08-01T20:17:21.950818Z", "iopub.status.idle": "2024-08-01T20:17:23.254569Z", "shell.execute_reply": "2024-08-01T20:17:23.253876Z", "shell.execute_reply.started": "2024-08-01T20:17:21.950964Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "concat reactions: 0 unique concat clips: 0\n" ] } ], "source": [ "# ~ only 1 min :)\n", "# find all the concact clip reactions\n", "concat_reaction_df = reaction_df[\n", " reaction_df[\"clip_id\"].isin(concated_clips[\"id\"])\n", "].copy()\n", "print(\n", " \"concat reactions:\",\n", " concat_reaction_df.shape[0],\n", " \"unique concat clips:\",\n", " concat_reaction_df[\"clip_id\"].nunique(),\n", ")" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:17:23.255622Z", "iopub.status.busy": "2024-08-01T20:17:23.255440Z", "iopub.status.idle": "2024-08-01T20:17:23.280354Z", "shell.execute_reply": "2024-08-01T20:17:23.279788Z", "shell.execute_reply.started": "2024-08-01T20:17:23.255602Z" } }, "outputs": [], "source": [ "concat_reaction_df[\"upvote_count\"] = concat_reaction_df[\"reaction_type\"] == \"L\"\n", "concat_reaction_df[\"dislike_count\"] = concat_reaction_df[\"reaction_type\"] == \"D\"" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:23:34.169887Z", "start_time": "2024-05-26T00:23:33.491114Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:17:23.281269Z", "iopub.status.busy": "2024-08-01T20:17:23.281107Z", "iopub.status.idle": "2024-08-01T20:17:23.631564Z", "shell.execute_reply": "2024-08-01T20:17:23.630880Z", "shell.execute_reply.started": "2024-08-01T20:17:23.281252Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "total concats (0, 34)\n", "check \n", " reaction_play_count reaction_upvote_count reaction_dislike_count\n", "count 0.0 0.0 0.0\n", "mean NaN NaN NaN\n", "std NaN NaN NaN\n", "min NaN NaN NaN\n", "25% NaN NaN NaN\n", "50% NaN NaN NaN\n", "75% NaN NaN NaN\n", "max NaN NaN NaN\n" ] } ], "source": [ "concat_total_reaction_df_sum = concat_reaction_df.groupby(\"clip_id\")[\n", " [\"play_count\", \"upvote_count\", \"dislike_count\"]\n", "].sum()\n", "concat_total_reaction_df_sum_df = concat_total_reaction_df_sum.reset_index().rename(\n", " columns={\n", " \"clip_id\": \"id\",\n", " \"play_count\": \"reaction_play_count\",\n", " \"upvote_count\": \"reaction_upvote_count\",\n", " \"dislike_count\": \"reaction_dislike_count\",\n", " }\n", ")\n", "concated_clips = concated_clips.merge(\n", " concat_total_reaction_df_sum_df, on=\"id\", how=\"left\"\n", ")\n", "\n", "print(\"total concats\", concated_clips.shape)\n", "print(\n", " \"check \\n\",\n", " concated_clips[\n", " [\"reaction_play_count\", \"reaction_upvote_count\", \"reaction_dislike_count\"]\n", " ].describe(),\n", ")" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:17:23.632540Z", "iopub.status.busy": "2024-08-01T20:17:23.632372Z", "iopub.status.idle": "2024-08-01T20:17:23.684066Z", "shell.execute_reply": "2024-08-01T20:17:23.683268Z", "shell.execute_reply.started": "2024-08-01T20:17:23.632522Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "All concats 0\n", "total concats with plays 0\n" ] } ], "source": [ "# 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": 33, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:23:38.974479Z", "start_time": "2024-05-26T00:23:34.385507Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:17:23.685091Z", "iopub.status.busy": "2024-08-01T20:17:23.684920Z", "iopub.status.idle": "2024-08-01T20:17:25.134139Z", "shell.execute_reply": "2024-08-01T20:17:25.133476Z", "shell.execute_reply.started": "2024-08-01T20:17:23.685073Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "0it [00:00, ?it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "total concat unique clips are: 0 with error: 0, duplicate 0 \n", " uploads are in concats 0 frac 0.000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "# this is each clip. and the mapped start time of the clip\n", "# for a clip in the concat history, we want to know which part it is starting / ending\n", "concat_clips_ids = {}\n", "history_error_counter = 0\n", "history_duplicate_error_counter = 0\n", "for _, row in tqdm.tqdm(concated_clips.iterrows()):\n", " if concat_history_clips := row[\"metadata\"].get(\"concat_history\"):\n", " total_duration = row[\"metadata\"].get(\"duration\", 0)\n", " if total_duration == 0:\n", " print(row[\"metadata\"], row[\"model_name\"])\n", " continue\n", " start_s = 0\n", " for history_clip in concat_history_clips:\n", " if isinstance(history_clip, dict) and \"id\" in history_clip:\n", " # the other key is `continue_at`\n", " if history_clip[\"id\"]:\n", " # in case a clip ends up in multiple concats, we need to choose the optimal one\n", " if history_clip[\"id\"] in concat_clips_ids:\n", " # keep the highest upvote clip\n", " if (\n", " row[\"reaction_upvote_count\"]\n", " < concat_clips_ids[history_clip[\"id\"]][\"concat_likes\"]\n", " ):\n", " continue\n", " # then keep the highest play count clip\n", " if (\n", " row[\"reaction_play_count\"]\n", " < concat_clips_ids[history_clip[\"id\"]][\"concat_play_counts\"]\n", " ):\n", " continue\n", " # multi-seed to concats\n", " history_duplicate_error_counter += 1\n", " concat_clips_ids[history_clip[\"id\"]] = {\n", " \"total_start_s\": start_s,\n", " \"total_clip_s\": total_duration,\n", " \"concat_play_counts\": row[\"reaction_play_count\"],\n", " \"concat_in_playlist\": row[\"is_in_playlist\"],\n", " \"concat_likes\": row[\"reaction_upvote_count\"],\n", " \"concat_dislikes\": row[\"reaction_dislike_count\"],\n", " }\n", " else:\n", " history_error_counter += 1\n", " try:\n", " # but we always update the start_s -- but keep the relative orders\n", " if history_clip[\"continue_at\"] is None:\n", " # we need to go back and fetch the duration\n", " if history_clip[\"id\"] in clip_df[\"id\"]:\n", " start_s += clip_df[clip_df[\"id\"] == history_clip[\"id\"]][\n", " \"duration\"\n", " ].iloc[0]\n", " else:\n", " # This is wrong but what can we do...\n", " # this clip isn't kept in the query\n", " start_s = 0\n", " else:\n", " start_s += history_clip[\"continue_at\"]\n", " except:\n", " print(history_clip)\n", " raise\n", "\n", "n_unique_uploads_in_concats = len(\n", " set(i for i in concat_clips_ids if i.startswith(\"m_\"))\n", ")\n", "print(\n", " \"total concat unique clips are:\",\n", " len(concat_clips_ids),\n", " f\"with error: {history_error_counter}, duplicate {history_duplicate_error_counter}\",\n", " \"\\n\",\n", " \"uploads are in concats\",\n", " n_unique_uploads_in_concats,\n", " \"frac\",\n", " f\"{n_unique_uploads_in_concats / (upload_clip_df.shape[0] or 1):.3f}\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Features" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:23:40.236690Z", "start_time": "2024-05-26T00:23:39.995713Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:17:25.135118Z", "iopub.status.busy": "2024-08-01T20:17:25.134946Z", "iopub.status.idle": "2024-08-01T20:17:25.322023Z", "shell.execute_reply": "2024-08-01T20:17:25.321349Z", "shell.execute_reply.started": "2024-08-01T20:17:25.135099Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "count 55114.000000\n", "mean 336.698734\n", "std 365.063820\n", "min 1.000000\n", "25% 79.000000\n", "50% 189.000000\n", "75% 452.000000\n", "max 1477.000000\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": 35, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:23:44.826860Z", "start_time": "2024-05-26T00:23:40.238330Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:17:25.323026Z", "iopub.status.busy": "2024-08-01T20:17:25.322853Z", "iopub.status.idle": "2024-08-01T20:17:28.006464Z", "shell.execute_reply": "2024-08-01T20:17:28.005778Z", "shell.execute_reply.started": "2024-08-01T20:17:25.323007Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "has upvoted upvoted\n", "False 38928\n", "True 16186\n", "Name: count, dtype: int64 upvoted\n", "False 0.706318\n", "True 0.293682\n", "Name: proportion, dtype: float64 upvote_count\n", "False 0.705973\n", "True 0.294027\n", "Name: proportion, dtype: float64\n" ] } ], "source": [ "# add upvoted column\n", "clip_df[\"upvoted\"] = clip_df[\"id\"].isin(upvoted_ids)\n", "print(\n", " \"has upvoted\",\n", " clip_df[\"upvoted\"].value_counts(),\n", " clip_df[\"upvoted\"].value_counts(normalize=True),\n", " (clip_df[\"upvote_count\"] >= 1).value_counts(normalize=True),\n", ")" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:23:48.404433Z", "start_time": "2024-05-26T00:23:44.857788Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:17:28.007469Z", "iopub.status.busy": "2024-08-01T20:17:28.007297Z", "iopub.status.idle": "2024-08-01T20:17:29.557822Z", "shell.execute_reply": "2024-08-01T20:17:29.557131Z", "shell.execute_reply.started": "2024-08-01T20:17:28.007450Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Downvoted fraction by category:\n", "False: 78.32%\n", "True: 21.68%\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", "for category, fraction in clip_df[\"downvoted\"].value_counts(normalize=True).items():\n", " print(f\"{category}: {fraction:.2%}\")" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:23:56.590022Z", "start_time": "2024-05-26T00:23:48.405668Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:17:29.559209Z", "iopub.status.busy": "2024-08-01T20:17:29.558664Z", "iopub.status.idle": "2024-08-01T20:17:33.144607Z", "shell.execute_reply": "2024-08-01T20:17:33.143916Z", "shell.execute_reply.started": "2024-08-01T20:17:29.559187Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "has_continued fraction by category:\n", "False: 98.67%\n", "True: 1.33%\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", "for category, fraction in clip_df[\"has_continued\"].value_counts(normalize=True).items():\n", " print(f\"{category}: {fraction:.2%}\")" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:04.704306Z", "start_time": "2024-05-26T00:23:56.591353Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:17:33.145647Z", "iopub.status.busy": "2024-08-01T20:17:33.145469Z", "iopub.status.idle": "2024-08-01T20:17:36.579302Z", "shell.execute_reply": "2024-08-01T20:17:36.578609Z", "shell.execute_reply.started": "2024-08-01T20:17:33.145627Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "part_of_concat fraction by category:\n", "False: 100.00%\n", "\n", "Model distribution for part_of_concat clips:\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", "for category, fraction in (\n", " clip_df[\"part_of_concat\"].value_counts(normalize=True).items()\n", "):\n", " print(f\"{category}: {fraction:.2%}\")\n", "\n", "print(\"\\nModel distribution for part_of_concat clips:\")\n", "for model, fraction in (\n", " clip_df[clip_df[\"part_of_concat\"]][\"model_name\"]\n", " .value_counts(normalize=True)\n", " .items()\n", "):\n", " print(f\"{model}: {fraction:.2%}\")" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:09.954233Z", "start_time": "2024-05-26T00:24:04.705554Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:17:36.580560Z", "iopub.status.busy": "2024-08-01T20:17:36.580151Z", "iopub.status.idle": "2024-08-01T20:17:38.178490Z", "shell.execute_reply": "2024-08-01T20:17:38.177811Z", "shell.execute_reply.started": "2024-08-01T20:17:36.580538Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "has_action fraction by category:\n", "False: 95.81%\n", "True: 4.19%\n" ] } ], "source": [ "# verify bots action are all non-empty\n", "action_mask = (\n", " bots_action_df[\"download_audio_count\"]\n", " + bots_action_df[\"download_video_count\"]\n", " + bots_action_df[\"download_audio_wav_count\"]\n", " # + bots_action_df[\"share_count\"] # will remove share cause it can be negative, just can be...\n", ") >= 1\n", "has_action_ids = set(i for i in bots_action_df[action_mask][\"clip_id\"].unique())\n", "clip_df[\"has_action\"] = clip_df[\"id\"].isin(has_action_ids)\n", "print(\"has_action fraction by category:\")\n", "for category, fraction in clip_df[\"has_action\"].value_counts(normalize=True).items():\n", " print(f\"{category}: {fraction:.2%}\")" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:14.579841Z", "start_time": "2024-05-26T00:24:09.955568Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:17:38.179504Z", "iopub.status.busy": "2024-08-01T20:17:38.179328Z", "iopub.status.idle": "2024-08-01T20:17:39.675861Z", "shell.execute_reply": "2024-08-01T20:17:39.675177Z", "shell.execute_reply.started": "2024-08-01T20:17:38.179484Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "flagged fraction by category:\n", "False: 99.42%\n", "True: 0.58%\n" ] } ], "source": [ "# add downvoted column\n", "clip_df[\"flagged\"] = clip_df[\"id\"].isin(flagged_ids)\n", "print(\"flagged fraction by category:\")\n", "for category, fraction in clip_df[\"flagged\"].value_counts(normalize=True).items():\n", " print(f\"{category}: {fraction:.2%}\")" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:17:39.676891Z", "iopub.status.busy": "2024-08-01T20:17:39.676717Z", "iopub.status.idle": "2024-08-01T20:17:39.711755Z", "shell.execute_reply": "2024-08-01T20:17:39.711104Z", "shell.execute_reply.started": "2024-08-01T20:17:39.676871Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "deleted fraction by category:\n", "False: 87.76%\n", "True: 12.24%\n" ] } ], "source": [ "clip_df[\"deleted\"] = clip_df[\"is_deleted\"]\n", "print(\"deleted fraction by category:\")\n", "for category, fraction in clip_df[\"deleted\"].value_counts(normalize=True).items():\n", " print(f\"{category}: {fraction:.2%}\")" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:15.382315Z", "start_time": "2024-05-26T00:24:14.581073Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:17:39.712692Z", "iopub.status.busy": "2024-08-01T20:17:39.712522Z", "iopub.status.idle": "2024-08-01T20:17:40.173489Z", "shell.execute_reply": "2024-08-01T20:17:40.172877Z", "shell.execute_reply.started": "2024-08-01T20:17:39.712674Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total clips: 55,114\n", "Total preference: 16,152 (29.31%)\n", "Must be positive: 16,579 (30.08%)\n", "Definitely not negative: 38,515 (69.88%)\n", "Must be negative: 16,599 (30.12%)\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\"]) | (clip_df[\"has_action\"]) | (clip_df[\"part_of_concat\"])\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[\"deleted\"]) | (clip_df[\"flagged\"])\n", ")\n", "mask = must_be_positive_mask & must_be_not_negative_mask\n", "total_clips_count = clip_df.shape[0]\n", "total_preference_count = sum(mask)\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\"Total preference: {total_preference_count:,} ({total_preference_count/total_clips_count:.2%})\\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": 43, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:31.095990Z", "start_time": "2024-05-26T00:24:15.383572Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:17:40.174577Z", "iopub.status.busy": "2024-08-01T20:17:40.174412Z", "iopub.status.idle": "2024-08-01T20:17:46.848167Z", "shell.execute_reply": "2024-08-01T20:17:46.847454Z", "shell.execute_reply.started": "2024-08-01T20:17:40.174559Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Liked requests: 12,740\n", "Not liked requests: 25,303\n", "Requests with preference paired generations: 8,131\n", "Percentage of total unique requests: 27.18%\n" ] } ], "source": [ "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": 44, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:17:46.849364Z", "iopub.status.busy": "2024-08-01T20:17:46.849056Z", "iopub.status.idle": "2024-08-01T20:17:51.244855Z", "shell.execute_reply": "2024-08-01T20:17:51.244145Z", "shell.execute_reply.started": "2024-08-01T20:17:46.849344Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Disliked requests: 10,988\n", "Not disliked requests: 23,027\n", "Requests with preference paired generations: 4,103\n", "Percentage of total unique requests: 13.72%\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": 45, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:31.099372Z", "start_time": "2024-05-26T00:24:31.097244Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:17:51.246045Z", "iopub.status.busy": "2024-08-01T20:17:51.245722Z", "iopub.status.idle": "2024-08-01T20:17:52.007074Z", "shell.execute_reply": "2024-08-01T20:17:52.006479Z", "shell.execute_reply.started": "2024-08-01T20:17:51.246024Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total selected pairs of requests: 9,701\n", "Percentage of total unique requests: 32.43%\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": 46, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:31.239254Z", "start_time": "2024-05-26T00:24:31.100389Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:17:52.008010Z", "iopub.status.busy": "2024-08-01T20:17:52.007845Z", "iopub.status.idle": "2024-08-01T20:17:52.068788Z", "shell.execute_reply": "2024-08-01T20:17:52.068287Z", "shell.execute_reply.started": "2024-08-01T20:17:52.007992Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Difference in preference counts:\n", "0: 22,363 (40.58%)\n", "-1: 16,599 (30.12%)\n", "1: 16,152 (29.31%)\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", "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": 47, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:37.322031Z", "start_time": "2024-05-26T00:24:31.240829Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:17:52.093655Z", "iopub.status.busy": "2024-08-01T20:17:52.093270Z", "iopub.status.idle": "2024-08-01T20:17:54.403790Z", "shell.execute_reply": "2024-08-01T20:17:54.403137Z", "shell.execute_reply.started": "2024-08-01T20:17:52.093634Z" } }, "outputs": [], "source": [ "# creation of interesting_clips\n", "interesting_clips = clip_df[clip_df[\"request_id\"].isin(requests)].copy()" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:17:54.404710Z", "iopub.status.busy": "2024-08-01T20:17:54.404549Z", "iopub.status.idle": "2024-08-01T20:17:55.649358Z", "shell.execute_reply": "2024-08-01T20:17:55.648815Z", "shell.execute_reply.started": "2024-08-01T20:17:54.404693Z" } }, "outputs": [ { "data": { "text/html": [ "
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request_idpos_preferenceneg_preferencediff_preference
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" ], "text/plain": [ " request_id pos_preference neg_preference diff_preference\n", "0 00055522-9173-4aeb-9377-f3e1e95906f4 False False 0\n", "1 00055522-9173-4aeb-9377-f3e1e95906f4 True False 1\n", "2 00078b30-9c3c-4377-9cd3-2f7253d04fa1 False False 0\n", "3 00078b30-9c3c-4377-9cd3-2f7253d04fa1 True False 1\n", "4 0008f71f-be17-4e6c-a7ca-a9e33526e192 False True -1" ] }, "execution_count": 48, "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()" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:17:55.650489Z", "iopub.status.busy": "2024-08-01T20:17:55.650129Z", "iopub.status.idle": "2024-08-01T20:17:55.673944Z", "shell.execute_reply": "2024-08-01T20:17:55.673457Z", "shell.execute_reply.started": "2024-08-01T20:17:55.650471Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Difference 1: 8,131 (41.91%)\n", "Difference 0: 7,168 (36.94%)\n", "Difference -1: 4,103 (21.15%)\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": 50, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:17:55.674746Z", "iopub.status.busy": "2024-08-01T20:17:55.674593Z", "iopub.status.idle": "2024-08-01T20:17:55.716096Z", "shell.execute_reply": "2024-08-01T20:17:55.715626Z", "shell.execute_reply.started": "2024-08-01T20:17:55.674730Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Value 1.0: 7,168 (73.89%)\n", "Value 2.0: 2,533 (26.11%)\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": 51, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:38.960130Z", "start_time": "2024-05-26T00:24:37.323369Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:17:55.716854Z", "iopub.status.busy": "2024-08-01T20:17:55.716702Z", "iopub.status.idle": "2024-08-01T20:17:56.289441Z", "shell.execute_reply": "2024-08-01T20:17:56.288830Z", "shell.execute_reply.started": "2024-08-01T20:17:55.716839Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of unique request_ids: 9,701\n", "Number of unique ids: 19,402\n" ] } ], "source": [ "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():,}\")" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:43.156873Z", "start_time": "2024-05-26T00:24:38.961258Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:17:56.290380Z", "iopub.status.busy": "2024-08-01T20:17:56.290211Z", "iopub.status.idle": "2024-08-01T20:17:57.194726Z", "shell.execute_reply": "2024-08-01T20:17:57.194085Z", "shell.execute_reply.started": "2024-08-01T20:17:56.290362Z" } }, "outputs": [], "source": [ "# some validations\n", "assert interesting_clips[interesting_clips[\"request_id\"].isna()].shape[0] == 0\n", "check_df = interesting_clips.groupby(\"request_id\")[\"id\"].nunique()\n", "check_df[check_df.values != 2]\n", "assert check_df[check_df.values != 2].shape[0] == 0" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:43.164669Z", "start_time": "2024-05-26T00:24:43.158223Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:17:57.195711Z", "iopub.status.busy": "2024-08-01T20:17:57.195543Z", "iopub.status.idle": "2024-08-01T20:17:57.216832Z", "shell.execute_reply": "2024-08-01T20:17:57.216356Z", "shell.execute_reply.started": "2024-08-01T20:17:57.195693Z" } }, "outputs": [], "source": [ "# validation...\n", "# TODO: refactor this with above into a func\n", "# interesting_clips_must_be_positive_mask = (\n", "# (interesting_clips[\"upvoted\"] == True)\n", "# | (interesting_clips[\"has_action\"] == True)\n", "# | (interesting_clips[\"part_of_concat\"] == True)\n", "# )\n", "# interesting_clips_must_be_not_negative_mask = (\n", "# interesting_clips[\"downvoted\"] == False\n", "# ) & (interesting_clips[\"deleted\"] == False)\n", "# interesting_clips_mask = (\n", "# interesting_clips_must_be_positive_mask\n", "# & interesting_clips_must_be_not_negative_mask\n", "# )\n", "# assert interesting_clips_mask.eq(interesting_clips[\"preference\"]).all()" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:43.332222Z", "start_time": "2024-05-26T00:24:43.166461Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:17:57.217747Z", "iopub.status.busy": "2024-08-01T20:17:57.217478Z", "iopub.status.idle": "2024-08-01T20:17:57.253861Z", "shell.execute_reply": "2024-08-01T20:17:57.253426Z", "shell.execute_reply.started": "2024-08-01T20:17:57.217730Z" } }, "outputs": [], "source": [ "# # listen to some pairs\n", "# test_requests = interesting_clips[\"request_id\"].sample(10)\n", "\n", "# for i in range(1):\n", "# rows = interesting_clips[interesting_clips[\"request_id\"] == test_requests.iloc[i]]\n", "# assert rows.shape[0] == 2\n", "# # Audio.from_s3(f\"s3://suno-data-uploads/studio/uploads/{row['s3_id']}.mp3\").play()\n", "# # sort by likes\n", "# rows = rows.sort_values(\"upvoted\", ascending=True)\n", "# print(rows.iloc[0][\"prompt_text\"])\n", "# print(rows.iloc[0][\"metadata\"])\n", "# for _, row in rows.iterrows():\n", "# print(row[\"id\"], row[\"preference\"], row[\"upvoted\"])\n", "# Audio.from_s3(\n", "# f\"s3://suno-data-uploads/studio/uploads/{row['s3_id']}.mp3\"\n", "# ).play()\n", "# with open_from_s3(\n", "# f\"s3://suno-data-uploads/studio/uploads/{row['s3_id']}.npz\", as_binary=True\n", "# ) as f:\n", "# # read numpy array\n", "# npz_a = np.load(f)\n", "# if \"v1_raw\" in npz_a:\n", "# a = np.load(f)[\"v1_raw\"]\n", "# elif \"v3.0_raw\" in npz_a:\n", "# a = np.load(f)[\"v3.0_raw\"]\n", "# else:\n", "# print(\"npz_a\", npz_a)\n", "# raise ValueError\n", "# print(a.shape)\n", "# print()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Further cuts and selections" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:43.562167Z", "start_time": "2024-05-26T00:24:43.333784Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:17:57.254702Z", "iopub.status.busy": "2024-08-01T20:17:57.254448Z", "iopub.status.idle": "2024-08-01T20:17:57.291127Z", "shell.execute_reply": "2024-08-01T20:17:57.290672Z", "shell.execute_reply.started": "2024-08-01T20:17:57.254686Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of interesting clips: 19,402\n" ] } ], "source": [ "# interesting_clips[\"has_gpt_prompt\"] = interesting_clips[\"metadata\"].apply(\n", "# lambda x: ast.literal_eval(str(x)).get(\"gpt_description_prompt\", None) is not None\n", "# )\n", "# print(len(interesting_clips))\n", "# interesting_clips = interesting_clips[~interesting_clips[\"has_gpt_prompt\"]]\n", "print(f\"Number of interesting clips: {len(interesting_clips):,}\")" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:43.737067Z", "start_time": "2024-05-26T00:24:43.563216Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:17:57.291884Z", "iopub.status.busy": "2024-08-01T20:17:57.291743Z", "iopub.status.idle": "2024-08-01T20:17:57.338653Z", "shell.execute_reply": "2024-08-01T20:17:57.338187Z", "shell.execute_reply.started": "2024-08-01T20:17:57.291868Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Preference counts and fractions by batch index:\n", "--------------------------------------------------\n", "Batch Index: 0\n", " Preference False:\n", " Count: 4,785\n", " Fraction: 49.32%\n", " Preference True:\n", " Count: 4,916\n", " Fraction: 50.68%\n", "\n", "Batch Index: 1\n", " Preference False:\n", " Count: 4,916\n", " Fraction: 50.68%\n", " Preference True:\n", " Count: 4,785\n", " Fraction: 49.32%\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}:\")\n", " print(f\" Count: {count:,}\")\n", " print(f\" Fraction: {fraction:.2%}\")\n", " print()" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:44.304573Z", "start_time": "2024-05-26T00:24:43.973218Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:17:57.339605Z", "iopub.status.busy": "2024-08-01T20:17:57.339279Z", "iopub.status.idle": "2024-08-01T20:17:57.430169Z", "shell.execute_reply": "2024-08-01T20:17:57.429721Z", "shell.execute_reply.started": "2024-08-01T20:17:57.339587Z" } }, "outputs": [ { "data": { "text/plain": [ "model_name\n", "chirp-v3p5-engine-s-8 15323\n", "chirp-v3p5-engine-upload-4 1672\n", "chirp-v3p5-engine-t-1 607\n", "chirp-v3-engine-i 446\n", "chirp-v3p5-engine-ft 435\n", "chirp-v3p5-engine-ft-1 311\n", "chirp-v3p5-engine-upload 198\n", "chirp-v2-xxl-alpha 120\n", "chirp-v3p5-engine-ft-5 73\n", "chirp-v3p5-engine-s-14 61\n", "chirp-v3p5-engine-s-20 24\n", "chirp-v3p5-engine-s-8-no-top-p 24\n", "chirp-v3p5-engine-t-1-7 19\n", "chirp-v3p5-engine-ft-4 13\n", "chirp-v3p5-engine-s-8-paged 12\n", "chirp-v3p5-engine-ft-3 11\n", "chirp-v3p5-engine-t-1-fast-sem 10\n", "chirp-v3p5-engine-t-1-5 8\n", "chirp-v3p5-engine-ft-6 7\n", "chirp-v3p5-engine-t 6\n", "chirp-v3p5-engine-s-19 6\n", "chirp-v3p5-engine-ft-2 6\n", "chirp-v3p5-engine-t-1-fast 5\n", "chirp-v3p5-engine-s-18 3\n", "chirp-v3p5-engine-b 2\n", "Name: count, dtype: int64" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "interesting_clips[\"model_name\"].value_counts()" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:44.533983Z", "start_time": "2024-05-26T00:24:44.305722Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:17:57.430913Z", "iopub.status.busy": "2024-08-01T20:17:57.430770Z", "iopub.status.idle": "2024-08-01T20:17:57.480973Z", "shell.execute_reply": "2024-08-01T20:17:57.480506Z", "shell.execute_reply.started": "2024-08-01T20:17:57.430898Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Time Validation:\n", "--------------------\n", "Interesting Clips:\n", " Earliest: 2024-06-18 00:47:53.933359+00:00\n", " Latest: 2024-08-02 03:47:10.123516+00:00\n", "\n", "All Clips:\n", " Earliest: 2024-06-18 00:10:20.994602+00:00\n", " Latest: 2024-08-02 03:47:10.123516+00:00\n" ] } ], "source": [ "print(\"Time Validation:\")\n", "print(\"-\" * 20)\n", "print(\"Interesting Clips:\")\n", "print(f\" Earliest: {interesting_clips['created_at'].min()}\")\n", "print(f\" Latest: {interesting_clips['created_at'].max()}\")\n", "print(\"\\nAll Clips:\")\n", "print(f\" Earliest: {clip_df['created_at'].min()}\")\n", "print(f\" Latest: {clip_df['created_at'].max()}\")" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:46.365344Z", "start_time": "2024-05-26T00:24:44.535249Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:17:57.481723Z", "iopub.status.busy": "2024-08-01T20:17:57.481577Z", "iopub.status.idle": "2024-08-01T20:17:58.161276Z", "shell.execute_reply": "2024-08-01T20:17:58.160571Z", "shell.execute_reply.started": "2024-08-01T20:17:57.481707Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Unique counts in interesting_clips:\n", "Request IDs: 9,701\n", "Clip IDs: 19,402\n" ] } ], "source": [ "# 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 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": 60, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:50.674838Z", "start_time": "2024-05-26T00:24:46.366677Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:17:58.162312Z", "iopub.status.busy": "2024-08-01T20:17:58.162141Z", "iopub.status.idle": "2024-08-01T20:17:59.030833Z", "shell.execute_reply": "2024-08-01T20:17:59.030118Z", "shell.execute_reply.started": "2024-08-01T20:17:58.162293Z" } }, "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": 61, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:51.600621Z", "start_time": "2024-05-26T00:24:50.676186Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:17:59.031930Z", "iopub.status.busy": "2024-08-01T20:17:59.031753Z", "iopub.status.idle": "2024-08-01T20:17:59.555414Z", "shell.execute_reply": "2024-08-01T20:17:59.554721Z", "shell.execute_reply.started": "2024-08-01T20:17:59.031911Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Ratio of preferred clips to total clips for each model:\n", "------------------------------------------------------------\n", "chirp-v2-xxl-alpha 0.111940\n", "chirp-v3-engine-i 0.180421\n", "chirp-v3p5-engine-b 0.500000\n", "chirp-v3p5-engine-ft 0.139715\n", "chirp-v3p5-engine-ft-1 0.188703\n", "chirp-v3p5-engine-ft-2 0.181818\n", "chirp-v3p5-engine-ft-3 0.192308\n", "chirp-v3p5-engine-ft-4 0.184211\n", "chirp-v3p5-engine-ft-5 0.212560\n", "chirp-v3p5-engine-ft-6 0.357143\n", "chirp-v3p5-engine-s-14 0.069474\n", "chirp-v3p5-engine-s-18 0.333333\n", "chirp-v3p5-engine-s-19 0.166667\n", "chirp-v3p5-engine-s-20 0.259259\n", "chirp-v3p5-engine-s-8 0.179946\n", "chirp-v3p5-engine-s-8-no-top-p 0.187500\n", "chirp-v3p5-engine-s-8-paged 0.352941\n", "chirp-v3p5-engine-t 0.090909\n", "chirp-v3p5-engine-t-1 0.168882\n", "chirp-v3p5-engine-t-1-5 0.160000\n", "chirp-v3p5-engine-t-1-7 0.205882\n", "chirp-v3p5-engine-t-1-fast 0.100000\n", "chirp-v3p5-engine-t-1-fast-sem 0.318182\n", "chirp-v3p5-engine-upload 0.098704\n", "chirp-v3p5-engine-upload-4 0.181818\n" ] } ], "source": [ "# Calculate the ratio of preferred clips to total clips for each model\n", "preference_ratio = (\n", " interesting_clips[interesting_clips[\"preference\"]][\"model_name\"].value_counts()\n", " / clip_df[\"model_name\"].value_counts()\n", ")\n", "\n", "# Print the results in a formatted manner\n", "print(\"Ratio of preferred clips to total clips for each model:\")\n", "print(\"-\" * 60)\n", "for model, ratio in preference_ratio.items():\n", " print(f\"{model:<30} {ratio:.6f}\")" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:56.302599Z", "start_time": "2024-05-26T00:24:51.601863Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:17:59.556754Z", "iopub.status.busy": "2024-08-01T20:17:59.556275Z", "iopub.status.idle": "2024-08-01T20:18:00.976887Z", "shell.execute_reply": "2024-08-01T20:18:00.976218Z", "shell.execute_reply.started": "2024-08-01T20:17:59.556731Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "chirp-v3-engine-i_win_over_chirp-v3-engine-i, win ratio 1.000, counts 223\n", "chirp-v3p5-engine-b_win_over_chirp-v3p5-engine-b, win ratio 1.000, counts 1\n", "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft, win ratio 0.800, counts 4\n", "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft-1, win ratio 1.000, counts 95\n", "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft-2, win ratio 0.333, counts 1\n", "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft-3, win ratio 0.545, counts 6\n", "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft-4, win ratio 0.462, counts 6\n", "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft-5, win ratio 0.397, counts 29\n", "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-s-8, win ratio 0.375, counts 6\n", "chirp-v3p5-engine-ft-2_win_over_chirp-v3p5-engine-ft-1, win ratio 0.667, counts 2\n", "chirp-v3p5-engine-ft-3_win_over_chirp-v3p5-engine-ft-1, win ratio 0.455, counts 5\n", "chirp-v3p5-engine-ft-4_win_over_chirp-v3p5-engine-ft-1, win ratio 0.538, counts 7\n", "chirp-v3p5-engine-ft-5_win_over_chirp-v3p5-engine-ft-1, win ratio 0.603, counts 44\n", "chirp-v3p5-engine-ft-6_win_over_chirp-v3p5-engine-s-8, win ratio 0.714, counts 5\n", "chirp-v3p5-engine-ft_win_over_chirp-v3p5-engine-ft, win ratio 1.000, counts 215\n", "chirp-v3p5-engine-ft_win_over_chirp-v3p5-engine-ft-1, win ratio 0.200, counts 1\n", "chirp-v3p5-engine-s-14_win_over_chirp-v3p5-engine-s-8, win ratio 0.541, counts 33\n", "chirp-v3p5-engine-s-18_win_over_chirp-v3p5-engine-s-8, win ratio 0.333, counts 1\n", "chirp-v3p5-engine-s-19_win_over_chirp-v3p5-engine-s-8, win ratio 0.333, counts 2\n", "chirp-v3p5-engine-s-20_win_over_chirp-v3p5-engine-s-8, win ratio 0.583, counts 14\n", "chirp-v3p5-engine-s-8-no-top-p_win_over_chirp-v3p5-engine-s-8, win ratio 0.500, counts 12\n", "chirp-v3p5-engine-s-8-paged_win_over_chirp-v3p5-engine-s-8, win ratio 0.500, counts 6\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-ft-1, win ratio 0.625, counts 10\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-ft-2, win ratio 1.000, counts 3\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-ft-6, win ratio 0.286, counts 2\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-14, win ratio 0.459, counts 28\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-18, win ratio 0.667, counts 2\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-19, win ratio 0.667, counts 4\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-20, win ratio 0.417, counts 10\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, counts 7567\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-no-top-p, win ratio 0.500, counts 12\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-paged, win ratio 0.500, counts 6\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t, win ratio 0.833, counts 5\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-1, win ratio 0.538, counts 7\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-1-5, win ratio 0.500, counts 3\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-1-7, win ratio 0.500, counts 4\n", "chirp-v3p5-engine-t-1-5_win_over_chirp-v3p5-engine-s-8, win ratio 0.500, counts 3\n", "chirp-v3p5-engine-t-1-5_win_over_chirp-v3p5-engine-t-1, win ratio 0.500, counts 1\n", "chirp-v3p5-engine-t-1-7_win_over_chirp-v3p5-engine-s-8, win ratio 0.500, counts 4\n", "chirp-v3p5-engine-t-1-7_win_over_chirp-v3p5-engine-t-1, win ratio 0.273, counts 3\n", "chirp-v3p5-engine-t-1-fast-sem_win_over_chirp-v3p5-engine-t-1, win ratio 0.700, counts 7\n", "chirp-v3p5-engine-t-1-fast_win_over_chirp-v3p5-engine-t-1, win ratio 0.200, counts 1\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-s-8, win ratio 0.462, counts 6\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1, win ratio 1.000, counts 283\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1-5, win ratio 0.500, counts 1\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1-7, win ratio 0.727, counts 8\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1-fast, win ratio 0.800, counts 4\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1-fast-sem, win ratio 0.300, counts 3\n", "chirp-v3p5-engine-t_win_over_chirp-v3p5-engine-s-8, win ratio 0.167, counts 1\n", "chirp-v3p5-engine-upload-4_win_over_chirp-v3p5-engine-upload, win ratio 0.500, counts 4\n", "chirp-v3p5-engine-upload-4_win_over_chirp-v3p5-engine-upload-4, win ratio 1.000, counts 832\n", "chirp-v3p5-engine-upload_win_over_chirp-v3p5-engine-upload, win ratio 1.000, counts 95\n", "chirp-v3p5-engine-upload_win_over_chirp-v3p5-engine-upload-4, win ratio 0.500, counts 4\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "get_preferfence_counts(interesting_clips)" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:57.443236Z", "start_time": "2024-05-26T00:24:56.306473Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:18:00.978302Z", "iopub.status.busy": "2024-08-01T20:18:00.977801Z", "iopub.status.idle": "2024-08-01T20:18:02.368053Z", "shell.execute_reply": "2024-08-01T20:18:02.367446Z", "shell.execute_reply.started": "2024-08-01T20:18:00.978280Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/tony/anaconda3/envs/suno_env/lib/python3.10/site-packages/matplotlib/axes/_axes.py:6862: RuntimeWarning: Converting input from bool to for compatibility.\n", " m, bins = np.histogram(x[i], bins, weights=w[i], **hist_kwargs)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=(16, 12))\n", "\n", "ax1.hist(interesting_clips[\"dislike_count\"], bins=np.linspace(0, 10, 30))\n", "ax1.set_yscale(\"log\")\n", "ax1.set_xlabel(\"Number of dislike_count\")\n", "ax1.set_ylabel(\"Number of clips\")\n", "ax1.set_title(\"Dislike Count Distribution\")\n", "\n", "ax2.hist(interesting_clips[\"upvote_count\"], bins=np.linspace(0, 10, 30))\n", "ax2.set_yscale(\"log\")\n", "ax2.set_xlabel(\"Number of like_count\")\n", "ax2.set_ylabel(\"Number of clips\")\n", "ax2.set_title(\"Upvote Count Distribution\")\n", "\n", "ax3.hist(interesting_clips[\"is_public\"], bins=np.linspace(0, 10, 30))\n", "ax3.set_yscale(\"log\")\n", "ax3.set_xlabel(\"Number of is_public\")\n", "ax3.set_ylabel(\"Number of clips\")\n", "ax3.set_title(\"Public Clips Distribution\")\n", "\n", "ax4.hist(interesting_clips[\"user_id\"].value_counts(), bins=np.linspace(0, 1000, 100))\n", "ax4.set_yscale(\"log\")\n", "ax4.set_xlabel(\"Number of preferences clips\")\n", "ax4.set_ylabel(\"Number of users\")\n", "ax4.set_title(\"User Preferences Distribution\")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:58.153310Z", "start_time": "2024-05-26T00:24:57.858363Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:18:02.369056Z", "iopub.status.busy": "2024-08-01T20:18:02.368886Z", "iopub.status.idle": "2024-08-01T20:18:02.391499Z", "shell.execute_reply": "2024-08-01T20:18:02.390943Z", "shell.execute_reply.started": "2024-08-01T20:18:02.369038Z" } }, "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": 65, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:58.890520Z", "start_time": "2024-05-26T00:24:58.154350Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:18:02.392637Z", "iopub.status.busy": "2024-08-01T20:18:02.392219Z", "iopub.status.idle": "2024-08-01T20:18:02.845752Z", "shell.execute_reply": "2024-08-01T20:18:02.845034Z", "shell.execute_reply.started": "2024-08-01T20:18:02.392617Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of clips in user_interesting_clips:\n", "18,836\n" ] } ], "source": [ "# subselect interesting clips\n", "user_intersting_clips = interesting_clips[\n", " interesting_clips[\"model_name\"].str.contains(\"v3p5\") # general 3.5\n", " # interesting_clips[\"model_name\"].str.contains(\"upload\") # only uploads\n", "].copy()\n", "print(\"Number of clips in user_interesting_clips:\")\n", "print(f\"{user_intersting_clips.shape[0]:,}\")" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:59.204547Z", "start_time": "2024-05-26T00:24:58.891851Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:18:02.846783Z", "iopub.status.busy": "2024-08-01T20:18:02.846603Z", "iopub.status.idle": "2024-08-01T20:18:03.220433Z", "shell.execute_reply": "2024-08-01T20:18:03.219814Z", "shell.execute_reply.started": "2024-08-01T20:18:02.846764Z" } }, "outputs": [ { "data": { "image/png": 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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": 67, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:59.207707Z", "start_time": "2024-05-26T00:24:59.205659Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:18:03.221697Z", "iopub.status.busy": "2024-08-01T20:18:03.221258Z", "iopub.status.idle": "2024-08-01T20:18:03.244867Z", "shell.execute_reply": "2024-08-01T20:18:03.244122Z", "shell.execute_reply.started": "2024-08-01T20:18:03.221675Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Summary of user_interesting_clips:\n", "Total requests: 18,836\n", "Unique clips: 9,418\n", "Fraction of total clips: 27.25%\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", ")" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:59.496996Z", "start_time": "2024-05-26T00:24:59.208750Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:18:03.256867Z", "iopub.status.busy": "2024-08-01T20:18:03.248160Z", "iopub.status.idle": "2024-08-01T20:18:03.383717Z", "shell.execute_reply": "2024-08-01T20:18:03.383173Z", "shell.execute_reply.started": "2024-08-01T20:18:03.256844Z" } }, "outputs": [ { "data": { "text/html": [ "
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indextime_useduser_idupvote_countbatch_indexdislike_countflag_countplay_countskip_countdurationuser_n_clipsdiff_preference
count18836.00000018836.0000001.883600e+0418836.00000018836.00000018836.00000018836.00000018836.00000018836.018836.00000018836.00000018836.000000
mean42279.192875149.4913042.692739e+060.4309830.5000000.1500850.0071143.5966230.0172.884886269.2947550.210607
std18292.06324356.5129242.020934e+060.7388240.5000130.3576100.08467628.2356920.052.046463298.3930950.764750
min2.0000003.4644562.000000e+010.0000000.0000000.0000000.0000000.0000000.02.4800002.000000-1.000000
25%30386.750000110.0498586.418180e+050.0000000.0000000.0000000.0000001.0000000.0134.24000069.0000000.000000
50%45076.500000145.7729162.349654e+060.0000000.5000000.0000000.0000002.0000000.0179.320000164.0000000.000000
75%57064.250000186.5500374.691451e+061.0000001.0000000.0000000.0000003.0000000.0215.930000365.0000001.000000
max69134.000000476.9546556.068213e+0656.0000001.0000003.0000002.0000002411.0000000.0240.0000001477.0000001.000000
\n", "
" ], "text/plain": [ " index time_used user_id upvote_count batch_index dislike_count flag_count play_count skip_count duration user_n_clips diff_preference\n", "count 18836.000000 18836.000000 1.883600e+04 18836.000000 18836.000000 18836.000000 18836.000000 18836.000000 18836.0 18836.000000 18836.000000 18836.000000\n", "mean 42279.192875 149.491304 2.692739e+06 0.430983 0.500000 0.150085 0.007114 3.596623 0.0 172.884886 269.294755 0.210607\n", "std 18292.063243 56.512924 2.020934e+06 0.738824 0.500013 0.357610 0.084676 28.235692 0.0 52.046463 298.393095 0.764750\n", "min 2.000000 3.464456 2.000000e+01 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 2.480000 2.000000 -1.000000\n", "25% 30386.750000 110.049858 6.418180e+05 0.000000 0.000000 0.000000 0.000000 1.000000 0.0 134.240000 69.000000 0.000000\n", "50% 45076.500000 145.772916 2.349654e+06 0.000000 0.500000 0.000000 0.000000 2.000000 0.0 179.320000 164.000000 0.000000\n", "75% 57064.250000 186.550037 4.691451e+06 1.000000 1.000000 0.000000 0.000000 3.000000 0.0 215.930000 365.000000 1.000000\n", "max 69134.000000 476.954655 6.068213e+06 56.000000 1.000000 3.000000 2.000000 2411.000000 0.0 240.000000 1477.000000 1.000000" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" } ], "source": [ "user_intersting_clips.describe()" ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:59.685498Z", "start_time": "2024-05-26T00:24:59.498024Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:18:03.384601Z", "iopub.status.busy": "2024-08-01T20:18:03.384440Z", "iopub.status.idle": "2024-08-01T20:18:03.405096Z", "shell.execute_reply": "2024-08-01T20:18:03.404524Z", "shell.execute_reply.started": "2024-08-01T20:18:03.384584Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Time Validation:\n", "Earliest timestamp: 2024-06-18 00:47:53.933359+00:00\n", "Latest timestamp: 2024-08-02 03:47:10.123516+00:00\n" ] } ], "source": [ "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()}\")" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:18:03.407047Z", "iopub.status.busy": "2024-08-01T20:18:03.406575Z", "iopub.status.idle": "2024-08-01T20:18:03.569986Z", "shell.execute_reply": "2024-08-01T20:18:03.569441Z", "shell.execute_reply.started": "2024-08-01T20:18:03.407026Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Earliest timestamp: 2024-07-31 21:15:16.052421+00:00\n", "Latest timestamp: 2024-08-02 01:55:32.276871+00:00\n" ] } ], "source": [ "model_to_test = \"chirp-v3p5-engine-s-8-paged\"\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": 71, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:25:00.484734Z", "start_time": "2024-05-26T00:25:00.377280Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:18:03.570875Z", "iopub.status.busy": "2024-08-01T20:18:03.570712Z", "iopub.status.idle": "2024-08-01T20:18:03.590754Z", "shell.execute_reply": "2024-08-01T20:18:03.590308Z", "shell.execute_reply.started": "2024-08-01T20:18:03.570859Z" } }, "outputs": [], "source": [ "# def parse_for_tag(x):\n", "# if \"tags\" not in x:\n", "# return \"\"\n", "# out = x.get(\"tags\", \"\")\n", "# return out.lower() if out else \"\"\n", "\n", "# def parse_for_one_box(x):\n", "# if \"gpt_description_prompt\" not in x:\n", "# return False\n", "# out = x.get(\"gpt_description_prompt\", \"\")\n", "# return out != None\n", "# user_intersting_clips[\"tags\"] = user_intersting_clips[\"metadata\"].apply(parse_for_tag)\n", "# user_intersting_clips[\"is_onebox\"] = user_intersting_clips[\"metadata\"].apply(parse_for_one_box)" ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:25:00.893917Z", "start_time": "2024-05-26T00:25:00.485775Z" }, "execution": { "iopub.execute_input": "2024-08-01T22:28:52.162898Z", "iopub.status.busy": "2024-08-01T22:28:52.162439Z", "iopub.status.idle": "2024-08-01T22:28:54.044614Z", "shell.execute_reply": "2024-08-01T22:28:54.043970Z", "shell.execute_reply.started": "2024-08-01T22:28:52.162876Z" } }, "outputs": [], "source": [ "# v3 launch test time # 2024-04-03 07:47:01.770988+00:00 t1\n", "# v3.5 launch time: 2024-05-19 05:21:54\n", "# latest exp time: '2024-05-29 04:01:39'\n", "\n", "date_cut = \"2024-06-04 15:21:36\"\n", "\n", "# user_compare_mask = (\n", "# user_intersting_clips[\"created_at\"] >= date_cut\n", "# ) # & (user_intersting_clips[\"is_pro_user\"] == True)\n", "user_compare_mask = (\n", " (user_intersting_clips[\"created_at\"] >= date_cut)\n", " & (\n", " user_intersting_clips[\"model_name\"].isin(\n", " [\n", " # \"chirp-v3-engine-d\",\n", " # \"chirp-v3-engine-i\",\n", " # \"chirp-v3-engine-i-tp\",\n", " # \"chirp-v3-engine-s\",\n", " # \"chirp-v3p5-engine-d\",\n", " # \"chirp-v3p5-engine-s\",\n", " # \"chirp-v3p5-engine-s-2\",\n", " # \"chirp-v3p5-engine-s-3\",\n", " # \"chirp-v3p5-engine-s-4\",\n", " # \"chirp-v3p5-engine-s-5\",\n", " # \"chirp-v3p5-engine-s-6\",\n", " # \"chirp-v3p5-engine-s-7\",\n", " \"chirp-v3p5-engine-s-2\",\n", " \"chirp-v3p5-engine-s-8\",\n", " \"chirp-v3p5-engine-s-11\",\n", " \"chirp-v3p5-engine-s-12\",\n", " \"chirp-v3p5-engine-s-13\",\n", " \"chirp-v3p5-engine-s-14\",\n", " \"chirp-v3p5-engine-s-15\",\n", " \"chirp-v3p5-engine-s-18\",\n", " \"chirp-v3p5-engine-s-19\",\n", " \"chirp-v3p5-engine-s-20\",\n", " \"chirp-v3p5-engine-s-8-paged\",\n", " \"chirp-v3p5-engine-s-8-no-top-p\",\n", " \"chirp-v3p5-engine-upload\",\n", " \"chirp-v3p5-engine-upload-1\",\n", " \"chirp-v3p5-engine-upload-2\",\n", " \"chirp-v3p5-engine-upload-3\",\n", " \"chirp-v3p5-engine-upload-4\",\n", " \"chirp-v3p5-engine-ft\",\n", " \"chirp-v3p5-engine-ft-1\",\n", " \"chirp-v3p5-engine-ft-2\",\n", " \"chirp-v3p5-engine-ft-3\",\n", " \"chirp-v3p5-engine-ft-4\",\n", " \"chirp-v3p5-engine-ft-5\",\n", " \"chirp-v3p5-engine-ft-6\",\n", " \"chirp-v3p5-engine-t\",\n", " \"chirp-v3p5-engine-t-1\",\n", " \"chirp-v3p5-engine-t-1-5\",\n", " \"chirp-v3p5-engine-t-1-7\",\n", " \"chirp-v3p5-engine-t-1-fast\",\n", " \"chirp-v3p5-engine-t-1-fast-sem\",\n", " ]\n", " )\n", " )\n", " # & (user_intersting_clips[\"is_pro_user\"] == True)\n", " # & (user_intersting_clips[\"is_onebox\"] == True)\n", ")\n", "# user_compare_mask = (user_intersting_clips[\"created_at\"] >= date_cut) & (\n", "# user_intersting_clips[\"tags\"].apply(lambda x: not \"pop\" in x.lower())\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\n", "\n", "# for _, row in user_intersting_clips[user_intersting_clips[\"request_id\"].astype(str) == \"87c45d24-68ae-45dd-b5b7-92cd70bd0ab5\"].iterrows():\n", "# print(row[\"metadata\"])\n", "\n", "# for _, row in user_intersting_clips[user_intersting_clips[\"request_id\"].astype(str) == \"fa86f07f-4476-406f-b756-7166e0b08679\"].iterrows():\n", "# print(row[\"metadata\"])" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:25:01.140472Z", "start_time": "2024-05-26T00:25:00.895575Z" }, "execution": { "iopub.execute_input": "2024-08-01T22:28:30.293063Z", "iopub.status.busy": "2024-08-01T22:28:30.292809Z", "iopub.status.idle": "2024-08-01T22:28:31.071037Z", "shell.execute_reply": "2024-08-01T22:28:31.070428Z", "shell.execute_reply.started": "2024-08-01T22:28:30.293043Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(18834, 45)\n", "Model Name Value Counts and Fractions:\n", "chirp-v3p5-engine-s-8: 14742 (78.27%)\n", "chirp-v3p5-engine-upload-4: 1374 (7.30%)\n", "chirp-v3p5-engine-s-8_temp_semantic_70: 581 (3.08%)\n", "chirp-v3p5-engine-t-1: 369 (1.96%)\n", "chirp-v3p5-engine-ft-1: 276 (1.47%)\n", "chirp-v3p5-engine-upload-4_temp_semantic_70: 268 (1.42%)\n", "chirp-v3p5-engine-ft: 195 (1.04%)\n", "chirp-v3p5-engine-upload: 103 (0.55%)\n", "chirp-v3p5-engine-ft-5: 73 (0.39%)\n", "chirp-v3p5-engine-s-14: 61 (0.32%)\n", "chirp-v3p5-engine-ft_tag_cfg_text_cfg_comp: 60 (0.32%)\n", "chirp-v3p5-engine-ft_tag_cfg_text_cfg_12: 45 (0.24%)\n", "chirp-v3p5-engine-ft_tag_cfg_text_cfg_13: 40 (0.21%)\n", "chirp-v3p5-engine-ft_text_cfg_12: 37 (0.20%)\n", "chirp-v3p5-engine-upload_n_repeat_tags_1: 33 (0.18%)\n", "chirp-v3p5-engine-upload_cfg_coef_tags_20: 31 (0.16%)\n", "chirp-v3p5-engine-upload_cfg_coef_11: 31 (0.16%)\n", "chirp-v3p5-engine-t-1_tag_cfg_text_cfg_14_vs_text_cfg_13: 25 (0.13%)\n", "chirp-v3p5-engine-s-8-no-top-p: 24 (0.13%)\n", "chirp-v3p5-engine-s-20: 24 (0.13%)\n", "chirp-v3p5-engine-t-1_text_cfg_10_vs_text_cfg_13: 20 (0.11%)\n", "chirp-v3p5-engine-t-1_text_cfg_14: 20 (0.11%)\n", "chirp-v3p5-engine-t-1-7: 19 (0.10%)\n", "chirp-v3p5-engine-t-1_tag_cfg_text_cfg_14: 18 (0.10%)\n", "chirp-v3p5-engine-t-1_tag_cfg_text_cfg_13_ntag_3_vs_text_cfg_13: 18 (0.10%)\n", "chirp-v3p5-engine-t-1_text_cfg_12: 16 (0.08%)\n", "chirp-v3p5-engine-t-1_tag_cfg_text_cfg_13: 16 (0.08%)\n", "chirp-v3p5-engine-ft_tag_cfg_text_cfg_12_high_tag25: 16 (0.08%)\n", "chirp-v3p5-engine-ft_tag_cfg_text_cfg_13_high_tag25: 16 (0.08%)\n", "chirp-v3p5-engine-t-1_temp_coarse_85: 15 (0.08%)\n", "chirp-v3p5-engine-t-1_tag_cfg_text_cfg_13_vs_text_cfg_13: 14 (0.07%)\n", "chirp-v3p5-engine-ft-4: 13 (0.07%)\n", "chirp-v3p5-engine-ft_text_cfg_11: 13 (0.07%)\n", "chirp-v3p5-engine-s-8-paged: 12 (0.06%)\n", "chirp-v3p5-engine-t-1_tag_cfg_text_cfg_14_ntag_3_vs_text_cfg_13: 12 (0.06%)\n", "chirp-v3p5-engine-ft-1_temp_semantic_80: 12 (0.06%)\n", "chirp-v3p5-engine-upload-4_cfg_coef_11: 11 (0.06%)\n", "chirp-v3p5-engine-t-1_text_cfg_13: 11 (0.06%)\n", "chirp-v3p5-engine-ft-3: 11 (0.06%)\n", "chirp-v3p5-engine-t-1-fast-sem: 10 (0.05%)\n", "chirp-v3p5-engine-t-1_tag_cfg_text_cfg_12_vs_text_cfg_13: 10 (0.05%)\n", "chirp-v3p5-engine-t-1_tag_cfg_text_cfg_12: 10 (0.05%)\n", "chirp-v3p5-engine-upload-4_cfg_coef_tags_20: 10 (0.05%)\n", "chirp-v3p5-engine-t-1_tag_cfg_text_cfg_11_vs_text_cfg_13: 10 (0.05%)\n", "chirp-v3p5-engine-upload-4_n_repeat_tags_1: 9 (0.05%)\n", "chirp-v3p5-engine-ft_tag_cfg_text_cfg_11: 8 (0.04%)\n", "chirp-v3p5-engine-t-1-5: 8 (0.04%)\n", "chirp-v3p5-engine-ft-1_temp_semantic_70: 8 (0.04%)\n", "chirp-v3p5-engine-ft-1_temp_semantic_95: 8 (0.04%)\n", "chirp-v3p5-engine-ft-1_text_cfg_11: 7 (0.04%)\n", "chirp-v3p5-engine-ft-6: 7 (0.04%)\n", "chirp-v3p5-engine-ft-2: 6 (0.03%)\n", "chirp-v3p5-engine-t: 6 (0.03%)\n", "chirp-v3p5-engine-s-19: 6 (0.03%)\n", "chirp-v3p5-engine-t-1_temp_coarse_95: 5 (0.03%)\n", "chirp-v3p5-engine-t-1_text_cfg_12_vs_text_cfg_13: 5 (0.03%)\n", "chirp-v3p5-engine-ft_text_cfg_13: 5 (0.03%)\n", "chirp-v3p5-engine-t-1-fast: 5 (0.03%)\n", "chirp-v3p5-engine-t-1_tag_cfg_text_cfg_11: 4 (0.02%)\n", "chirp-v3p5-engine-t-1_text_cfg_11: 3 (0.02%)\n", "chirp-v3p5-engine-s-18: 3 (0.02%)\n", "chirp-v3p5-engine-t-1_temp_semantic_85: 3 (0.02%)\n", "chirp-v3p5-engine-t-1_text_cfg_10_vs_all_cfg_13: 1 (0.01%)\n", "chirp-v3p5-engine-t-1_tag_cfg_30_vs_all_cfg_13: 1 (0.01%)\n", "chirp-v3p5-engine-t-1_temp_semantic_80: 1 (0.01%)\n" ] } ], "source": [ "user_intersting_clips_3p5 = (\n", " user_intersting_clips[user_compare_mask].reset_index().copy()\n", ")\n", "\n", "\n", "def parse_inference_exp(x):\n", " # print(x)\n", " if \"param_experiment\" not in x:\n", " return \"\"\n", " out = x.get(\"param_experiment\", \"\")\n", " if out:\n", " return \"_\" + out\n", " return \"\"\n", "\n", "\n", "user_intersting_clips_3p5[\"model_name\"] = user_intersting_clips_3p5[\n", " \"model_name\"\n", "] + user_intersting_clips_3p5[\"metadata\"].apply(parse_inference_exp)\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", "for model, count in model_counts.items():\n", " frac = model_fracs[model]\n", " print(f\"{model}: {count} ({frac:.2%})\")" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:25:02.009450Z", "start_time": "2024-05-26T00:25:01.523515Z" }, "execution": { "iopub.execute_input": "2024-08-01T22:28:31.541180Z", "iopub.status.busy": "2024-08-01T22:28:31.540560Z", "iopub.status.idle": "2024-08-01T22:28:32.372482Z", "shell.execute_reply": "2024-08-01T22:28:32.371914Z", "shell.execute_reply.started": "2024-08-01T22:28:31.541159Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "chirp-v3p5-engine-ft-1_temp_semantic_70_win_over_chirp-v3p5-engine-ft-1, win ratio 0.375, counts 3\n", "chirp-v3p5-engine-ft-1_temp_semantic_80_win_over_chirp-v3p5-engine-ft-1, win ratio 0.250, counts 3\n", "chirp-v3p5-engine-ft-1_temp_semantic_95_win_over_chirp-v3p5-engine-ft-1, win ratio 0.500, counts 4\n", "chirp-v3p5-engine-ft-1_text_cfg_11_win_over_chirp-v3p5-engine-ft-1, win ratio 0.429, counts 3\n", "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft, win ratio 0.800, counts 4\n", "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft-1, win ratio 1.000, counts 60\n", "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft-1_temp_semantic_70, win ratio 0.625, counts 5\n", "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft-1_temp_semantic_80, win ratio 0.750, counts 9\n", "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft-1_temp_semantic_95, win ratio 0.500, counts 4\n", "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft-1_text_cfg_11, win ratio 0.571, counts 4\n", "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft-2, win ratio 0.333, counts 1\n", "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft-3, win ratio 0.545, counts 6\n", "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft-4, win ratio 0.462, counts 6\n", "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft-5, win ratio 0.397, counts 29\n", "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-s-8, win ratio 0.375, counts 6\n", "chirp-v3p5-engine-ft-2_win_over_chirp-v3p5-engine-ft-1, win ratio 0.667, counts 2\n", "chirp-v3p5-engine-ft-3_win_over_chirp-v3p5-engine-ft-1, win ratio 0.455, counts 5\n", "chirp-v3p5-engine-ft-4_win_over_chirp-v3p5-engine-ft-1, win ratio 0.538, counts 7\n", "chirp-v3p5-engine-ft-5_win_over_chirp-v3p5-engine-ft-1, win ratio 0.603, counts 44\n", "chirp-v3p5-engine-ft-6_win_over_chirp-v3p5-engine-s-8, win ratio 0.714, counts 5\n", "chirp-v3p5-engine-ft_tag_cfg_text_cfg_11_win_over_chirp-v3p5-engine-ft, win ratio 0.750, counts 6\n", "chirp-v3p5-engine-ft_tag_cfg_text_cfg_12_high_tag25_win_over_chirp-v3p5-engine-ft, win ratio 0.875, counts 14\n", "chirp-v3p5-engine-ft_tag_cfg_text_cfg_12_win_over_chirp-v3p5-engine-ft, win ratio 0.667, counts 30\n", "chirp-v3p5-engine-ft_tag_cfg_text_cfg_13_high_tag25_win_over_chirp-v3p5-engine-ft, win ratio 0.500, counts 8\n", "chirp-v3p5-engine-ft_tag_cfg_text_cfg_13_win_over_chirp-v3p5-engine-ft, win ratio 0.583, counts 14\n", "chirp-v3p5-engine-ft_tag_cfg_text_cfg_13_win_over_chirp-v3p5-engine-ft_tag_cfg_text_cfg_13, win ratio 1.000, counts 8\n", "chirp-v3p5-engine-ft_tag_cfg_text_cfg_comp_win_over_chirp-v3p5-engine-ft_tag_cfg_text_cfg_comp, win ratio 1.000, counts 30\n", "chirp-v3p5-engine-ft_text_cfg_11_win_over_chirp-v3p5-engine-ft, win ratio 0.462, counts 6\n", "chirp-v3p5-engine-ft_text_cfg_12_win_over_chirp-v3p5-engine-ft, win ratio 0.486, counts 18\n", "chirp-v3p5-engine-ft_text_cfg_13_win_over_chirp-v3p5-engine-ft, win ratio 0.400, counts 2\n", "chirp-v3p5-engine-ft_win_over_chirp-v3p5-engine-ft, win ratio 1.000, counts 13\n", "chirp-v3p5-engine-ft_win_over_chirp-v3p5-engine-ft-1, win ratio 0.200, counts 1\n", "chirp-v3p5-engine-ft_win_over_chirp-v3p5-engine-ft_tag_cfg_text_cfg_11, win ratio 0.250, counts 2\n", "chirp-v3p5-engine-ft_win_over_chirp-v3p5-engine-ft_tag_cfg_text_cfg_12, win ratio 0.333, counts 15\n", "chirp-v3p5-engine-ft_win_over_chirp-v3p5-engine-ft_tag_cfg_text_cfg_12_high_tag25, win ratio 0.125, counts 2\n", "chirp-v3p5-engine-ft_win_over_chirp-v3p5-engine-ft_tag_cfg_text_cfg_13, win ratio 0.417, counts 10\n", "chirp-v3p5-engine-ft_win_over_chirp-v3p5-engine-ft_tag_cfg_text_cfg_13_high_tag25, win ratio 0.500, counts 8\n", "chirp-v3p5-engine-ft_win_over_chirp-v3p5-engine-ft_text_cfg_11, win ratio 0.538, counts 7\n", "chirp-v3p5-engine-ft_win_over_chirp-v3p5-engine-ft_text_cfg_12, win ratio 0.514, counts 19\n", "chirp-v3p5-engine-ft_win_over_chirp-v3p5-engine-ft_text_cfg_13, win ratio 0.600, counts 3\n", "chirp-v3p5-engine-s-14_win_over_chirp-v3p5-engine-s-8, win ratio 0.541, counts 33\n", "chirp-v3p5-engine-s-18_win_over_chirp-v3p5-engine-s-8, win ratio 0.333, counts 1\n", "chirp-v3p5-engine-s-19_win_over_chirp-v3p5-engine-s-8, win ratio 0.333, counts 2\n", "chirp-v3p5-engine-s-20_win_over_chirp-v3p5-engine-s-8, win ratio 0.583, counts 14\n", "chirp-v3p5-engine-s-8-no-top-p_win_over_chirp-v3p5-engine-s-8, win ratio 0.500, counts 12\n", "chirp-v3p5-engine-s-8-paged_win_over_chirp-v3p5-engine-s-8, win ratio 0.500, counts 6\n", "chirp-v3p5-engine-s-8_temp_semantic_70_win_over_chirp-v3p5-engine-s-8, win ratio 0.516, counts 300\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-ft-1, win ratio 0.625, counts 10\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-ft-2, win ratio 1.000, counts 3\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-ft-6, win ratio 0.286, counts 2\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-14, win ratio 0.459, counts 28\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-18, win ratio 0.667, counts 2\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-19, win ratio 0.667, counts 4\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-20, win ratio 0.417, counts 10\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, counts 6986\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-no-top-p, win ratio 0.500, counts 12\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-paged, win ratio 0.500, counts 6\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8_temp_semantic_70, win ratio 0.484, counts 281\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t, win ratio 0.833, counts 5\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-1, win ratio 0.538, counts 7\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-1-5, win ratio 0.500, counts 3\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-1-7, win ratio 0.500, counts 4\n", "chirp-v3p5-engine-t-1-5_win_over_chirp-v3p5-engine-s-8, win ratio 0.500, counts 3\n", "chirp-v3p5-engine-t-1-5_win_over_chirp-v3p5-engine-t-1, win ratio 0.500, counts 1\n", "chirp-v3p5-engine-t-1-7_win_over_chirp-v3p5-engine-s-8, win ratio 0.500, counts 4\n", "chirp-v3p5-engine-t-1-7_win_over_chirp-v3p5-engine-t-1, win ratio 0.273, counts 3\n", "chirp-v3p5-engine-t-1-fast-sem_win_over_chirp-v3p5-engine-t-1, win ratio 0.700, counts 7\n", "chirp-v3p5-engine-t-1-fast_win_over_chirp-v3p5-engine-t-1, win ratio 0.200, counts 1\n", "chirp-v3p5-engine-t-1_tag_cfg_30_vs_all_cfg_13_win_over_chirp-v3p5-engine-t-1, win ratio 1.000, counts 1\n", "chirp-v3p5-engine-t-1_tag_cfg_text_cfg_11_vs_text_cfg_13_win_over_chirp-v3p5-engine-t-1, win ratio 0.500, counts 5\n", "chirp-v3p5-engine-t-1_tag_cfg_text_cfg_11_win_over_chirp-v3p5-engine-t-1, win ratio 0.500, counts 2\n", "chirp-v3p5-engine-t-1_tag_cfg_text_cfg_12_vs_text_cfg_13_win_over_chirp-v3p5-engine-t-1, win ratio 0.600, counts 6\n", "chirp-v3p5-engine-t-1_tag_cfg_text_cfg_12_win_over_chirp-v3p5-engine-t-1, win ratio 0.400, counts 4\n", "chirp-v3p5-engine-t-1_tag_cfg_text_cfg_13_ntag_3_vs_text_cfg_13_win_over_chirp-v3p5-engine-t-1, win ratio 0.500, counts 9\n", "chirp-v3p5-engine-t-1_tag_cfg_text_cfg_13_vs_text_cfg_13_win_over_chirp-v3p5-engine-t-1, win ratio 0.571, counts 8\n", "chirp-v3p5-engine-t-1_tag_cfg_text_cfg_13_win_over_chirp-v3p5-engine-t-1, win ratio 0.688, counts 11\n", "chirp-v3p5-engine-t-1_tag_cfg_text_cfg_14_ntag_3_vs_text_cfg_13_win_over_chirp-v3p5-engine-t-1, win ratio 0.583, counts 7\n", "chirp-v3p5-engine-t-1_tag_cfg_text_cfg_14_vs_text_cfg_13_win_over_chirp-v3p5-engine-t-1, win ratio 0.440, counts 11\n", "chirp-v3p5-engine-t-1_tag_cfg_text_cfg_14_win_over_chirp-v3p5-engine-t-1, win ratio 0.389, counts 7\n", "chirp-v3p5-engine-t-1_temp_coarse_85_win_over_chirp-v3p5-engine-t-1, win ratio 0.333, counts 5\n", "chirp-v3p5-engine-t-1_temp_coarse_95_win_over_chirp-v3p5-engine-t-1, win ratio 0.400, counts 2\n", "chirp-v3p5-engine-t-1_temp_semantic_85_win_over_chirp-v3p5-engine-t-1, win ratio 0.333, counts 1\n", "chirp-v3p5-engine-t-1_text_cfg_10_vs_all_cfg_13_win_over_chirp-v3p5-engine-t-1, win ratio 1.000, counts 1\n", "chirp-v3p5-engine-t-1_text_cfg_10_vs_text_cfg_13_win_over_chirp-v3p5-engine-t-1, win ratio 0.350, counts 7\n", "chirp-v3p5-engine-t-1_text_cfg_11_win_over_chirp-v3p5-engine-t-1, win ratio 0.333, counts 1\n", "chirp-v3p5-engine-t-1_text_cfg_12_vs_text_cfg_13_win_over_chirp-v3p5-engine-t-1, win ratio 0.400, counts 2\n", "chirp-v3p5-engine-t-1_text_cfg_12_win_over_chirp-v3p5-engine-t-1, win ratio 0.750, counts 12\n", "chirp-v3p5-engine-t-1_text_cfg_13_win_over_chirp-v3p5-engine-t-1, win ratio 0.545, counts 6\n", "chirp-v3p5-engine-t-1_text_cfg_14_win_over_chirp-v3p5-engine-t-1, win ratio 0.600, counts 12\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-s-8, win ratio 0.462, counts 6\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1, win ratio 1.000, counts 45\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1-5, win ratio 0.500, counts 1\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1-7, win ratio 0.727, counts 8\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1-fast, win ratio 0.800, counts 4\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1-fast-sem, win ratio 0.300, counts 3\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1_tag_cfg_text_cfg_11, win ratio 0.500, counts 2\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1_tag_cfg_text_cfg_11_vs_text_cfg_13, win ratio 0.500, counts 5\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1_tag_cfg_text_cfg_12, win ratio 0.600, counts 6\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1_tag_cfg_text_cfg_12_vs_text_cfg_13, win ratio 0.400, counts 4\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1_tag_cfg_text_cfg_13, win ratio 0.312, counts 5\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1_tag_cfg_text_cfg_13_ntag_3_vs_text_cfg_13, win ratio 0.500, counts 9\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1_tag_cfg_text_cfg_13_vs_text_cfg_13, win ratio 0.429, counts 6\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1_tag_cfg_text_cfg_14, win ratio 0.611, counts 11\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1_tag_cfg_text_cfg_14_ntag_3_vs_text_cfg_13, win ratio 0.417, counts 5\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1_tag_cfg_text_cfg_14_vs_text_cfg_13, win ratio 0.560, counts 14\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1_temp_coarse_85, win ratio 0.667, counts 10\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1_temp_coarse_95, win ratio 0.600, counts 3\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1_temp_semantic_80, win ratio 1.000, counts 1\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1_temp_semantic_85, win ratio 0.667, counts 2\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1_text_cfg_10_vs_text_cfg_13, win ratio 0.650, counts 13\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1_text_cfg_11, win ratio 0.667, counts 2\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1_text_cfg_12, win ratio 0.250, counts 4\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1_text_cfg_12_vs_text_cfg_13, win ratio 0.600, counts 3\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1_text_cfg_13, win ratio 0.455, counts 5\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1_text_cfg_14, win ratio 0.400, counts 8\n", "chirp-v3p5-engine-t_win_over_chirp-v3p5-engine-s-8, win ratio 0.167, counts 1\n", "chirp-v3p5-engine-upload-4_cfg_coef_11_win_over_chirp-v3p5-engine-upload-4, win ratio 0.455, counts 5\n", "chirp-v3p5-engine-upload-4_cfg_coef_tags_20_win_over_chirp-v3p5-engine-upload-4, win ratio 0.500, counts 5\n", "chirp-v3p5-engine-upload-4_n_repeat_tags_1_win_over_chirp-v3p5-engine-upload-4, win ratio 0.444, counts 4\n", "chirp-v3p5-engine-upload-4_temp_semantic_70_win_over_chirp-v3p5-engine-upload-4, win ratio 0.485, counts 130\n", "chirp-v3p5-engine-upload-4_win_over_chirp-v3p5-engine-upload, win ratio 0.500, counts 4\n", "chirp-v3p5-engine-upload-4_win_over_chirp-v3p5-engine-upload-4, win ratio 1.000, counts 534\n", "chirp-v3p5-engine-upload-4_win_over_chirp-v3p5-engine-upload-4_cfg_coef_11, win ratio 0.545, counts 6\n", "chirp-v3p5-engine-upload-4_win_over_chirp-v3p5-engine-upload-4_cfg_coef_tags_20, win ratio 0.500, counts 5\n", "chirp-v3p5-engine-upload-4_win_over_chirp-v3p5-engine-upload-4_n_repeat_tags_1, win ratio 0.556, counts 5\n", "chirp-v3p5-engine-upload-4_win_over_chirp-v3p5-engine-upload-4_temp_semantic_70, win ratio 0.515, counts 138\n", "chirp-v3p5-engine-upload_cfg_coef_11_win_over_chirp-v3p5-engine-upload, win ratio 0.419, counts 13\n", "chirp-v3p5-engine-upload_cfg_coef_tags_20_win_over_chirp-v3p5-engine-upload, win ratio 0.581, counts 18\n", "chirp-v3p5-engine-upload_n_repeat_tags_1_win_over_chirp-v3p5-engine-upload, win ratio 0.455, counts 15\n", "chirp-v3p5-engine-upload_win_over_chirp-v3p5-engine-upload-4, win ratio 0.500, counts 4\n", "chirp-v3p5-engine-upload_win_over_chirp-v3p5-engine-upload_cfg_coef_11, win ratio 0.581, counts 18\n", "chirp-v3p5-engine-upload_win_over_chirp-v3p5-engine-upload_cfg_coef_tags_20, win ratio 0.419, counts 13\n", "chirp-v3p5-engine-upload_win_over_chirp-v3p5-engine-upload_n_repeat_tags_1, win ratio 0.545, counts 18\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "get_preferfence_counts(user_intersting_clips_3p5)\n", "# user_intersting_clips[user_compare_mask]\n", "# )" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:25:02.332947Z", "start_time": "2024-05-26T00:25:02.010694Z" }, "execution": { "iopub.execute_input": "2024-08-01T22:28:41.393960Z", "iopub.status.busy": "2024-08-01T22:28:41.393244Z", "iopub.status.idle": "2024-08-01T22:28:42.241327Z", "shell.execute_reply": "2024-08-01T22:28:42.240739Z", "shell.execute_reply.started": "2024-08-01T22:28:41.393936Z" } }, "outputs": [], "source": [ "print(\"first gen\")\n", "first_gen_slice_df = user_intersting_clips_3p5[\n", " (user_intersting_clips_3p5[\"continued_parent\"].isna())\n", "].copy()\n", "if first_gen_slice_df.shape[0] > 0:\n", " get_preferfence_counts(\n", " user_intersting_clips_3p5[\n", " (user_intersting_clips_3p5[\"continued_parent\"].isna())\n", " ],\n", " title_name=\"first generation\",\n", " )" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:25:02.574659Z", "start_time": "2024-05-26T00:25:02.334214Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:18:09.597817Z", "iopub.status.busy": "2024-08-01T20:18:09.597648Z", "iopub.status.idle": "2024-08-01T20:18:10.187061Z", "shell.execute_reply": "2024-08-01T20:18:10.186507Z", "shell.execute_reply.started": "2024-08-01T20:18:09.597800Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "is continue\n", "chirp-v3p5-engine-ft-1_temp_semantic_80_win_over_chirp-v3p5-engine-ft-1, win ratio 0.500, counts 1\n", "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft, win ratio 0.500, counts 1\n", "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft-1, win ratio 1.000, counts 9\n", "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft-1_temp_semantic_70, win ratio 1.000, counts 2\n", "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft-1_temp_semantic_80, win ratio 0.500, counts 1\n", "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft-1_temp_semantic_95, win ratio 1.000, counts 1\n", "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft-3, win ratio 0.333, counts 1\n", "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft-4, win ratio 0.667, counts 2\n", "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft-5, win ratio 0.538, counts 7\n", "chirp-v3p5-engine-ft-2_win_over_chirp-v3p5-engine-ft-1, win ratio 1.000, counts 1\n", "chirp-v3p5-engine-ft-3_win_over_chirp-v3p5-engine-ft-1, win ratio 0.667, counts 2\n", "chirp-v3p5-engine-ft-4_win_over_chirp-v3p5-engine-ft-1, win ratio 0.333, counts 1\n", "chirp-v3p5-engine-ft-5_win_over_chirp-v3p5-engine-ft-1, win ratio 0.462, counts 6\n", "chirp-v3p5-engine-ft-6_win_over_chirp-v3p5-engine-s-8, win ratio 0.500, counts 1\n", "chirp-v3p5-engine-ft_tag_cfg_text_cfg_12_win_over_chirp-v3p5-engine-ft, win ratio 0.875, counts 7\n", "chirp-v3p5-engine-ft_tag_cfg_text_cfg_13_high_tag25_win_over_chirp-v3p5-engine-ft, win ratio 0.667, counts 2\n", "chirp-v3p5-engine-ft_tag_cfg_text_cfg_13_win_over_chirp-v3p5-engine-ft, win ratio 0.500, counts 4\n", "chirp-v3p5-engine-ft_tag_cfg_text_cfg_13_win_over_chirp-v3p5-engine-ft_tag_cfg_text_cfg_13, win ratio 1.000, counts 1\n", "chirp-v3p5-engine-ft_tag_cfg_text_cfg_comp_win_over_chirp-v3p5-engine-ft_tag_cfg_text_cfg_comp, win ratio 1.000, counts 6\n", "chirp-v3p5-engine-ft_text_cfg_11_win_over_chirp-v3p5-engine-ft, win ratio 1.000, counts 2\n", "chirp-v3p5-engine-ft_text_cfg_12_win_over_chirp-v3p5-engine-ft, win ratio 0.750, counts 3\n", "chirp-v3p5-engine-ft_text_cfg_13_win_over_chirp-v3p5-engine-ft, win ratio 1.000, counts 1\n", "chirp-v3p5-engine-ft_win_over_chirp-v3p5-engine-ft, win ratio 1.000, counts 1\n", "chirp-v3p5-engine-ft_win_over_chirp-v3p5-engine-ft-1, win ratio 0.500, counts 1\n", "chirp-v3p5-engine-ft_win_over_chirp-v3p5-engine-ft_tag_cfg_text_cfg_12, win ratio 0.125, counts 1\n", "chirp-v3p5-engine-ft_win_over_chirp-v3p5-engine-ft_tag_cfg_text_cfg_13, win ratio 0.500, counts 4\n", "chirp-v3p5-engine-ft_win_over_chirp-v3p5-engine-ft_tag_cfg_text_cfg_13_high_tag25, win ratio 0.333, counts 1\n", "chirp-v3p5-engine-ft_win_over_chirp-v3p5-engine-ft_text_cfg_12, win ratio 0.250, counts 1\n", "chirp-v3p5-engine-s-14_win_over_chirp-v3p5-engine-s-8, win ratio 0.667, counts 6\n", "chirp-v3p5-engine-s-20_win_over_chirp-v3p5-engine-s-8, win ratio 0.500, counts 2\n", "chirp-v3p5-engine-s-8-no-top-p_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, counts 1\n", "chirp-v3p5-engine-s-8-paged_win_over_chirp-v3p5-engine-s-8, win ratio 0.500, counts 1\n", "chirp-v3p5-engine-s-8_temp_semantic_70_win_over_chirp-v3p5-engine-s-8, win ratio 0.556, counts 35\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-ft-1, win ratio 1.000, counts 1\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-ft-6, win ratio 0.500, counts 1\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-14, win ratio 0.333, counts 3\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-18, win ratio 1.000, counts 1\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-20, win ratio 0.500, counts 2\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, counts 963\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-paged, win ratio 0.500, counts 1\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8_temp_semantic_70, win ratio 0.444, counts 28\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-1-5, win ratio 0.500, counts 1\n", "chirp-v3p5-engine-t-1-5_win_over_chirp-v3p5-engine-s-8, win ratio 0.500, counts 1\n", "chirp-v3p5-engine-t-1-5_win_over_chirp-v3p5-engine-t-1, win ratio 0.500, counts 1\n", "chirp-v3p5-engine-t-1-7_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, counts 2\n", "chirp-v3p5-engine-t-1_tag_cfg_30_vs_all_cfg_13_win_over_chirp-v3p5-engine-t-1, win ratio 1.000, counts 1\n", "chirp-v3p5-engine-t-1_tag_cfg_text_cfg_11_vs_text_cfg_13_win_over_chirp-v3p5-engine-t-1, win ratio 1.000, counts 1\n", "chirp-v3p5-engine-t-1_tag_cfg_text_cfg_12_win_over_chirp-v3p5-engine-t-1, win ratio 1.000, counts 1\n", "chirp-v3p5-engine-t-1_tag_cfg_text_cfg_13_ntag_3_vs_text_cfg_13_win_over_chirp-v3p5-engine-t-1, win ratio 1.000, counts 3\n", "chirp-v3p5-engine-t-1_tag_cfg_text_cfg_13_vs_text_cfg_13_win_over_chirp-v3p5-engine-t-1, win ratio 0.600, counts 3\n", "chirp-v3p5-engine-t-1_tag_cfg_text_cfg_13_win_over_chirp-v3p5-engine-t-1, win ratio 1.000, counts 2\n", "chirp-v3p5-engine-t-1_tag_cfg_text_cfg_14_vs_text_cfg_13_win_over_chirp-v3p5-engine-t-1, win ratio 0.333, counts 1\n", "chirp-v3p5-engine-t-1_tag_cfg_text_cfg_14_win_over_chirp-v3p5-engine-t-1, win ratio 0.400, counts 2\n", "chirp-v3p5-engine-t-1_temp_coarse_85_win_over_chirp-v3p5-engine-t-1, win ratio 0.333, counts 1\n", "chirp-v3p5-engine-t-1_text_cfg_10_vs_all_cfg_13_win_over_chirp-v3p5-engine-t-1, win ratio 1.000, counts 1\n", "chirp-v3p5-engine-t-1_text_cfg_10_vs_text_cfg_13_win_over_chirp-v3p5-engine-t-1, win ratio 0.333, counts 1\n", "chirp-v3p5-engine-t-1_text_cfg_12_win_over_chirp-v3p5-engine-t-1, win ratio 1.000, counts 3\n", "chirp-v3p5-engine-t-1_text_cfg_13_win_over_chirp-v3p5-engine-t-1, win ratio 0.500, counts 1\n", "chirp-v3p5-engine-t-1_text_cfg_14_win_over_chirp-v3p5-engine-t-1, win ratio 0.857, counts 6\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, counts 2\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1, win ratio 1.000, counts 5\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1-5, win ratio 0.500, counts 1\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1-7, win ratio 1.000, counts 3\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1-fast-sem, win ratio 1.000, counts 1\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1_tag_cfg_text_cfg_13_vs_text_cfg_13, win ratio 0.400, counts 2\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1_tag_cfg_text_cfg_14, win ratio 0.600, counts 3\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1_tag_cfg_text_cfg_14_vs_text_cfg_13, win ratio 0.667, counts 2\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1_temp_coarse_85, win ratio 0.667, counts 2\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1_text_cfg_10_vs_text_cfg_13, win ratio 0.667, counts 2\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1_text_cfg_12_vs_text_cfg_13, win ratio 1.000, counts 1\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1_text_cfg_13, win ratio 0.500, counts 1\n", "chirp-v3p5-engine-t-1_win_over_chirp-v3p5-engine-t-1_text_cfg_14, win ratio 0.143, counts 1\n", "chirp-v3p5-engine-upload-4_cfg_coef_11_win_over_chirp-v3p5-engine-upload-4, win ratio 0.455, counts 5\n", "chirp-v3p5-engine-upload-4_cfg_coef_tags_20_win_over_chirp-v3p5-engine-upload-4, win ratio 0.500, counts 5\n", "chirp-v3p5-engine-upload-4_n_repeat_tags_1_win_over_chirp-v3p5-engine-upload-4, win ratio 0.444, counts 4\n", "chirp-v3p5-engine-upload-4_temp_semantic_70_win_over_chirp-v3p5-engine-upload-4, win ratio 0.485, counts 130\n", "chirp-v3p5-engine-upload-4_win_over_chirp-v3p5-engine-upload, win ratio 0.500, counts 4\n", "chirp-v3p5-engine-upload-4_win_over_chirp-v3p5-engine-upload-4, win ratio 1.000, counts 534\n", "chirp-v3p5-engine-upload-4_win_over_chirp-v3p5-engine-upload-4_cfg_coef_11, win ratio 0.545, counts 6\n", "chirp-v3p5-engine-upload-4_win_over_chirp-v3p5-engine-upload-4_cfg_coef_tags_20, win ratio 0.500, counts 5\n", "chirp-v3p5-engine-upload-4_win_over_chirp-v3p5-engine-upload-4_n_repeat_tags_1, win ratio 0.556, counts 5\n", "chirp-v3p5-engine-upload-4_win_over_chirp-v3p5-engine-upload-4_temp_semantic_70, win ratio 0.515, counts 138\n", "chirp-v3p5-engine-upload_cfg_coef_11_win_over_chirp-v3p5-engine-upload, win ratio 0.419, counts 13\n", "chirp-v3p5-engine-upload_cfg_coef_tags_20_win_over_chirp-v3p5-engine-upload, win ratio 0.581, counts 18\n", "chirp-v3p5-engine-upload_n_repeat_tags_1_win_over_chirp-v3p5-engine-upload, win ratio 0.455, counts 15\n", "chirp-v3p5-engine-upload_win_over_chirp-v3p5-engine-upload-4, win ratio 0.500, counts 4\n", "chirp-v3p5-engine-upload_win_over_chirp-v3p5-engine-upload_cfg_coef_11, win ratio 0.581, counts 18\n", "chirp-v3p5-engine-upload_win_over_chirp-v3p5-engine-upload_cfg_coef_tags_20, win ratio 0.419, counts 13\n", "chirp-v3p5-engine-upload_win_over_chirp-v3p5-engine-upload_n_repeat_tags_1, win ratio 0.545, counts 18\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"is continue\")\n", "get_preferfence_counts(\n", " user_intersting_clips_3p5[(~user_intersting_clips_3p5[\"continued_parent\"].isna())],\n", " \"is continue\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Clean up SHIT\n", "\n", "to get the right play conts, we need the right df..." ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:25:07.682737Z", "start_time": "2024-05-26T00:25:02.593456Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:18:10.188003Z", "iopub.status.busy": "2024-08-01T20:18:10.187842Z", "iopub.status.idle": "2024-08-01T20:18:16.041599Z", "shell.execute_reply": "2024-08-01T20:18:16.040960Z", "shell.execute_reply.started": "2024-08-01T20:18:10.187986Z" } }, "outputs": [], "source": [ "# ~ only 1 min :)\n", "# Filter reaction_df for relevant clip_ids\n", "partial_reaction_df = reaction_df[\n", " reaction_df[\"clip_id\"].isin(user_intersting_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", "user_intersting_clips = user_intersting_clips.merge(\n", " total_play_counts, on=\"id\", how=\"left\"\n", ")\n", "user_intersting_clips = user_intersting_clips.merge(\n", " pro_play_counts, on=\"id\", how=\"left\"\n", ")" ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:18:16.042652Z", "iopub.status.busy": "2024-08-01T20:18:16.042475Z", "iopub.status.idle": "2024-08-01T20:18:16.081254Z", "shell.execute_reply": "2024-08-01T20:18:16.080793Z", "shell.execute_reply.started": "2024-08-01T20:18:16.042635Z" } }, "outputs": [ { "data": { "text/plain": [ "count 17313.000000\n", "mean 0.342286\n", "std 17.483210\n", "min 0.000000\n", "25% 0.000000\n", "50% 0.000000\n", "75% 0.000000\n", "max 1774.000000\n", "dtype: float64" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(\n", " user_intersting_clips[\"reaction_play_count\"]\n", " - user_intersting_clips[\"reaction_pro_play_count\"]\n", ").describe()" ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:25:08.095035Z", "start_time": "2024-05-26T00:25:07.782738Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:18:16.082199Z", "iopub.status.busy": "2024-08-01T20:18:16.082052Z", "iopub.status.idle": "2024-08-01T20:18:16.746215Z", "shell.execute_reply": "2024-08-01T20:18:16.745588Z", "shell.execute_reply.started": "2024-08-01T20:18:16.082183Z" } }, "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": 79, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:25:08.361849Z", "start_time": "2024-05-26T00:25:08.199583Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:41:16.304144Z", "iopub.status.busy": "2024-08-01T20:41:16.303733Z", "iopub.status.idle": "2024-08-01T20:41:16.331139Z", "shell.execute_reply": "2024-08-01T20:41:16.330644Z", "shell.execute_reply.started": "2024-08-01T20:41:16.304124Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Positive proportion of data meeting criteria: 72.19%\n", "Negative proportion of data meeting criteria: 96.28%\n" ] } ], "source": [ "pos_too_much_data_mask = (\n", " (user_intersting_clips[\"preference\"])\n", " & (\n", " (\n", " user_intersting_clips[\"reaction_play_count\"] >= 2\n", " ) # single play is super catchy\n", " | (\n", " user_intersting_clips[\"concat_play_counts\"] >= 2\n", " ) # or the concat play is super catchy\n", " )\n", " & (user_intersting_clips[\"user_n_clips\"] >= 10)\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\"] >= 10)\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": 80, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:25:08.523643Z", "start_time": "2024-05-26T00:25:08.367348Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:42:11.230655Z", "iopub.status.busy": "2024-08-01T20:42:11.230220Z", "iopub.status.idle": "2024-08-01T20:42:12.178607Z", "shell.execute_reply": "2024-08-01T20:42:12.177923Z", "shell.execute_reply.started": "2024-08-01T20:42:11.230634Z" } }, "outputs": [], "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()" ] }, { "cell_type": "code", "execution_count": 81, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:42:12.179858Z", "iopub.status.busy": "2024-08-01T20:42:12.179677Z", "iopub.status.idle": "2024-08-01T20:42:12.251342Z", "shell.execute_reply": "2024-08-01T20:42:12.250770Z", "shell.execute_reply.started": "2024-08-01T20:42:12.179840Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model Name Value Counts for Preferred Clips:\n", "----------------------------------------------------------------------\n", "Model Count Fraction\n", "----------------------------------------------------------------------\n", "chirp-v3p5-engine-s-8 5,486 82.02%\n", "chirp-v3p5-engine-upload-4 608 9.09%\n", "chirp-v3p5-engine-t-1 195 2.92%\n", "chirp-v3p5-engine-ft 128 1.91%\n", "chirp-v3p5-engine-ft-1 94 1.41%\n", "chirp-v3p5-engine-upload 75 1.12%\n", "chirp-v3p5-engine-ft-5 28 0.42%\n", "chirp-v3p5-engine-s-14 26 0.39%\n", "chirp-v3p5-engine-ft-4 7 0.10%\n", "chirp-v3p5-engine-s-8-no-top-p 7 0.10%\n", "chirp-v3p5-engine-s-20 7 0.10%\n", "chirp-v3p5-engine-t-1-fast-sem 5 0.07%\n", "chirp-v3p5-engine-t-1-7 5 0.07%\n", "chirp-v3p5-engine-s-8-paged 5 0.07%\n", "chirp-v3p5-engine-ft-3 3 0.04%\n", "chirp-v3p5-engine-t-1-5 3 0.04%\n", "chirp-v3p5-engine-ft-2 2 0.03%\n", "chirp-v3p5-engine-t 1 0.01%\n", "chirp-v3p5-engine-ft-6 1 0.01%\n", "chirp-v3p5-engine-s-18 1 0.01%\n", "chirp-v3p5-engine-b 1 0.01%\n", "chirp-v3p5-engine-t-1-fast 1 0.01%\n", "----------------------------------------------------------------------\n", "Total 6,689 100.00%\n" ] } ], "source": [ "# 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": 82, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:25:09.198504Z", "start_time": "2024-05-26T00:25:08.885507Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:42:13.449344Z", "iopub.status.busy": "2024-08-01T20:42:13.448701Z", "iopub.status.idle": "2024-08-01T20:42:13.835320Z", "shell.execute_reply": "2024-08-01T20:42:13.834675Z", "shell.execute_reply.started": "2024-08-01T20:42:13.449322Z" } }, "outputs": [], "source": [ "assert (\n", " final_interesting_clips[final_interesting_clips[\"request_id\"].isna()].shape[0] == 0\n", ")\n", "check_df = final_interesting_clips.groupby(\"request_id\")[\"id\"].nunique()\n", "check_df[check_df.values != 2]\n", "assert check_df[check_df.values != 2].shape[0] == 0" ] }, { "cell_type": "code", "execution_count": 83, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:42:27.324450Z", "iopub.status.busy": "2024-08-01T20:42:27.324021Z", "iopub.status.idle": "2024-08-01T20:42:27.383983Z", "shell.execute_reply": "2024-08-01T20:42:27.383455Z", "shell.execute_reply.started": "2024-08-01T20:42:27.324428Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of rows in final_interesting_clips for model 'chirp-v3p5-engine-t-1':\n", "389\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\"] == \"chirp-v3p5-engine-t-1\"\n", "].shape[0]\n", "\n", "# Print the row count in a nicely formatted way\n", "print(\"Number of rows in final_interesting_clips for model 'chirp-v3p5-engine-t-1':\")\n", "print(f\"{row_count:,}\")" ] }, { "cell_type": "code", "execution_count": 84, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:36:45.167690Z", "start_time": "2024-05-26T00:36:45.164768Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:18:19.183052Z", "iopub.status.busy": "2024-08-01T20:18:19.182897Z", "iopub.status.idle": "2024-08-01T20:18:19.205565Z", "shell.execute_reply": "2024-08-01T20:18:19.205106Z", "shell.execute_reply.started": "2024-08-01T20:18:19.183035Z" }, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "done (13378, 52)\n" ] } ], "source": [ "# final_interesting_clips[\n", "# final_interesting_clips[\"model_name\"] == \"chirp-v3p5-engine-t-1\"\n", "# ].to_csv(\n", "# \"/home/tony/Data/Preference/30b_v0/interesting_clips_v4_t_1_20240724.csv\",\n", "# index=False,\n", "# )\n", "print(\"done\", final_interesting_clips.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# For faster processing once" ] }, { "cell_type": "code", "execution_count": 85, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:25:10.265241Z", "start_time": "2024-05-26T00:25:09.934743Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:18:19.206448Z", "iopub.status.busy": "2024-08-01T20:18:19.206305Z", "iopub.status.idle": "2024-08-01T20:18:19.265535Z", "shell.execute_reply": "2024-08-01T20:18:19.265072Z", "shell.execute_reply.started": "2024-08-01T20:18:19.206433Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total Unique Users:\n", "--------------------\n", "802\n", "--------------------\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)" ] }, { "cell_type": "code", "execution_count": 86, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:26:43.409660Z", "start_time": "2024-05-26T00:25:10.266379Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:18:19.266433Z", "iopub.status.busy": "2024-08-01T20:18:19.266289Z", "iopub.status.idle": "2024-08-01T20:18:19.282129Z", "shell.execute_reply": "2024-08-01T20:18:19.281694Z", "shell.execute_reply.started": "2024-08-01T20:18:19.266417Z" } }, "outputs": [], "source": [ "# 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()" ] }, { "cell_type": "code", "execution_count": 87, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:26:43.423857Z", "start_time": "2024-05-26T00:26:43.411248Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:18:19.282859Z", "iopub.status.busy": "2024-08-01T20:18:19.282711Z", "iopub.status.idle": "2024-08-01T20:18:19.323828Z", "shell.execute_reply": "2024-08-01T20:18:19.323368Z", "shell.execute_reply.started": "2024-08-01T20:18:19.282843Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Series([], Name: count, dtype: int64)\n", "(0, 42)\n" ] } ], "source": [ "test_user_id = 4688272\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)" ] }, { "cell_type": "code", "execution_count": 88, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:26:43.803559Z", "start_time": "2024-05-26T00:26:43.622922Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:18:19.324544Z", "iopub.status.busy": "2024-08-01T20:18:19.324401Z", "iopub.status.idle": "2024-08-01T20:18:19.356004Z", "shell.execute_reply": "2024-08-01T20:18:19.355582Z", "shell.execute_reply.started": "2024-08-01T20:18:19.324529Z" } }, "outputs": [ { "data": { "text/plain": [ "array([], dtype=int64)" ] }, "execution_count": 88, "metadata": {}, "output_type": "execute_result" } ], "source": [ "user_intersting_clips[user_intersting_clips[\"user_n_clips\"] > 10000][\"user_id\"].unique()" ] }, { "cell_type": "code", "execution_count": 89, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:26:45.770044Z", "start_time": "2024-05-26T00:26:44.912085Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:18:19.356744Z", "iopub.status.busy": "2024-08-01T20:18:19.356594Z", "iopub.status.idle": "2024-08-01T20:18:19.390503Z", "shell.execute_reply": "2024-08-01T20:18:19.390073Z", "shell.execute_reply.started": "2024-08-01T20:18:19.356728Z" } }, "outputs": [], "source": [ "# # wtf is going on with these requests\n", "# print(total_clip_df[total_clip_df[\"model_name\"] == \"chirp-v3-0\"].shape)\n", "# print(\n", "# total_clip_df[total_clip_df[\"model_name\"] == \"chirp-v3-0\"][\"user_id\"].value_counts()\n", "# )" ] }, { "cell_type": "code", "execution_count": 90, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:26:46.088296Z", "start_time": "2024-05-26T00:26:45.772102Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:18:19.391420Z", "iopub.status.busy": "2024-08-01T20:18:19.391088Z", "iopub.status.idle": "2024-08-01T20:18:19.503737Z", "shell.execute_reply": "2024-08-01T20:18:19.503285Z", "shell.execute_reply.started": "2024-08-01T20:18:19.391404Z" } }, "outputs": [ { "data": { "text/html": [ "
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idpasswordlast_loginis_superuserusernamefirst_namelast_nameemailis_staffis_activedate_joined
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" ], "text/plain": [ " id password last_login is_superuser username first_name last_name email is_staff is_active date_joined\n", "0 27205089 None False perkintonpatricia441@gmail.com perkintonpatricia441@gmail.com False True 2024-07-08 16:16:06.847119+00:00" ] }, "execution_count": 90, "metadata": {}, "output_type": "execute_result" } ], "source": [ "query = \"\"\"\n", "SELECT *\n", "FROM auth_user\n", "WHERE id=27205089\n", "\"\"\"\n", "# 3 keenan\n", "# 6 martin\n", "# 8 tony -- that's me!\n", "# 186417 georg\n", "test_user_df = pd.read_sql_query(query, engine)\n", "test_user_df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Find some weird generations" ] }, { "cell_type": "code", "execution_count": 91, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:27:00.130778Z", "start_time": "2024-05-26T00:26:46.089923Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:18:19.504528Z", "iopub.status.busy": "2024-08-01T20:18:19.504383Z", "iopub.status.idle": "2024-08-01T20:18:26.156414Z", "shell.execute_reply": "2024-08-01T20:18:26.155791Z", "shell.execute_reply.started": "2024-08-01T20:18:19.504513Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Shape of no_reaction_clip_df:\n", "(686, 26)\n", "\n", "Proportion of clips without reactions:\n", "0.99%\n" ] } ], "source": [ "no_reaction_clip_df = total_clip_df[\n", " ~total_clip_df[\"id\"].isin(reaction_df[\"clip_id\"])\n", "].copy()\n", "print(\"Shape of no_reaction_clip_df:\")\n", "print(no_reaction_clip_df.shape)\n", "print(\"\\nProportion of clips without reactions:\")\n", "print(f\"{no_reaction_clip_df.shape[0] / total_clip_df.shape[0]:.2%}\")" ] }, { "cell_type": "code", "execution_count": 92, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:27:01.185878Z", "start_time": "2024-05-26T00:27:00.132882Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:18:26.157345Z", "iopub.status.busy": "2024-08-01T20:18:26.157183Z", "iopub.status.idle": "2024-08-01T20:18:26.932213Z", "shell.execute_reply": "2024-08-01T20:18:26.931606Z", "shell.execute_reply.started": "2024-08-01T20:18:26.157328Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Ratio of clips without reactions to total clips from the same users:\n", "0.0251\n" ] } ], "source": [ "min_generations_for_no_reaction = 20\n", "inspection_date_cut = \"2024-05-10\"\n", "# inspection_date_cut = \"2024-06-18\"\n", "no_reaction_clip_df[\"no_reaction_count\"] = no_reaction_clip_df.groupby(\"user_id\")[\n", " \"user_id\"\n", "].transform(\"count\")\n", "no_reaction_clip_df[\"is_pro_user\"] = no_reaction_clip_df[\"user_id\"].isin(pro_users)\n", "no_reaction_clip_df[\"user_id\"].nunique()\n", "bot_user_mask = (\n", " (no_reaction_clip_df[\"no_reaction_count\"] >= min_generations_for_no_reaction)\n", " & (no_reaction_clip_df[\"created_at\"] >= inspection_date_cut)\n", " # & (no_reaction_clip_df[\"is_pro_user\"] == True)\n", ")\n", "sub_total_clip_df = total_clip_df[\n", " total_clip_df[\"user_id\"].isin(\n", " no_reaction_clip_df[bot_user_mask][\"user_id\"].unique()\n", " )\n", "].copy()\n", "sub_total_clip_df[\"is_pro_user\"] = sub_total_clip_df[\"user_id\"].isin(pro_users)\n", "ratio = no_reaction_clip_df[bot_user_mask].shape[0] / sub_total_clip_df.shape[0]\n", "print(\"Ratio of clips without reactions to total clips from the same users:\")\n", "print(f\"{ratio:.4f}\")" ] }, { "cell_type": "code", "execution_count": 93, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:27:02.022423Z", "start_time": "2024-05-26T00:27:01.187814Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:18:26.933156Z", "iopub.status.busy": "2024-08-01T20:18:26.932993Z", "iopub.status.idle": "2024-08-01T20:18:27.623934Z", "shell.execute_reply": "2024-08-01T20:18:27.623283Z", "shell.execute_reply.started": "2024-08-01T20:18:26.933139Z" } }, "outputs": [], "source": [ "sub_total_clip_df[\"gen_count\"] = sub_total_clip_df.groupby(\"user_id\")[\n", " \"user_id\"\n", "].transform(\"count\")\n", "user_id_no_reaction_dict = no_reaction_clip_df.set_index(\"user_id\")[\n", " \"no_reaction_count\"\n", "].to_dict()\n", "user_id_total_dict = (\n", " sub_total_clip_df[~sub_total_clip_df[\"is_pro_user\"]]\n", " .set_index(\"user_id\")[\"gen_count\"]\n", " .to_dict()\n", ")\n", "pro_user_id_total_dict = (\n", " sub_total_clip_df[sub_total_clip_df[\"is_pro_user\"]]\n", " .set_index(\"user_id\")[\"gen_count\"]\n", " .to_dict()\n", ")\n", "\n", "user_ratio_dict = {}\n", "pro_user_ratio_dict = {}\n", "for user_id, total_gen in user_id_total_dict.items():\n", " user_ratio = user_id_no_reaction_dict.get(user_id, 0) / total_gen\n", " user_ratio_dict[user_id] = user_ratio\n", "for user_id, total_gen in pro_user_id_total_dict.items():\n", " user_ratio = user_id_no_reaction_dict.get(user_id, 0) / total_gen\n", " pro_user_ratio_dict[user_id] = user_ratio" ] }, { "cell_type": "code", "execution_count": 94, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:27:02.191083Z", "start_time": "2024-05-26T00:27:02.024409Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:18:27.624924Z", "iopub.status.busy": "2024-08-01T20:18:27.624762Z", "iopub.status.idle": "2024-08-01T20:18:28.009092Z", "shell.execute_reply": "2024-08-01T20:18:28.008581Z", "shell.execute_reply.started": "2024-08-01T20:18:27.624906Z" } }, "outputs": [ { "data": { "image/png": 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19PDhQxgZGeHgwYMFRoxu3bqFunXrQktLS35K63VvnubK/2/+dX751NXVUbduXXnoXb9+PZYvXy6f3rBhQxw/frywXVakPXv2ICsrC46OjgrtnTp1AvDqXlfFha/69esjISHhrdtU3Gm4xMTEQo/J65TZf6U5/m9uU0lrLen2U9lj+KIPSsOGDSGTyXD//n00b95c3p6UlITnz5+jYcOG8raiQkaTJk2QkZHx1ot5laFMoMm/rmvKlCnytqysrHca9QJejew0btxY4bFMJpNfIF0W+w549UbUp08f9OnTB+np6XB3d8eyZcveGqJKO9/b1KtXDzo6OoiOji62X1kc92vXrmHcuHEwMzPD4sWLC70mqVWrVgCAiIgIheAQEREBmUxWYLQvNjYWw4cPR7169bBmzRpoa2sXWOajR4/w4MEDODk5FZg2ZswY1KpVCxcvXoS9vT0CAwML9FFTU4NUKkVERESBaeHh4WjcuLH8OjJTU1MAKPCmnp2djdTUVPnoVq9evdCmTRv59Ld9M7EwycnJEEIgLy9PoT03NxcACrS/ycTEBOfPn5df7J7v2rVrAP53LKRSKTQ0NBAREYFu3bopbFNUVBS+/PLLYtejzP5T9vi/SZlaS7r9VPZ4zRd9UPJfzDZu3KjQnv+G8/qLXY0aNQo9Nfjll1/iypUrOH36dIFpz58/l7/wKyP/AuSSnIosbCQnKCjorW80b5N/u4t8mzdvBgD5xeBlse/yR1vyaWtro0mTJm+92Wdp5ysJNTU1ODs748SJE4Xe7T1/hOxdj/udO3cwcuRINGzYEAEBAUWe0vnss89Qt25dbNu2TaF927ZtqFGjBjp27ChvS0xMxNChQyGRSLBu3boiT9vNnDkTK1asUPjLv/2Hj48PFixYAODVSIednZ3CXz4XFxdcv35dYR/FxMTg3LlzCl8Aad++PfT09LB//36FW5UEBwcjLy9PvszGjRsrrOf1IFZSH3/8MYQQBW71kH9d2aefflrs/F27dkVeXh7++OMPeVt2djb27NmD1q1by09Z16pVC7a2tti3b5/89hYA8OeffyIjI6PAF2AKu9VESfefMse/sFtNKFNrSbefyh5HvuiDYmJiAjc3N/zxxx94/vw52rVrh+vXryM4OBjOzs7ye4IBrz7Bb9u2DStXrkTTpk1Rr1492NraYtiwYTh+/DhGjx4NNzc3mJqaIjMzE//99x/+/vtv/PPPP0pfu5I/WjB79mzY29tDXV0drq6uhfbt2LEj/vzzT+jo6KBFixa4evUqzp49K7+VRmnFx8dj9OjR+OKLL3D16lXs27cP3bt3l3/SLot95+rqChsbG5iamqJu3bq4fv06/v77b/nF/UUp7XwlNWHCBISGhmLw4MHo168fmjdvjsTERBw+fBhbt25F7dq13+m4p6WlYdiwYXj+/DmGDRumcK8m4NWompWVFYBX19l4e3tj5syZ8Pb2xhdffIGLFy9i3759GD9+vMJxHj58OOLi4jB8+HBcunRJ4Zts+vr68ttw2NvbF6gpPxy3a9furafpAeCbb77Bzp07MWrUKAwdOhQaGhrYsGED9PT05F+6AF5d6D158mT4+Phg0KBB6NmzJx4+fIigoCC0bdsWXbp0eeu6Hjx4gD///BMA5KNFK1euBAAYGRnJv9Hr5uaG9evX4+eff8aNGzfQsmVLREZGYteuXWjZsqX8nmdFad26Nbp27YqFCxciOTkZTZs2RXBwMB48eIA5c+Yo9B0/fjwGDBggf448fvwYgYGBsLe3V/i2KlDwVhPK7D9ljn9ht5pQplZltp/KFsMXfXBmz56NRo0aITg4GMeOHYO+vj5GjRqFcePGKfT79ttv8fDhQ6xduxbp6emwsbGBra0tatSogaCgIAQEBODw4cPYu3cvdHR08PHHH+O7775DrVq1lK6pS5cuGDx4MA4cOIB9+/ZBCFFk+Prxxx+hpqYmH1mwtrZGYGBgkdcildTixYuxZMkS/Pbbb9DQ0IC7uzsmT56s0Odd993gwYNx/PhxhIaGIjs7G0ZGRvjhhx8wbNiwYmsr7XwlZWBggB07dmDJkiXYv38/0tLSYGBggA4dOshHqN7luD99+lR+w8rffvutwHQ3Nzd5+AJeffNUU1MT69evx/Hjx/HRRx9h6tSp8PT0VJjv5s2bAFDoz9vY2Ni89R5oytDR0UFQUBDmzp2L33//HTKZDO3bt8fUqVMLhM5evXpBU1MTq1evxvz581G7dm30798f48ePL9FPZcXHx2PJkiUKbfmPbWxs5OFLV1cXu3fvxpIlS3DixAls375dfnp6/PjxhX6T703z58/H4sWLsW/fPjx79gzGxsZYtWoV2rVrp9DP1NQUgYGBWLBgAfz8/KCtrY2vv/4aEyZMeOs6AOX2X0mPf1GUqbWk209lSyLK8gpdIiIiIioWr/kiIiIiUiGGLyIiIiIVYvgiIiIiUiGGLyIiIiIVYvgiIiIiUiGGLyIiIiIVYvgiIiIiUiGGLyIiIiIV4h3u31PJyS/A298SERFVDhIJoKdXsl84Yfh6TwkBhi8iIqIqiKcdiYiIiFSI4YuIiIhIhRi+iIiIiFSI13wRERFVACEEcnNzKroMUoK6ugbU1N593Irhi4iISMVyc3OQnPwYQsgquhRSUo0aOqhdux4kEkmpl8HwRUREpEJCCDx7lgI1NTXUqVMfEgmvAKoMhBDIzs5CWloqAKBOHb1SL4vhi4iISIVksjzk5LxEnTr60NKqXtHlkBK0tKoBANLSUlGrlm6pT0EybhMREamQTPbqVKO6Osc/KqP8AJaXl1vqZTB8lbMTJ07AxcUFXbp0wc6dOyu6HCIiek+8yzVDVHHK4rgxdpej3Nxc+Pv7Y9OmTdDR0UHv3r3h7OwMXV3dii6NiIiIKghHvspReHg4WrRoAQMDA2hra6NDhw4IDQ2t6LKIiOg9JJEAamoSlf0pO4AjhMC8eXPw5ZedYG/fFtHRt8pnR3wAKuXIV0BAAI4cOYKYmBhUr14dVlZWmDRpEpo1a1Zm67hw4QLWrVuHiIgIJCYmYsWKFXB2di7Qb8uWLVi3bh0SExNhYmKC6dOnw8LCAgDw5MkTGBgYyPsaGBggISGhzGokIqKqQSIBciRqSM8u/XVEytLW0oAmZCX+HeFz587i0KH9WLYsAEZGDVGnTt1yra8qq5Th699//8WgQYNgbm6OvLw8LFy4EMOGDcOBAwdQs2bNAv0vXboECwsLaGpqKrTfvn0bdevWhb6+foF5MjIyYGxsjD59+mDcuHGF1nHw4EH4+fnB19cXrVu3xsaNGzFs2DAcPnwYenql/woqERF9WCQSCdKzc3Hi5hNkZJV/AKtZTQOOJg2gq6UOUcL09fBhPPT09GFu3rrIPjk5OQXeayur8tyWShm+1q1bp/DY398ftra2iIyMRLt27RSmyWQyzJw5E02bNsWiRYugrq4OAIiJiYGnpye8vLwwYsSIAutwcHCAg4NDsXUEBgaiX79+6NOnDwDA19cXISEh2L17N0aOHIkGDRoojHQlJCTIR8XeZxLJ2y8oFEKU+NMSERGVTEZWLtJUEL6UNWfOLzh06C8AgL19WxgafoRdu/Zj3LiRaNasOdTVNXDkyEE0a9YCy5YFICbmNlasWIrw8CuoXr0GbGza47vvJqJu3boAXr03b9myEfv2BSM5ORmNGzeBl9cwODoWPMOUz96+LebOXYAOHTrK27p27Qhv74no1q0HcnJysGzZQpw8eRwvXryArm499OrVB4MHDwEAvHjxAitWLMaZMyeRnZ0DE5NW+O67CWjZUgoAWLcuAKdPn0SfPv2wadN6PH78CKdPXyiX/Vkpw9ebXrx4AQCoU6dOgWlqampYvXo13N3dMXnyZPz666+Ij4+Hp6cnnJycCg1eJZGdnY3IyEiMGjVKYV12dna4cuUKAMDCwgLR0dFISEiAjo4OTp06hbFjx5ZqfaoikQA1JZlQy3lebD+ZZm1koAYDGBHRB+D77yehYcNG2LcvGGvWbISamrp82qFDB+Dm1ge///5qYOTFixfw9h6DHj16wdt7ArKyXuL335fh55+nYOnSVQCAoKBAHDlyCJMmTUWjRo1x7doVzJr1M+rW1YWVVZtS1bhz53acOXMKM2f6w8DAEAkJCXjy5LF8+vTpPqhWrRoWLFgKbW0d/PnnHvzwwxhs27YHtWu/yg8PHsQhJOQ45syZr7CNZa3Shy+ZTIa5c+fC2toaUqm00D4GBgbYuHEjBg0ahIkTJ+Lq1auws7ODr69vqdebmpqKvLy8AqcX9fT0EBMTAwDQ0NCAj48PPDw8IJPJMHz48Pf+m44SiQRqOc8h++8okJ1eeCctbahJO0OiWbPEw9VERFR56ejooGbNmlBTU4OenuKlOo0bN8bYsd/LH2/YsBZSqTFGjfpW3jZ16s/o3dsVsbH3YWj4EYKCArF48UqYmb06G9SwYSOEh1/Fn3/uKXX4evLkMRo3bgILC0tIJBIYGn4kn3bt2lVERUVi//6j0NLSAgCMG/cDTp8OwYkT/6Bnz94AXp1q/Okn33J/r6704cvX1xfR0dHYunVrsf2MjIwwf/58uLu7o3HjxpgzZ45K7rHi5OQEJyencl9PmctOh8hKK3QS70xDRET5jI1bKTy+fTsaly9fROfOXxTo++BBPHJzc/Hy5UuMH/+twrScnBy0bGlc6jq+/LIHxo//FgMH9sFnn9nCzu4L2Nh89v9r+g+ZmZlwdVV8P87KysKDB/Hyx4aGH6lkkKRSh6+ZM2ciJCQEmzdvhqGhYbF9k5KSMH36dDg6OiIiIgJ+fn6YPn16qdetq6sLdXV1JCcnK7QnJycXegE/ERFRVVS9eg2Fx5mZmfj88y8wZox3gb56evqIibkDAJg/fzHq12+gML24C9wlEkmBsy25uf+7Ps7Y2AQ7d/6Jc+fO4uLFf/Hzz1PQtq0NZs+ej8zMDOjp6WPZsoACy9XRqVXktpSXShm+hBCYNWsWjh49iqCgIDRu3LjY/ikpKfDy8kLz5s2xZMkS3Lt3D4MHD4aWlhZ8fHxKVYOWlhZMTU0RFhYmvwWFTCZDWFgY3N3dS7VMIiKiyk4qNcbJk8dhaPgRNDQKxoxPPvkEWlpaSEh4rNQpxrp1dZGcnCR/HBcXi5cvXyr00dbWgZNTFzg5dUHHjk6YOPE7PH/+DMbGJkhJSYa6ujo++sio9BtXRipl+PL19cVff/2FlStXQltbG4mJiQCAWrVqoXp1xR8plclkGDFiBIyMjLBo0SJoaGigRYsWCAwMhKenJwwMDODl5VVgHenp6YiNjZU/jo+PR1RUFOrUqQMjo1cHbsiQIfDx8YGZmRksLCywceNGZGZmonfv3uW38URERO+xPn36Yf/+vfjllx8xaJAHateug/j4OPzzzxH4+PyEmjW1MWCAO5YtWwghBCwsLJGWlobr169CW1sHX37ZvdDlWlu3xZ49O2BmZg6ZTIbff1+mEO62b98MPT19SKUmkEgkOHHiGPT09KCjUwtt27aHqak5pk6dhLFjvdG4cRMkJSXi7NkzcHBwhInJp6raPQAqafjatm0bAGDw4MEK7X5+fgWCj5qaGiZMmIC2bdvKL7IDABMTEwQGBqJevXqFriMiIgIeHh4KywYANzc3+Pv7AwC6deuGlJQULF26FImJiWjVqhXWrl3L045ERFQqNaup5m25PNejr18fv/++Dr//vgzjx49DTk42DA0/Qvv2tlBTe/XDOiNGjEHduroICgrEw4cPoKNTC1KpCTw8hhS53O++G4+5c33x7bcjoKdXH99/PxG3bkX9b5tqamPr1k2Ij4+DmpoaTExM8euvS+TrXLBgCVavXom5c33x9Gkq6tXTg6WlNXR1C88B5Uki+HW191JS0osKuY2DmpoE2jmPIYvYW/QF99V0oGbWC+mahpDJ+PQhIlJGTk42kpMfQU/vI2hqvhoUqLA73IuS3+GeXins+AGvjqG+fq1i5vyfSjnyRUREVJUIAWhCBl2t8ru3VMF1MnhVFIYvIiKi94AQ4L0TPxBqFV0AERER0YeE4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI9/kiIiJ6D0gkgEQiUdn6hBC8yWoFYfgiIiKqYBIJUFOSCbWc5ypbp0yzNjJQgwGsAjB8ERERVTCJRAK1nOeQ/XcUyE4v/xVqaUNN2hkSzZrlelf9nJwcaGpqltvyy1Jubi40NFQTixi+iIiI3hfZ6RBZaeW+mtKc3Bw3biSaNWsOAPj774PQ0NBAr15fY/jw0fLTpV9/3QPdu/dEXFwsTp8+CQcHR/z44y8ICfkHa9cG4MGDOOjp6aNPn/4YONC9yHXNmfML0tJewM/vN3nbkiW/ITr6FpYvXw0AOHHiGAID1yA+Ph7Vq1dHy5bG8Pf/DTVq1AAA7N+/F9u3b8ajRw9haPgRvv56AHr37gsAePToIfr2/Qq+vnMRHLwLN25EYNKkqejWrUcp9ozyGL6IiIioRA4dOoDu3XtizZqNuHkzCvPnz4GBgSG++spN3mfbtiB4eY3A0KEjAQA3b0bh55+nYujQkejUqTMiIsLx22/+qFOnTqnDTlJSEn755UeMHeuNDh0ckZGRgWvXrshH8Y4cOYS1a1dhwoTJaNnSGNHRtzBv3hzUqFEDX37ZXb6cVauWY9y4H9CypTG0tKq9w55RDsMXERERlYiBgQG8vSdAIpGgSZOPcefObezYsVUhfFlbt1MY1fL1/Qlt2rSDl9dwAECTJk1x714Mtm4NKnX4Sk5OQl5eHhwcOsHQ8CMAQPPmLeTT160LwLhxP8DBoRMAwMioIe7ejcGff+5RCF99+w6U91Elhi8iIiIqkU8/NVP4RqaZmTm2b9+MvLw8qKurAwBMTFopzHP//l3Y2zsotJmbt8aOHdsU5lNGixYt0aaNDTw8BsDG5jPY2HyGjh2dULt2bWRmZuLBg3j4+8/C/Plz5PPk5eVBW1tHYTlv1qoqDF9ERERUZvKvuXoXEomkwBcBcnNz5f+vrq6OxYtX4Pr1a7hw4Tx27/4Dq1evxOrVG1C9enUAgI/PT/j0UzOFZaipKd7etCxqLQ3eZJWIiIhK5MaNSIXHkZERaNy4SbGjV02bfoLr168ptF2/fq3Y+erW1UVycpJC2+3btxQeSyQSWFhYYtiwUVi/fgs0NTVx6tQJ1KunB339+nj48AEaNWqs8Gdk1FCZzS03DF9ERERUIgkJj7Fs2ULExt7D0aOHsXv3H/j66wHFzjNggDsuXbqADRvWIjb2Pg4d+gu7d+/AwIGDi5ynTZt2uHkzCocO/YW4uFisWxeAmJg78umRkRHYtGk9bt68gcePH+PkyRN4+jQVTZt+AgAYNmwUgoICsXPndsTG3sedO7dx4MA+bN++uWx2xDviaUciIqL3hZZ2qW4DUZr1lEbXrq7IysrCiBGeUFNTx9dfD0DPnr2LncfY2AQzZ/ph7doAbNiwFnp6+hg2bHSxF9u3b28LL6/h+P33ZcjOzoKr61fo2tUVd+7cBgBoa2vj6tUr2LFjGzIy0mFgYIhx436Are3nAIAePXqhWrXq2LZtE1auXILq1WugefMW6Nt3YKm2u6xJRHneXY1KLSnpRYXcdVhNTQLtnMeQRewt8l4zkmo6UDPrhXRNQ8hkfPoQESkjJycbycmPoKf3ETQ1tQBU4B3uRcnvcD9u3Ei0bGmM77+fWL6FvecKO37Aq2Oor1+rRMvgyBcREVEFEwLIQA1INGuqcJ38bceKwvBFRET0HhAC5fpTP/T+YPgiIiKit8r/WR96d/y2IxEREZEKMXwRERFVAJ5irJzK4rgxfBEREalQ/l3W8/Jy39KT3kfZ2VkAAHX10l+5xWu+iIiIVEhNTR2amtWRlvYU6urqkEg4DlIZCCGQnZ2FtLRU1KihU+CnipTB8EVERKRCEokEderUQ3LyY6SkJFR0OaSkGjV0ULt2vXdaBsMXERGRimloaKJBg0bIzc2p6FJICerqGu804pWP4YuIiKgCSCQShTuk04eDJ5qJiIiIVIjhi4iIiEiFGL6IiIiIVIjhi4iIiEiFGL6IiIiIVIjhi4iIiEiFGL7K2YkTJ+Di4oIuXbpg586dFV0OERERVTDe56sc5ebmwt/fH5s2bYKOjg569+4NZ2dn6OrqVnRpREREVEE48lWOwsPD0aJFCxgYGEBbWxsdOnRAaGhoRZdFREREFajCw9eFCxcwevRo2Nvbw9jYGMeOHSu2f15eHhYvXoxOnTrBwsICzs7OWLFiBYQQFVLXli1b0KlTJ5ibm6Nv374IDw+XT3vy5AkMDAzkjw0MDJCQwN/xIiIi+pBVePjKyMiAsbExZsyYUaL+a9aswbZt2/Dzzz/j4MGDmDRpEtauXYugoKAi57l06RJycgr+ftbt27eRlJRU6roOHjwIPz8/fPvttwgODoaJiQmGDRuG5OTkEm0LERERfXgq/JovBwcHODg4lLj/lStX4OTkhI4dOwIAGjVqhAMHDiiMOL1OJpNh5syZaNq0KRYtWgR1dXUAQExMDDw9PeHl5YURI0aUqq7AwED069cPffr0AQD4+voiJCQEu3fvxsiRI9GgQQOFka6EhARYWFiUeFuJiIio6qnwkS9lWVlZ4dy5c7h79y4A4ObNm7h06RI6dOhQaH81NTWsXr0aUVFRmDx5MmQyGWJjY+Hp6QknJ6dCg1dJZGdnIzIyEnZ2dgrrsrOzw5UrVwAAFhYWiI6ORkJCAtLT03Hq1CnY29uXan1ERERUNVT4yJeyRo4cibS0NHz55ZdQV1dHXl4exo8fj6+++qrIeQwMDLBx40YMGjQIEydOxNWrV2FnZwdfX99S15Gamoq8vDzo6ekptOvp6SEmJgYAoKGhAR8fH3h4eEAmk2H48OH8piMREdEHrtKFr0OHDmH//v347bff0KJFC0RFRcHPzw8NGjSAm5tbkfMZGRlh/vz5cHd3R+PGjTFnzhxIJJJyr9fJyQlOTk7lvh4iIiKqHCrdacf58+dj5MiRcHV1hbGxMXr16gVPT08EBAQUO19SUhKmT58OR0dHvHz5En5+fu9Uh66uLtTV1QtcXJ+cnAx9ff13WjYRERFVXZUufL18+bLAiJW6unqxt5pISUmBl5cXmjdvjuXLl2PDhg04ePAg5s2bV+o6tLS0YGpqirCwMHmbTCZDWFgYrKysSr1cIiIiqtoq/LRjeno6YmNj5Y/j4+MRFRWFOnXqwMjICJs3b8bRo0exceNGAICjoyNWrVoFIyMj+WnHwMBA+TcO3ySTyTBixAgYGRlh0aJF0NDQQIsWLRAYGAhPT08YGBjAy8tL6boAYMiQIfDx8YGZmRksLCywceNGZGZmonfv3mW4h4iIiKgqkYiyvjupks6fPw8PD48C7W5ubvD398eyZcsQHByM48ePAwDS0tKwZMkSHDt2DMnJyWjQoAFcXV3x7bffQktLq9B1hIaGom3btqhWrZpC+40bN1CvXj0YGhoqXVe+zZs3Y926dUhMTESrVq3w008/oXXr1krtg8IkJb1ARRwZNTUJtHMeQxaxFyIrrdA+kmo6UDPrhXRNQ8hkFfr0ISIiei9IJIC+fq2S9a3o8EWFY/giIiKqPJQJX5Xumi8iIiKiyozhi4iIiEiFGL6IiIiIVIjhi4iIiEiFGL6IiIiIVIjhi4iIiEiFGL6IiIiIVIjhi4iIiEiFGL6IiIiIVIjhi4iIiEiFGL6IiIiIVIjhi4iIiEiFGL6IiIiIVIjhi4iIiEiFGL6IiIiIVIjhi4iIiEiFGL6IiIiIVIjhi4iIiEiFGL6IiIiIVIjhi4iIiEiFGL6IiIiIVIjhi4iIiEiFGL6IiIiIVIjhi4iIiEiFGL6IiIiIVIjhi4iIiEiFGL6IiIiIVIjhi4iIiEiFGL6IiIiIVIjhi4iIiEiFGL6IiIiIVIjhi4iIiEiFGL6IiIiIVIjhi4iIiEiFGL6IiIiIVIjhi4iIiEiFGL6IiIiIVIjhi4iIiEiFGL6IiIiIVIjhi4iIiEiFGL6IiIiIVIjhi4iIiEiFGL6IiIiIVIjhq5ydOHECLi4u6NKlC3bu3FnR5RAREVEF06joAqqy3Nxc+Pv7Y9OmTdDR0UHv3r3h7OwMXV3dii6NiIiIKghHvspReHg4WrRoAQMDA2hra6NDhw4IDQ2t6LKIiIioAlV4+Lpw4QJGjx4Ne3t7GBsb49ixYyWaLyEhAZMmTUL79u1hYWGBHj164Pr16yqvbcuWLejUqRPMzc3Rt29fhIeHy6c9efIEBgYG8scGBgZISEgo0xqJiIiocqnw8JWRkQFjY2PMmDGjxPM8e/YMAwcOhKamJtasWYMDBw7Ax8cHderUKbT/pUuXkJOTU6D99u3bSEpKKnVtBw8ehJ+fH7799lsEBwfDxMQEw4YNQ3Jycom3hYiIiD4sFX7Nl4ODAxwcHJSaZ82aNTA0NISfn5+8rXHjxoX2lclkmDlzJpo2bYpFixZBXV0dABATEwNPT094eXlhxIgRpaotMDAQ/fr1Q58+fQAAvr6+CAkJwe7duzFy5Eg0aNBAYaQrISEBFhYWSm0rERERVS0VPvJVGsePH4eZmRm8vb1ha2uLXr16YceOHYX2VVNTw+rVqxEVFYXJkydDJpMhNjYWnp6ecHJyKjJ4vU12djYiIyNhZ2ensC47OztcuXIFAGBhYYHo6GgkJCQgPT0dp06dgr29fanWR0RERFVDhY98lUZcXBy2bduGIUOGYPTo0bh+/Tpmz54NTU1NuLm5FehvYGCAjRs3YtCgQZg4cSKuXr0KOzs7+Pr6lrqG1NRU5OXlQU9PT6FdT08PMTExAAANDQ34+PjAw8MDMpkMw4cP5zcdiYiIPnCVMnwJIWBmZoYJEyYAAD799FNER0dj+/bthYYvADAyMsL8+fPh7u6Oxo0bY86cOZBIJOVeq5OTE5ycnMp9PURERFQ5VMrTjvXr10fz5s0V2po1a4aHDx8WOU9SUhKmT58OR0dHvHz5UuF6sdLQ1dWFurp6gYvrk5OToa+v/07LJiIioqqrUoYva2tr3L17V6Ht3r17aNiwYaH9U1JS4OXlhebNm2P58uXYsGEDDh48iHnz5pW6Bi0tLZiamiIsLEzeJpPJEBYWBisrq1Ivl4iIiKo2pcNXcHAwQkJC5I/nz5+Ptm3bYsCAAXjw4IHSBaSnpyMqKgpRUVEAgPj4eERFRclHsTZv3gxPT0+FeTw9PXHt2jWsWrUK9+/fx/79+7Fjxw588803BZYvk8kwYsQIGBkZYdGiRdDQ0ECLFi0QGBiIPXv2YMOGDaWubciQIdixYweCg4Nx584d/PLLL8jMzETv3r2V3g9ERET0YZAIIYQyM7i4uOCXX36Bra0trly5giFDhmDq1Kk4ceIENDQ0sHz5cqUKOH/+PDw8PAq0u7m5wd/fH8uWLUNwcDCOHz+uMP3EiRNYuHAh7t27h0aNGmHIkCHo169foesIDQ1F27ZtUa1aNYX2GzduoF69ejA0NCxVbcCrcLhu3TokJiaiVatW+Omnn9C6desSbXtxkpJeQLkjUzbU1CTQznkMWcReiKy0QvtIqulAzawX0jUNIZNVQJFERETvGYkE0NevVbK+yoav1q1b49ChQzAyMsKvv/6KxMREzJ8/H9HR0Rg8eDDOnTtXqqJJEcMXERFR5aFM+FL6tGPNmjXx9OlTAK9GlPLvc1WtWjVkZWUpuzgiIiKiD4rSt5qws7PDTz/9hFatWuHevXvyO8BHR0cXecE7EREREb2i9MjXjBkzYGVlhZSUFCxdulR+09DIyEi4urqWeYFEREREVYlSI1+5ubnYtGkTRowYUeAidW9v7zItjIiIiKgqUmrkS0NDA+vWrUNubm551UNERERUpSl92vGzzz7DhQsXyqMWIiIioipP6QvuO3TogN9++w3//fcfTE1NUaNGDYXp/B1DIiIioqIpfZ8vExOTohcmkcjvBk/vhvf5IiIiqjyUuc+X0iNfN2/eVLogIiIiInrlnX5YmzdVJSIiIlKO0uErLy8PK1aswBdffAErKyvExcUBABYvXoydO3eWeYFEREREVYnS4ev3339HcHAw/u///g+amprydqlUil27dpVpcURERERVjdLh688//8SsWbPw1VdfQU3tf7MbGxsjJiamTIsjIiIiqmqUDl8JCQlo0qRJgXYhBG++SkRERPQWSoevFi1a4OLFiwXaDx8+jFatWpVJUURERERVldK3mhg7diymTJmChIQECCFw5MgR3L17F3v37kVAQEB51EhERERUZSg98uXs7IxVq1YhLCwMNWrUwNKlS3Hnzh2sWrUKn3/+eXnUSERERFRlKD3yBQBt27ZFYGBgWddCREREVOUpHb4ePXoEiUQCQ0NDAEB4eDj279+PFi1aoH///mVeIBEREVFVovRpx4kTJ+LcuXMAgMTERHh5eeH69etYtGgRli9fXuYFEhEREVUlSoev6OhoWFhYAAAOHToEqVSK7du3Y8GCBQgODi7zAomIiIiqEqXDV25uLrS0tAAAZ8+eRadOnQAAzZo1Q2JiYtlWR0RERFTFlOo+X9u3b8fFixdx9uxZdOjQAQDw5MkT1K1bt6zrIyIiIqpSlA5fkyZNwh9//IHBgwfD1dUVJiYmAIDjx4/LT0cSERERUeGU/rZj+/btce7cOaSlpaFOnTry9n79+qFGjRplWhwRERFRVVOq+3ypq6srBC8AaNSoUZkURERERFSVKR2+OnXqBIlEUuT0f/75550KIiIiIqrKlA5fnp6eCo9zc3Nx48YNnDlzBsOGDSuzwoiIiIiqoncOX/m2bNmCiIiIdy6IiIiIqCpT+tuORenQoQP+/vvvslocERERUZVUZuHr8OHDvM8XERER0VsofdqxV69eChfcCyGQlJSElJQUzJgxo0yLIyIiIqpqlA5fzs7OCo8lEgnq1asHGxsbNG/evMwKIyIiIqqKlA5f48aNK486iIiIiD4IZXbNFxERERG9HcMXERERkQoxfBERERGpUInC182bNyGTycq7FiIiIqIqr0Thy83NDampqQAAJycn+f8TERERkXJKFL5q166N+Ph4AMCDBw8ghCjXooiIiIiqqhLdaqJLly5wd3dH/fr1IZFI0KdPH6ipFZ7b/vnnnzItkIiIiKgqKVH4mjVrFjp37ozY2FjMnj0bffv2hba2dnnXRkRERFTllPgmqx06dAAAREZGwsPDAzo6OuVWFBEREVFVpfQd7v38/OT///jxYwCAoaFh2VVEREREVIUpHb5kMhlWrlyJwMBAZGRkAAC0tbUxZMgQjBkzpshrwYiIiIioFOFr0aJF2LVrFyZOnAhra2sAwKVLl7B8+XJkZ2dj/PjxZV4kERERUVWhdPgKDg7G7Nmz4eTkJG8zMTGBgYEBfH19Gb6IiIiIiqH0OcJnz56hWbNmBdqbNWuGZ8+elUlRRERERFWV0uHLxMQEW7ZsKdC+ZcsWmJiYlElRRERERFWV0qcd/+///g+jRo3C2bNnYWlpCQC4evUqHj16hDVr1pR1fURERERVitIjXzY2Njh8+DA6d+6MFy9e4MWLF+jcuTMOHz6Mtm3blkeNRERERFWG0iNfAGBgYMAL60voxIkT8Pf3hxACI0aMQN++fSu6JCIiIqpApQpfVDK5ubnw9/fHpk2boKOjg969e8PZ2Rm6uroVXRoRERFVEN4RtRyFh4ejRYsWMDAwgLa2Njp06IDQ0NCKLouIiIgqUIWHrwsXLmD06NGwt7eHsbExjh07ptT8q1evhrGxMebMmVMhtW3ZsgWdOnWCubk5+vbti/DwcPm0J0+ewMDAQP7YwMAACQkJZV4nERERVR5KhS8hBB4+fIisrKwyKyAjIwPGxsaYMWOG0vOGh4dj+/btMDY2LrbfpUuXkJOTU6D99u3bSEpKKnVtBw8ehJ+fH7799lsEBwfDxMQEw4YNQ3JysnIbQkRERB8MpcNXly5d8OjRozIrwMHBAePHj0fnzp2Vmi89PR3/93//h9mzZ6NOnTpF9pPJZJg5cyYmTpyIvLw8eXtMTAw8PT0RHBxc6toCAwPRr18/9OnTBy1atICvry+qV6+O3bt3AwAaNGigMNKVkJCABg0aKLWdREREVLUoFb7U1NTQtGlTPH36tJzKKbmZM2fCwcEBdnZ2xfZTU1PD6tWrERUVhcmTJ0MmkyE2Nhaenp5wcnLCiBEjSrX+7OxsREZGKqxfTU0NdnZ2uHLlCgDAwsIC0dHRSEhIQHp6Ok6dOgV7e/tSrY+IiIiqBqWv+Zo4cSLmz5+P//77rzzqKZEDBw7gxo0bmDhxYon6GxgYYOPGjbh8+TImTpwIT09P2NnZwdfXt9Q1pKamIi8vD3p6egrtenp68lOZGhoa8PHxgYeHB3r16oWhQ4fym45EREQfOKVvNeHj44PMzEz07NkTmpqaqF69usL0f//9t8yKK8yjR48wZ84crF+/HtWqVSvxfEZGRpg/fz7c3d3RuHFjzJkzBxKJpBwrfcXJyUnhR8iJiIjow6Z0+Jo2bVp51FFikZGRSE5ORu/eveVteXl5uHDhArZs2YLr169DXV29wHxJSUmYPn06HB0dERERAT8/P0yfPr3Udejq6kJdXb3AxfXJycnQ19cv9XKJiIioalM6fLm5uZVHHSX22WefYf/+/QptU6dORbNmzTBixIhCg1dKSgq8vLzQvHlzLFmyBPfu3cPgwYOhpaUFHx+fUtWhpaUFU1NThIWFwdnZGcCri/vDwsLg7u5eqmUSERFR1VeqO9zHxsZi9+7diIuLw48//gg9PT2cPHkSRkZGaNmypVLLSk9PR2xsrPxxfHw8oqKiUKdOHRgZGWHz5s04evQoNm7cCADQ0dGBVCpVWEbNmjVRt27dAu3Aq0A0YsQIGBkZYdGiRdDQ0ECLFi0QGBgIT09PGBgYwMvLq1S1DRkyBD4+PjAzM4OFhQU2btyIzMxMhVE5IiIiotcpHb7+/fdfjBgxAtbW1rhw4QLGjx8PPT093Lp1C7t378bSpUuVWl5ERAQ8PDzkj/38/AC8GmHz9/dHamoq4uLilC1TTk1NDRMmTEDbtm2hpaUlbzcxMUFgYCDq1atX6tq6deuGlJQULF26FImJiWjVqhXWrl3L045ERERUJIkQQigzQ//+/dG1a1cMGTIEVlZW2LdvHxo3bozw8HCMGzcOp06dKq9aPyhJSS+g3JEpG2pqEmjnPIYsYi9EVlqhfSTVdKBm1gvpmoaQySqgSCIioveMRALo69cqUV+lbzXx33//ya9xel29evWQmpqq7OKIiIiIPihKh69atWohMTGxQHtUVJTC7xgSERERUUFKhy9XV1csWLAAiYmJkEgkkMlkuHTpEubNm4devXqVQ4lEREREVYfS4Wv8+PFo1qwZOnbsiIyMDLi6usLd3R1WVlYYM2ZMedRIREREVGUofcF9vocPHyI6Ohrp6en49NNP8fHHH5dxaR82XnBPRERUeShzwX2p7vMFvPq5no8++uj/r7D8f6aHiIiIqCpQ+rQjAOzcuRPdu3eHubk5zM3N0b17d+zcubOsayMiIiKqcpQe+VqyZAk2bNgAd3d3WFpaAgCuXr2KuXPn4uHDh/j+++/LukYiIiKiKkPp8LVt2zbMmjUL3bt3l7c5OTnB2NgYs2bNYvgiIiIiKobSpx1zc3NhZmZWoN3U1BR5eXllUhQRERFRVaV0+OrZsye2bdtWoH3Hjh3o0aNHmRRFREREVFWV6LRj/g9KA6++2bhz506EhoaidevWAIDw8HA8fPiQN1klIiIieosSha8bN24oPDY1NQUAxMbGAgDq1q2LunXrIjo6uozLIyIiIqpaShS+goKCyrsOIiIiog9Cqe7zRURERESlo/StJrKyshAUFITz588jOTkZb/46UXBwcJkVR0RERFTVKB2+pk2bhtDQULi4uMDCwoI/LURERESkBKXDV0hICFavXo02bdqURz1EREREVZrS13wZGBhAW1u7PGohIiIiqvKUDl8+Pj5YsGABHjx4UB71EBEREVVpSp92NDc3R1ZWFpydnVG9enVoamoqTP/333/LrDgiIiKiqkbp8DVhwgQ8efIE48ePh76+Pi+4JyIiIlKC0uHrypUr+OOPP2BiYlIe9RARERFVaUpf89WsWTO8fPmyPGohIiIiqvKUDl8TJ06Ev78/zp8/j9TUVKSlpSn8EREREVHRlD7tOHz4cACAl5eXQrsQAhKJBFFRUWVSGBEREVFVpHT42rRpU3nUQURERPRBUDp82djYlEcdRERERB8EpcPXhQsXip3erl27UhdDREREVNUpHb4GDx5coO31e33xmi8iIiKior3zyFdOTg6ioqKwZMkSjB8/vswKIyIiIqqKlA5ftWrVKtD2+eefQ1NTE/7+/tizZ0+ZFEZERERUFSl9n6+i6Onp4e7du2W1OCIiIqIqSemRr5s3bxZoe/LkCdasWcOfHCIiIiJ6C6XDV69evSCRSCCEUGi3tLTEnDlzyqwwIiIioqpI6fD1zz//KDxWU1NDvXr1UK1atTIrioiIiKiqUjp8NWzYsDzqICIiIvogKB2+ACAsLAxhYWFITk6GTCZTmObn51cmhRERERFVRUqHr+XLl2PFihUwMzND/fr1FW6wSkRERETFUzp8bd++HX5+fujVq1c5lENERERUtSl9n6+cnBxYW1uXRy1EREREVZ7S4evrr7/G/v37y6MWIiIioipP6dOOWVlZ2LFjB8LCwmBsbAwNDcVFTJ06tcyKIyIiIqpqlA5ft27dkt/J/r///lOYxovviYiIiIqndPgKCgoqjzqIiIiIPghl9sPaRERERPR2DF9EREREKsTwRURERKRCDF9EREREKsTwRURERKRCDF9EREREKsTwRURERKRCDF9EREREKsTwRURERKRCDF9EREREKsTwRURERKRCDF9EREREKsTwRURERKRCDF9EREREKsTwRURERKRCDF9EREREKsTwVc5OnDgBFxcXdOnSBTt37qzocoiIiKiCaVR0AVVZbm4u/P39sWnTJujo6KB3795wdnaGrq5uRZdGREREFYQjX+UoPDwcLVq0gIGBAbS1tdGhQweEhoZWdFlERERUgSo8fF24cAGjR4+Gvb09jI2NcezYsWL7BwQEoE+fPrCysoKtrS3Gjh2LmJiYCqtry5Yt6NSpE8zNzdG3b1+Eh4fLpz158gQGBgbyxwYGBkhISCjzWomIiKjyqPDwlZGRAWNjY8yYMaNE/f/9918MGjQIO3bsQGBgIHJzczFs2DBkZGQUOc+lS5eQk5NToP327dtISkoqdV0HDx6En58fvv32WwQHB8PExATDhg1DcnJyibaFiIiIPjwVfs2Xg4MDHBwcStx/3bp1Co/9/f1ha2uLyMhItGvXrkB/mUyGmTNnomnTpli0aBHU1dUBADExMfD09ISXlxdGjBhRqroCAwPRr18/9OnTBwDg6+uLkJAQ7N69GyNHjkSDBg0URroSEhJgYWFR4m0lIiKiqqfCR77e1YsXLwAAderUKXS6mpoaVq9ejaioKEyePBkymQyxsbHw9PSEk5NTocGrJLKzsxEZGQk7OzuFddnZ2eHKlSsAAAsLC0RHRyMhIQHp6ek4deoU7O3tS7U+IiIiqhoqfOTrXchkMsydOxfW1taQSqVF9jMwMMDGjRsxaNAgTJw4EVevXoWdnR18fX1Lve7U1FTk5eVBT09PoV1PT09+DZqGhgZ8fHzg4eEBmUyG4cOH85uOREREH7hKHb58fX0RHR2NrVu3vrWvkZER5s+fD3d3dzRu3Bhz5syBRCIp9xqdnJzg5ORU7ushIiKiyqHSnnacOXMmQkJCsHHjRhgaGr61f1JSEqZPnw5HR0e8fPkSfn5+77R+XV1dqKurF7i4Pjk5Gfr6+u+0bCIiIqq6Kl34EkJg5syZOHr0KDZu3IjGjRu/dZ6UlBR4eXmhefPmWL58OTZs2ICDBw9i3rx5pa5DS0sLpqamCAsLk7fJZDKEhYXBysqq1MslIiKiqq3CTzump6cjNjZW/jg+Ph5RUVGoU6cOjIyMsHnzZnnQAl6davzrr7+wcuVKaGtrIzExEQBQq1YtVK9evcDyZTIZRowYASMjIyxatAgaGhpo0aIFAgMD4enpCQMDA3h5eSldFwAMGTIEPj4+MDMzg4WFBTZu3IjMzEz07t27LHcRERERVSESIYSoyALOnz8PDw+PAu1ubm7w9/fHsmXLEBwcjOPHjwMAjI2NC12On59fkaEnNDQUbdu2RbVq1RTab9y4gXr16hV62vJtdeXbvHkz1q1bh8TERLRq1Qo//fQTWrduXfQGl1BS0gtUxJFRU5NAO+cxZBF7IbLSCu0jqaYDNbNeSNc0hExWoU8fIiKi94JEAujr1ypZ34oOX1Q4hi8iIqLKQ5nwVemu+SIiIiKqzBi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4YuIiIhIhRi+iIiIiFSI4ascnDhxAi4uLujSpQt27txZ0eUQERHRe0SjoguoanJzc+Hv749NmzZBR0cHvXv3hrOzM3R1dSu6NCIiInoPcOSrjIWHh6NFixYwMDCAtrY2OnTogNDQ0Ioui4iIiN4TDF9vuHDhAkaPHg17e3sYGxvj2LFjBfps2bIFnTp1grm5Ofr27Yvw8HD5tCdPnsDAwED+2MDAAAkJCSqpnYiIiN5/DF9vyMjIgLGxMWbMmFHo9IMHD8LPzw/ffvstgoODYWJigmHDhiE5OVnFlRIREVFlxPD1BgcHB4wfPx6dO3cudHpgYCD69euHPn36oEWLFvD19UX16tWxe/duAECDBg0URroSEhLQoEEDldReEhIJoKYmKfJPIpGUcEFqkEiKXs7/lle+20NERFTZ8IJ7JWRnZyMyMhKjRo2St6mpqcHOzg5XrlwBAFhYWCA6OhoJCQnQ0dHBqVOnMHbs2IoqWYFEAtSUZEIt53nRndTUoYE8ZBe3IHUtaKhLUDP7MQBR7DplmrWRgRoQxXcjIiL6YDB8KSE1NRV5eXnQ09NTaNfT00NMTAwAQENDAz4+PvDw8IBMJsPw4cPfm286SiQSqOU8h+y/o0B2euGddOpD0qQNih2yUteEJDsd4s5piKwilgMAWtpQk3aGRLMmBNMXERERAIavcuHk5AQnJ6eKLqNo2ekQWWmFTpJoaZd4MSI7o8jlAADPOBIRERXEa76UoKurC3V19QIX1ycnJ0NfX7+CqiIiIqLKhOFLCVpaWjA1NUVYWJi8TSaTISwsDFZWVhVYGREREVUWPO34hvT0dMTGxsofx8fHIyoqCnXq1IGRkRGGDBkCHx8fmJmZwcLCAhs3bkRmZiZ69+5dgVUTERFRZcHw9YaIiAh4eHjIH/v5+QEA3Nzc4O/vj27duiElJQVLly5FYmIiWrVqhbVr1/K0IxEREZUIw9cb2rdvj1u3bhXbx93dHe7u7iqqiIiIiKoSXvNFREREpEIMX0REREQqxPBFREREpEIMX0REREQqxPBFREREpEIMX0REREQqxPBFREREpEIMX0REREQqxJusvqckknJapkQCqGsBGtUK76SuCUjU3r0P8Gq6RAKJpHy2h4iI6H2hzPucRAghyq8UIiIiInodTzsSERERqRDDFxEREZEKMXwRERERqRDDFxEREZEKMXwRERERqRDDFxEREZEKMXwRERERqRDDFxEREZEKMXwRERERqRDDFxEREZEKMXxVMVu2bEGnTp1gbm6Ovn37Ijw8vNj+hw4dQteuXWFubo4ePXrg5MmTKqq0clNmP+/YsQPffPMN2rVrh3bt2sHLy+utx4VeUfb5nO/AgQMwNjbG2LFjy7nCqkHZ/fz8+XP4+vrC3t4eZmZmcHFx4WtHCSm7rzds2AAXFxdYWFjAwcEBc+fORVZWloqqrXwuXLiA0aNHw97eHsbGxjh27Nhb5zl//jzc3NxgZmaGzp07Y8+ePeVfqKAq48CBA8LU1FTs2rVLREdHi59++km0bdtWJCUlFdr/0qVLolWrVmLNmjXi9u3bYtGiRcLU1FTcunVLxZVXLsru5wkTJojNmzeLGzduiNu3b4spU6aINm3aiMePH6u48spF2f2cLy4uTnzxxRfim2++EWPGjFFRtZWXsvs5KytL9O7dW4wYMUJcvHhRxMXFifPnz4uoqCgVV175KLuv9+3bJ8zMzMS+fftEXFycOH36tPj888/F3LlzVVx55RESEiIWLlwojhw5IqRSqTh69Gix/WNjY0Xr1q2Fn5+fuH37tggKChKtWrUSp06dKtc6Gb6qkK+//lr4+vrKH+fl5Ql7e3sREBBQaP/vv/9ejBw5UqGtb9++Yvr06eVaZ2Wn7H5+U25urrCyshLBwcHlVGHVUJr9nJubK/r37y927NghfHx8GL5KQNn9vHXrVuHk5CSys7NVVWKVoey+9vX1FR4eHgptfn5+YsCAAeVaZ1VRkvA1f/584erqqtD2ww8/iKFDh5ZnaYKnHauI7OxsREZGws7OTt6mpqYGOzs7XLlypdB5rl69CltbW4U2e3t7XL16tTxLrdRKs5/flJmZidzcXNSpU6e8yqz0SrufV6xYAT09PfTt21cVZVZ6pdnPx48fh6WlJWbOnAk7Ozt0794dq1atQl5enqrKrpRKs6+trKwQGRkpPzUZFxeHkydPwsHBQSU1fwgq6n1Qo1yXTiqTmpqKvLw86OnpKbTr6ekhJiam0HmSkpKgr69foH9SUlK51VnZlWY/v2nBggVo0KCBwoswKSrNfr548SJ27dqFvXv3qqDCqqE0+zkuLg7nzp1Djx49sHr1asTGxsLX1xe5ubkYN26cKsqulEqzr3v06IHU1FR88803EEIgNzcXAwYMwOjRo1VR8gehsPdBfX19pKWl4eXLl6hevXq5rJcjX0QqtHr1ahw8eBDLly9HtWrVKrqcKiMtLQ2TJ0/GrFmzUK9evYoup0oTQkBPTw+zZs2CmZkZunXrhtGjR2P79u0VXVqVc/78eQQEBGDGjBnYs2cPli9fjpMnT2LFihUVXRq9I458VRG6urpQV1dHcnKyQntycnKBVJ9PX1+/wChXcf2pdPs537p167B69WoEBgbCxMSkPMus9JTdz3FxcXjw4AHGjBkjb5PJZACATz/9FIcPH0aTJk3Kt+hKqDTP5/r160NDQwPq6urytmbNmiExMRHZ2dnQ0tIq15orq9Ls6yVLluCrr76Sn0Y3NjZGRkYGfv75Z4wZMwZqahw/eVeFvQ8mJSVBR0en3Ea9AI58VRlaWlowNTVFWFiYvE0mkyEsLAxWVlaFzmNpaYlz584ptJ09exaWlpblWWqlVpr9DABr1qzBypUrsXbtWpibm6ui1EpN2f3crFkz7N+/H3v37pX/derUCe3bt8fevXthaGioyvIrjdI8n62trREbGysPtwBw79491K9fn8GrGKXZ1y9fviwQsPJDrxCi/Ir9gFTU+yDDVxUyZMgQ7NixA8HBwbhz5w5++eUXZGZmonfv3gCAyZMn47fffpP39/DwwOnTp7F+/XrcuXMHy5YtQ0REBNzd3StqEyoFZffz6tWrsWTJEsydOxcNGzZEYmIiEhMTkZ6eXlGbUCkos5+rVasGqVSq8Fe7dm1oa2tDKpUyFBRD2efzwIED8fTpU8yZMwd3795FSEgIAgICMGjQoIrahEpD2X3t6OiIbdu24cCBA4iLi0NoaCiWLFkCR0dHhZFH+p/09HRERUUhKioKABAfH4+oqCg8fPgQAPDbb79h8uTJ8v4DBgxAXFwc5s+fjzt37mDLli04dOgQvLy8yrVOnnasQrp164aUlBQsXboUiYmJaNWqFdauXSsf0n706JHCpyhra2ssWLAAixcvxsKFC/Hxxx9jxYoVkEqlFbUJlYKy+3n79u3IycmBt7e3wnLGjRuH7777TqW1VybK7mcqHWX380cffYR169bBz88PX331FQwMDODh4YERI0ZU1CZUGsru6zFjxkAikWDx4sVISEhAvXr14OjoiPHjx1fUJrz3IiIi4OHhIX/s5+cHAHBzc4O/vz8SExPx6NEj+fTGjRsjICAAfn5+2LRpEwwNDTF79mx88cUX5VqnRHDskoiIiEhl+LGRiIiISIUYvoiIiIhUiOGLiIiISIUYvoiIiIhUiOGLiIiISIUYvoiIiIhUiOGLiIiISIUYvui9JITA9OnTYWNjA2NjY/ndilXl/PnzMDY2xvPnz1W63sJcunQJPXr0gKmpKcaOHVvR5ajUnj170LZt24ouA6mpqbC1tUV8fPw7LWfw4MGYM2dOGVVVerdv30aHDh2QkZFRqvmNjY1x7NixMq6qcO/LPqvsOnXqhA0bNlR0GfT/MXzRe+nUqVMIDg7GqlWrcObMGbRs2bLc1lXYi7uVlRXOnDmDWrVqldt6S8rf3x8mJib4559/4O/vX9HllJvC3hy6deuGv//+u2IKes2qVavg5OSERo0avdNyli1bhu+///6dlhEQEIA+ffrAysoKtra2GDt2LGJiYhT6ZGVlwdfXF+3bt4eVlRW+++47hR8PbtGiBSwtLREYGPjWenv27PlO9RZlypQpH9yHCVUo6gPLrl270L9//wqoiArD8EXvpbi4ONSvXx/W1taoX78+NDQK/hJWdnZ2ua1fS0sL9evXh0QiKbd1lFRsbCw+++wzGBoaonbt2hVdjlKEEMjNzS31/NWrV4eenl4ZVqS8zMxM7Nq1C19//fU7L6tu3brQ0dF5p2X8+++/GDRoEHbs2IHAwEDk5uZi2LBhCqNYc+fOxYkTJ7B48WIEBQXhyZMnGDdunMJyevfujW3btr3T8aHKo169eqhRo0ZFl0H5BNF7xsfHR0ilUvmfo6OjEEIId3d34evrK2bPni1sbGyEu7u7EEKI9evXi+7du4vWrVuLDh06iBkzZoi0tDSFZV68eFG4u7sLCwsL0bZtWzF06FDx9OnTAuuSSqUiLi5OnDt3TkilUvHs2TP5Mg4fPiy6desmTE1NhaOjo1i3bp3COhwdHcXvv/8upkyZIiwtLYWDg4PYvn17sdualZUlZs2aJT777DNhZmYmBgwYIK5duyaEECIuLq5Abbt37y50OQkJCWLEiBHC3NxcODo6in379glHR0cRGBgo7/Ps2TMxbdo00b59e2FlZSUGDx4soqKi5NOXLl0qvvrqKxEcHCwcHR2FtbW1+OGHH8SLFy/kffLy8sSqVauEo6OjMDc3Fz169BCHDh2ST8/fbyEhIcLNzU2YmpqKc+fOifv374vRo0cLW1tbYWlpKXr37i1CQ0Pl87m7uxfYViGE2L17t2jTpo3Ctm7ZskU4OTkJU1NT0aVLFxEcHKwwXSqVih07doixY8cKCwsL0blzZ3Hs2DH59KdPn4oJEyaI9u3bC3Nzc9G5c2exa9euIo/RoUOHxGeffabQlr+dp06dEj179hTm5uZi8ODBIikpSYSEhIiuXbsKKysrMWHCBJGRkaGwnbNnz5Y/Ls1z5k3JyclCKpWKf//9VwghxPPnz4WpqanCcbl9+7aQSqXiypUr8rasrCxhZmYmzp49W+hyd+/eXeTz7237ODc3V0ydOlX+POnSpYvYsGGDfPrSpUsLLPvcuXOF1uHu7i5mzZol5s2bJ9q1ayfs7OzE0qVLFfoU9xrw4sULYW5uLkJCQhTmOXLkiLC0tJQfn4cPHwpvb2/Rpk0b0a5dOzF69GgRFxdX5H7Pfw6cPXtWuLm5CQsLC9G/f39x584dhX5ve76+6dq1a8LLy0vY2NgIa2trMWjQIBEREaHQ59mzZ2L69OnC1tZWmJmZCVdXV3H8+HF5Ta//5e+rN18PHjx4IEaPHi0sLS2FlZWV8Pb2FomJifLpJXk9OHTokOjevbswNzcXNjY2wtPTU6Snpxe7ffQKwxe9d54/fy6WL18uOnToIJ48eSKSk5OFEK9ehC0tLcW8efPEnTt35C9ygYGBIiwsTMTFxYmzZ88KFxcXMWPGDPnybty4IczMzMSMGTNEVFSU+O+//0RQUJBITk4Wz58/F/379xc//fSTePLkiXjy5InIzc0tEL6uX78uTExMxPLly0VMTIzYvXu3sLCwUAhDjo6OwsbGRmzevFncu3dPBAQECBMTkwIvxq+bNWuWsLe3FyEhISI6Olr4+PiIdu3aidTUVJGbmyuePHkirK2txYYNG8STJ09EZmZmocvx8vISPXv2FFevXhURERHyoPn6i62Xl5cYNWqUCA8PF3fv3hX+/v7CxsZGpKamCiFevdhaWlqKcePGiVu3bokLFy6Izz//XCxcuFC+jJUrV4quXbuKU6dOidjYWLF7925hZmYmzp8/L4T43xtSjx49xJkzZ8T9+/dFamqqiIqKEtu2bRO3bt0Sd+/eFYsWLRLm5ubiwYMHQgghUlNTRYcOHcTy5cvlx0GIguHryJEjwtTUVGzevFnExMSI9evXi1atWomwsDB5H6lUKjp06CD2798v7t27J2bNmiUsLS3l2+nr6yt69uwpwsPDRVxcnAgNDRX//PNPscdo2LBhCm3529mvXz9x8eJFERkZKTp37izc3d3F0KFDRWRkpLhw4YKwsbERAQEB8vkKC1/KPmfedO/ePSGVSsWtW7eEEEKcPXu2wAcHIYTo2LGjwvNBCCH69u1bIMjky8zMFP7+/sLV1VV+TPKff2/bx9nZ2WLJkiUiPDxcxMbGij///FO0bt1aHDhwQAghRFpamvj+++/FsGHD5MvOysoqtA53d3dhbW0tli1bJu7evSuCg4OFsbGxOHPmjLzP214DvvvuOzFp0iSF5b7elp2dLb788ksxdepUcfPmTXH79m0xYcIE4eLiUmRd+c+Bvn37ivPnz4vo6GjxzTffiP79+8v7lOT5+qazZ8+KvXv3itu3b4vbt2+LadOmCTs7O3noycvLE/369ROurq7izJkzIjY2Vhw/flyEhISIrKwssWHDBmFtbS3fr/kh9PXwlZeXJ3r27CkGDhworl+/Lq5evSrc3NzkH2iFePvrQUJCgvj0009FYGCgiIuLEzdv3hSbN28u8MGXCsfwRe+lwMBA+YhXPnd3d9GrV6+3znvo0CFhY2MjfzxhwgQxYMCAIvu/+YYohCgQviZMmCCGDBmi0GfevHmiW7du8seOjo4KL/AymUzY2tqKrVu3Frre9PR0YWpqKvbt2ydvy87OFvb29mLNmjXytjZt2hQ54iXE/0Y1wsPD5W35b8j5L7YXLlwQ1tbWBd5InJ2d5SMtS5cuFa1bt1b4ZDtv3jzRt29fIcSrkZLWrVuLy5cvKyxj2rRpYsKECUKI/+23o0ePFllvPldXVxEUFCR//OYncyEKhq/8oPw6b29vMWLECPljqVQqFi1aJH+cnp4upFKpOHnypBBCiFGjRokpU6a8tb58Y8aMEVOnTlVoe33UI19AQICQSqUiNjZW3jZ9+nQxdOhQ+ePCwpcyz5k35eXliZEjRyo8v/ft2ydMTU0L9O3Tp4+YP3++Qtu3335b7L7IH/1409v2cWF8fX3Fd999J3/s4+MjxowZU2T/fO7u7mLgwIEKbX369BG//vprkfO8+Rpw9OhRhVGu/NGw/Hr37t0rXFxchEwmk8+TlZUlLCwsxOnTpwtdR2HPgZCQECGVSsXLly+FECV7vr5NXl6esLKyEsePHxdCCHH69GlhYmIiYmJiCu1f2GixEIr/vs6cOSNatWolHj58KJ8eHR0tpFKpfOT9ba8HERERQiqVivj4+BJvC/1PwQtpiN5jpqamBdrOnj2LgIAAxMTEIC0tDXl5ecjKykJmZiZq1KiBqKgodO3a9Z3WGxMTAycnJ4U2a2trbNq0CXl5eVBXVwfw6ltg+SQSCfT19ZGcnFzoMmNjY5GTkwNra2t5m6amJiwsLHDnzp0S13b37l1oaGgo7JumTZuiTp068se3bt1CRkYG2rdvrzDvy5cvERsbK3/csGFDhWuSGjRoIK///v37yMzMxNChQxWWkZOTg1atWim0mZubKzxOT0/H8uXLERISgsTEROTl5eHly5d4+PBhibcTeHUc3rxoOP84vO7141CzZk3o6OggJSUFADBw4EB4e3vjxo0b+Pzzz+Hs7KxwDN6UlZWFatWqFTrt9fXo6emhRo0aaNy4sbxNX18f169fL3ablHnOvMnX1xfR0dHYunVrifq/qVq1asjMzCzVvMXtYwDYsmULdu/ejYcPHyIrKws5OTkwMTF553UBQP369RX20dteAzp06ABNTU0cP34crq6u+Pvvv6GjowM7OzsAwM2bNxEbG1vgeZCVlaXw7+NttdWvXx8AkJycDCMjoxI/X1+XlJSExYsX499//0VycjJkMhkyMzPl/1aioqJgaGiITz75pNi6inPnzh0YGhrio48+kre1aNECtWvXRkxMDCwsLAAU/3pgYmICW1tb9OjRA/b29rC3t4eLi4vC6w4VjeGLKpU3LxiNj4/HqFGjMHDgQIwfPx516tTBpUuX8OOPPyInJwc1atRA9erVVVbfm18MkEgkEEKobP1FSU9PR/369REUFFRg2uvf6Czsiw359edf0B0QEAADAwOFPlpaWgqP3zxO8+bNw9mzZ+Hj44MmTZqgevXq8Pb2Rk5OTuk26C00NTUVHkskEshkMgCAg4MDTpw4gZMnTyI0NBReXl4YNGgQfHx8Cl1W3bp1i7zlyOv7SyKRFHr889dblNI+Z2bOnImQkBBs3rwZhoaG8nZ9fX3k5OTg+fPnCl/QSE5OloeDfM+ePUOTJk3euq7CFLePDxw4gHnz5sHHxwdWVlbQ1tbGunXrcO3atVKtq7h9VJLXAC0tLbi4uGD//v1wdXXFX3/9hW7dusmXm5GRAVNTUyxYsKDAuuvVq1fi2vK/oPO2Y14cHx8fPH36FD/++COMjIygpaWF/v37y/+tVOTrGfC/1wN1dXUEBgbi8uXLCA0NRVBQEBYtWoQdO3YofAChwvHbjlSpRUZGQgiBKVOmwNLSEp988gmePHmi0MfY2BhhYWFFLkNTU/OtL5bNmjXD5cuXFdouX76Mjz/+WD7qpawmTZpAU1NTYbk5OTm4fv06WrRoUeLlfPLJJ8jNzcWNGzfkbffv38ezZ8/kj01NTZGUlAR1dXU0bdpU4e9tby75mjdvDi0tLTx8+LDAMl7/BF2YK1euwM3NDZ07d4axsTH09fXx4MEDhT7vchyU2V/AqzdUNzc3LFiwANOmTcMff/xRZN9PP/0Ut2/fVmr55UkIgZkzZ+Lo0aPYuHFjgTc6MzMzaGpqKjznY2Ji8PDhQ1haWir0jY6OLjBq+bqSHJPCXL58GVZWVhg0aBA+/fRTNG3atMAIUmmX/aaSvAYAQI8ePXDmzBlER0fj3Llz6NGjh3yaqakp7t+/Dz09vQLP7Xe53Uxpnq+XL1/G4MGD4eDggJYtW0JLSwupqany6cbGxnj8+DHu3r1b6PyamprIy8srtq7mzZvj8ePHePTokbzt9u3beP78OZo3b16STQPwKmy2adMG3t7e2Lt3LzQ1NVV2/7fKjuGLKrWmTZsiJycHQUFBiIuLw969e7F9+3aFPiNHjsT169fxyy+/4ObNm7hz5w62bt0qP0XSsGFDXLt2DfHx8UhJSSn0DWHo0KEICwvDihUrcPfuXQQHB2PLli0FTsEpo2bNmhg4cCDmz5+PU6dO4fbt25g+fTpevnyp1G0NmjdvDjs7O/z8888IDw/HjRs3MH36dFSvXl3+SdzOzg6Wlpb49ttvcebMGcTHx+Py5ctYtGjRW0+L5dPR0cHQoUPh5+eH4OBgxMbGIjIyEkFBQQgODi523qZNm+Lo0aOIiorCzZs3MXHixAL7uWHDhrhw4QISEhIUTl+9bvjw4QgODsbWrVtx7949BAYG4ujRo0odhyVLluDYsWO4f/8+oqOjERISUuwbjr29PW7fvq0QZiuSr68v9u3bh99++w3a2tpITExEYmIiXr58CeDVSGafPn3g7++Pc+fOISIiAtOmTYOVlZVC+IqPj0dCQoL81FthGjZsiPj4eERFRSElJaXEt3dp2rQpIiIicPr0ady9exeLFy8u8Dxr2LAhbt26hZiYGKSkpJR6FLQkrwEA0K5dO+jr62PSpElo1KgRWrduLZ/Wo0cP6OrqYsyYMbh48SLi4uJw/vx5zJ49G48fPy5VXUDpnq8ff/wx9u3bhzt37uDatWuYNGmSwmiXjY0N2rZtC29vb4SGhiIuLg4nT57EqVOnALzarxkZGQgLC0NKSkqhp5Xt7OwglUoxadIkREZGIjw8HJMnT4aNjU2BSwaKcu3aNaxatQrXr1/Hw4cPceTIEaSkpKBZs2ZK7qUPE8MXVWomJiaYOnUq1qxZg+7du2P//v2YMGGCQp9PPvkE69evx82bN9G3b18MGDAA//zzj3xIfejQoVBXV4erqytsbW0LvQ7J1NQUixcvxsGDB9GjRw8sXboU3t7e6N279zvVP2nSJLi4uGDy5Mlwc3PD/fv3sXbtWqWvm5g3bx709PQwaNAgjBs3Dv369YO2trb8WiWJRILVq1ejXbt2mDp1Krp27YoJEybgwYMH0NfXL/F6fvjhB4wdOxYBAQHo1q0bhg8fjpCQkLfefHTKlCmoXbs2BgwYgNGjR+OLL74ocP2et7c3Hjx4AGdnZ9ja2ha6HGdnZ0ybNg3r169H9+7dsX37dsydO7fAtWzF0dTUxMKFC/HVV1/B3d0dampqWLhwYZH9jY2N8emnn+LQoUMlXkd52rZtG168eIHBgwfLr7Wxt7fHwYMH5X2mTZuGjh07wtvbG+7u7tDX18eyZcsUlnPgwAF8/vnnaNiwYZHrcnFxwRdffAEPDw/Y2trir7/+KlGNAwYMQJcuXTB+/Hj069cPT58+xTfffKPQp1+/fvjkk0/Qp08f2NraFhghKqmSvAYAr/4NuLq64ubNmwqjXsCr0+SbN2+GkZERxo0bh27duuHHH39EVlbWO92XrTTP1zlz5uDZs2dwc3PD5MmTMXjw4AL3ulu2bBnMzMwwYcIEuLq6YsGCBfIPM9bW1hgwYAB++OEH2NraYu3atYXui5UrV6J27dpwd3eHl5cXGjdujEWLFpV423R0dHDhwgWMHDkSLi4uWLx4MaZMmQIHB4cSL+NDJhHvwwUpRFSmHj9+DAcHB2zYsKHIIEMlFxISgvnz5+Ovv/6Cmlrl/8yanZ0NFxcXLFiwAG3atKnocog+OLzgnqgKCAsLQ0ZGBqRSKRITE/Hrr7+iYcOG78XvIlYFHTt2xL1795CQkPDW69sqg0ePHmHUqFEMXkQVhCNfRFXA6dOnMW/ePMTFxUFbWxtWVlaYNm1asaeUiIioYjB8EREREalQ5b94gYiIiKgSYfgiIiIiUiGGLyIiIiIVYvgiIiIiUiGGLyIiIiIVYvgiIiIiUiGGLyIiIiIVYvgiIiIiUiGGLyIiIiIV+n/z5IKqYCRZBwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(\n", " user_ratio_dict.values(), bins=np.linspace(0, 1, 50), alpha=0.5, label=\"free user\"\n", ")\n", "plt.hist(\n", " pro_user_ratio_dict.values(),\n", " bins=np.linspace(0, 1, 50),\n", " alpha=0.5,\n", " label=\"pro user\",\n", ")\n", "plt.xlabel(\n", " f\"fraction of generations (min {min_generations_for_no_reaction}) that have no actions\"\n", ")\n", "plt.ylabel(\"number of users\")\n", "plt.yscale(\"log\")\n", "plt.legend()\n", "plt.title(f\"Potential bots since {max(cutoff_date, inspection_date_cut)}\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 95, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:27:02.229332Z", "start_time": "2024-05-26T00:27:02.192457Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:18:28.009990Z", "iopub.status.busy": "2024-08-01T20:18:28.009824Z", "iopub.status.idle": "2024-08-01T20:18:28.031916Z", "shell.execute_reply": "2024-08-01T20:18:28.031440Z", "shell.execute_reply.started": "2024-08-01T20:18:28.009971Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "free 0\n", "pro 0\n" ] } ], "source": [ "super_bad_user_id = set()\n", "for user_id, user_ratio in user_ratio_dict.items():\n", " if user_ratio >= 0.99:\n", " super_bad_user_id.add(user_id)\n", "print(\"free\", len(super_bad_user_id))\n", "super_bad_pro_user_id = set()\n", "for user_id, user_ratio in pro_user_ratio_dict.items():\n", " if user_ratio >= 0.99:\n", " super_bad_pro_user_id.add(user_id)\n", "print(\"pro\", len(super_bad_pro_user_id))" ] }, { "cell_type": "code", "execution_count": 96, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:18:28.032682Z", "iopub.status.busy": "2024-08-01T20:18:28.032537Z", "iopub.status.idle": "2024-08-01T20:18:28.069453Z", "shell.execute_reply": "2024-08-01T20:18:28.069019Z", "shell.execute_reply.started": "2024-08-01T20:18:28.032666Z" } }, "outputs": [], "source": [ "# curr_date = datetime.today().strftime(\"%Y_%m_%d\")\n", "# with open(f\"/home/tony/Data/bots/bad_user_{curr_date}.json\", \"w\") as fp:\n", "# json.dump(list(super_bad_user_id), fp)\n", "# with open(f\"/home/tony/Data/bots/bad_pro_user_{curr_date}.json\", \"w\") as fp:\n", "# json.dump(list(super_bad_pro_user_id), fp)" ] }, { "cell_type": "code", "execution_count": 97, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:27:02.725735Z", "start_time": "2024-05-26T00:27:02.230988Z" }, "execution": { "iopub.execute_input": "2024-08-01T20:18:28.070297Z", "iopub.status.busy": "2024-08-01T20:18:28.070149Z", "iopub.status.idle": "2024-08-01T20:18:28.153413Z", "shell.execute_reply": "2024-08-01T20:18:28.152722Z", "shell.execute_reply.started": "2024-08-01T20:18:28.070281Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Ratio of clips from super bad users: 0.00%\n" ] } ], "source": [ "# Calculate the ratio of clips from super bad users\n", "bad_user_clip_ratio = (\n", " total_clip_df[total_clip_df[\"user_id\"].isin(super_bad_user_id)].shape[0]\n", " / total_clip_df.shape[0]\n", ")\n", "\n", "# Print the result nicely\n", "print(f\"Ratio of clips from super bad users: {bad_user_clip_ratio:.2%}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Alpha testing user selection" ] }, { "cell_type": "code", "execution_count": 98, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:18:28.154459Z", "iopub.status.busy": "2024-08-01T20:18:28.154285Z", "iopub.status.idle": "2024-08-01T20:18:28.176212Z", "shell.execute_reply": "2024-08-01T20:18:28.175641Z", "shell.execute_reply.started": "2024-08-01T20:18:28.154440Z" } }, "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))" ] }, { "cell_type": "code", "execution_count": 99, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:18:28.177082Z", "iopub.status.busy": "2024-08-01T20:18:28.176917Z", "iopub.status.idle": "2024-08-01T20:18:28.214418Z", "shell.execute_reply": "2024-08-01T20:18:28.213892Z", "shell.execute_reply.started": "2024-08-01T20:18:28.177065Z" } }, "outputs": [], "source": [ "# 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": { "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": 100, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:18:28.215418Z", "iopub.status.busy": "2024-08-01T20:18:28.215266Z", "iopub.status.idle": "2024-08-01T20:18:29.008251Z", "shell.execute_reply": "2024-08-01T20:18:29.007646Z", "shell.execute_reply.started": "2024-08-01T20:18:28.215402Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PROD\n" ] } ], "source": [ "snow_session = Session.builder.configs(CONNECTION_PARAMETERS).create()\n", "\n", "snow_root = Root(snow_session)\n", "snow_schema = snow_root.databases[\"SUNO_PROD\"].schemas[\"PROD\"]\n", "print(snow_schema.name)" ] }, { "cell_type": "code", "execution_count": 101, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:18:29.009173Z", "iopub.status.busy": "2024-08-01T20:18:29.009011Z", "iopub.status.idle": "2024-08-01T20:18:29.142775Z", "shell.execute_reply": "2024-08-01T20:18:29.142218Z", "shell.execute_reply.started": "2024-08-01T20:18:29.009154Z" } }, "outputs": [], "source": [ "# select the df we want to squery for play counts\n", "subset_v4_clips_df = final_interesting_clips[\n", " final_interesting_clips[\"model_name\"] == \"chirp-v3p5-engine-t-1\"\n", "].copy()\n", "\n", "v4_clip_ids = list(str(s) for s in subset_v4_clips_df[\"id\"].unique())" ] }, { "cell_type": "code", "execution_count": 102, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:18:29.143670Z", "iopub.status.busy": "2024-08-01T20:18:29.143502Z", "iopub.status.idle": "2024-08-01T20:18:35.253595Z", "shell.execute_reply": "2024-08-01T20:18:35.253020Z", "shell.execute_reply.started": "2024-08-01T20:18:29.143652Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 0%| | 0/1 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a figure with two subplots\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(16, 6))\n", "\n", "# First subplot: Total play duration\n", "pos_play_time = subset_v4_clips_df_test[subset_v4_clips_df_test[\"preference\"]][\n", " \"total_play_time\"\n", "]\n", "neg_play_time = subset_v4_clips_df_test[~subset_v4_clips_df_test[\"preference\"]][\n", " \"total_play_time\"\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[~subset_v4_clips_df_test[\"preference\"]][\n", " \"norm_play_frac\"\n", "]\n", "\n", "pos_norm_play_frac.hist(\n", " bins=np.linspace(0, 10, 100),\n", " alpha=0.5,\n", " label=f\"pos (mean={pos_norm_play_frac.mean():.2f}, median={pos_norm_play_frac.median():.2f})\",\n", " ax=ax2,\n", ")\n", "neg_norm_play_frac.hist(\n", " bins=np.linspace(0, 10, 100),\n", " alpha=0.5,\n", " label=f\"neg (mean={neg_norm_play_frac.mean():.2f}, median={neg_norm_play_frac.median():.2f})\",\n", " ax=ax2,\n", ")\n", "ax2.legend()\n", "ax2.set_xlabel(\"Normalized play counts (play duration/duration)\")\n", "ax2.set_ylabel(\"Log counts\")\n", "ax2.set_yscale(\"log\")\n", "ax2.set_title(\"Normalized play duration comparison (Log scale)\")\n", "\n", "# Adjust layout and display the plot\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 107, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:18:36.426875Z", "iopub.status.busy": "2024-08-01T20:18:36.426716Z", "iopub.status.idle": "2024-08-01T20:18:36.478403Z", "shell.execute_reply": "2024-08-01T20:18:36.477901Z", "shell.execute_reply.started": "2024-08-01T20:18:36.426859Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fraction of clips that pass the play duration cut: 0.7326\n", "Number of unique requests passing play duration criteria: 185\n", "Fraction of unique requests that pass play duration criteria: 0.8852\n" ] } ], "source": [ "play_duration_mask = (\n", " subset_v4_clips_df_test[\"preference\"]\n", " & (subset_v4_clips_df_test[\"norm_play_frac\"] >= 0.95)\n", " & (subset_v4_clips_df_test[\"total_play_time\"] >= 10)\n", ") | (\n", " (~subset_v4_clips_df_test[\"preference\"])\n", " & (subset_v4_clips_df_test[\"total_play_time\"] >= 10)\n", ")\n", "# Calculate the fraction of clips that pass the play duration cut\n", "frac_pass_play_duration = play_duration_mask.sum() / subset_v4_clips_df_test.shape[0]\n", "\n", "# Print the result with a formatted string\n", "print(\n", " f\"Fraction of clips that pass the play duration cut: {frac_pass_play_duration:.4f}\"\n", ")\n", "\n", "# Get unique request IDs that pass the play duration criteria\n", "unique_requests_pass_play_durations = subset_v4_clips_df_test[play_duration_mask][\n", " \"request_id\"\n", "].unique()\n", "\n", "# Print the number of unique requests that pass the play duration criteria\n", "print(\n", " f\"Number of unique requests passing play duration criteria: {len(unique_requests_pass_play_durations)}\"\n", ")\n", "\n", "# Calculate the fraction of unique requests that pass play duration criteria\n", "fraction_requests_pass = (\n", " len(unique_requests_pass_play_durations)\n", " / subset_v4_clips_df_test[\"request_id\"].nunique()\n", ")\n", "\n", "# Print the result with a formatted string\n", "print(\n", " f\"Fraction of unique requests that pass play duration criteria: {fraction_requests_pass:.4f}\"\n", ")" ] }, { "cell_type": "code", "execution_count": 108, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:18:36.479212Z", "iopub.status.busy": "2024-08-01T20:18:36.479054Z", "iopub.status.idle": "2024-08-01T20:18:36.553436Z", "shell.execute_reply": "2024-08-01T20:18:36.552971Z", "shell.execute_reply.started": "2024-08-01T20:18:36.479195Z" } }, "outputs": [], "source": [ "subset_v4_clips_df_pass_duration = subset_v4_clips_df_test[play_duration_mask].copy()\n", "play_duration_mask_request_mask = subset_v4_clips_df_pass_duration[\"request_id\"].isin(\n", " subset_v4_clips_df_pass_duration[\"request_id\"]\n", " .value_counts()\n", " .index[subset_v4_clips_df_pass_duration[\"request_id\"].value_counts() == 2]\n", ")\n", "final_subset_v4_clips_df = subset_v4_clips_df_pass_duration[\n", " play_duration_mask_request_mask\n", "].copy()" ] }, { "cell_type": "code", "execution_count": 109, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:18:36.554344Z", "iopub.status.busy": "2024-08-01T20:18:36.554192Z", "iopub.status.idle": "2024-08-01T20:18:36.583965Z", "shell.execute_reply": "2024-08-01T20:18:36.583502Z", "shell.execute_reply.started": "2024-08-01T20:18:36.554327Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of unique request IDs: 100, Total 209\n" ] } ], "source": [ "# Count and print the number of unique request IDs\n", "unique_request_count = final_subset_v4_clips_df[\"request_id\"].nunique()\n", "print(\n", " f\"Number of unique request IDs: {unique_request_count:,}, Total {subset_v4_clips_df_test['request_id'].nunique()}\"\n", ")" ] }, { "cell_type": "code", "execution_count": 110, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:18:36.584701Z", "iopub.status.busy": "2024-08-01T20:18:36.584549Z", "iopub.status.idle": "2024-08-01T20:18:36.616993Z", "shell.execute_reply": "2024-08-01T20:18:36.616563Z", "shell.execute_reply.started": "2024-08-01T20:18:36.584685Z" } }, "outputs": [], "source": [ "# final_subset_v4_clips_df.to_csv(\n", "# \"/home/tony/Data/Preference/30b_v0/interesting_clips_v4_t_1_20240726.csv\",\n", "# index=False,\n", "# )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Express Feedback dataset" ] }, { "cell_type": "code", "execution_count": 111, "metadata": { "execution": { "iopub.execute_input": "2024-08-02T03:08:44.461190Z", "iopub.status.busy": "2024-08-02T03:08:44.460755Z", "iopub.status.idle": "2024-08-02T03:09:12.391032Z", "shell.execute_reply": "2024-08-02T03:09:12.390422Z", "shell.execute_reply.started": "2024-08-02T03:08:44.461169Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "56,182 rows\n" ] } ], "source": [ "query = \"\"\"\n", "SELECT * FROM bots_userreaction\n", "WHERE feedback_reason IS NOT NULL\n", "\"\"\"\n", "feedback_reaction_df = pd.read_sql_query(query, engine)\n", "print(f\"{feedback_reaction_df.shape[0]:,} rows\")" ] }, { "cell_type": "code", "execution_count": 112, "metadata": { "execution": { "iopub.execute_input": "2024-08-02T03:11:27.169494Z", "iopub.status.busy": "2024-08-02T03:11:27.169052Z", "iopub.status.idle": "2024-08-02T03:11:27.197246Z", "shell.execute_reply": "2024-08-02T03:11:27.196736Z", "shell.execute_reply.started": "2024-08-02T03:11:27.169473Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(56182, 10)\n", "after reemoving no feedback parts (55086, 10)\n" ] } ], "source": [ "print(feedback_reaction_df.shape)\n", "feedback_reaction_df = feedback_reaction_df[\n", " feedback_reaction_df[\"feedback_reason\"] != \"\"\n", "]\n", "print(\"after reemoving no feedback parts\", feedback_reaction_df.shape)" ] }, { "cell_type": "code", "execution_count": 117, "metadata": { "execution": { "iopub.execute_input": "2024-08-02T03:10:04.153374Z", "iopub.status.busy": "2024-08-02T03:10:04.152920Z", "iopub.status.idle": "2024-08-02T03:10:04.621191Z", "shell.execute_reply": "2024-08-02T03:10:04.620650Z", "shell.execute_reply.started": "2024-08-02T03:10:04.153352Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "16450\n" ] } ], "source": [ "bad_audio_quality_ids = list(\n", " str(s)\n", " for s in feedback_reaction_df[\n", " feedback_reaction_df[\"feedback_reason\"].str.contains(\"bad_poor_audio_quality\")\n", " ][\"clip_id\"].unique()\n", ")\n", "print(len(bad_audio_quality_ids))\n", "# with open(\n", "# \"/home/tony/Data/Preference/13b_v0/interesting_clips_20240627_feedback_bad_audio_quality_ids.json\",\n", "# \"w\",\n", "# ) as fp:\n", "# json.dump(bad_audio_quality_ids, fp)" ] }, { "cell_type": "code", "execution_count": 118, "metadata": { "execution": { "iopub.execute_input": "2024-08-02T03:10:05.149076Z", "iopub.status.busy": "2024-08-02T03:10:05.148623Z", "iopub.status.idle": "2024-08-02T03:10:05.169573Z", "shell.execute_reply": "2024-08-02T03:10:05.169092Z", "shell.execute_reply.started": "2024-08-02T03:10:05.149052Z" } }, "outputs": [], "source": [ "# id_query_str = \",\".join(\"'\" + x + \"'\" for x in feedback_clip_ids)\n", "\n", "# query = f\"\"\"\n", "# SELECT * FROM bots_generatedclip\n", "# WHERE status='complete' AND id IN ({id_query_str})\n", "# \"\"\"\n", "# sub_feedback_clip_df = pd.read_sql_query(query, engine)\n", "\n", "# sub_feedback_request_ids = list(\n", "# str(s) for s in sub_feedback_clip_df[\"request_id\"].unique()\n", "# )\n", "\n", "# id_value_counts = sub_feedback_clip_df[\"request_id\"].value_counts()\n", "# # Filter to keep only values with a count of 1\n", "# unique_request_values = (\n", "# id_value_counts[id_value_counts == 1].reset_index()[\"request_id\"].unique()\n", "# )\n", "# print(len(unique_request_values))" ] }, { "cell_type": "code", "execution_count": 119, "metadata": { "execution": { "iopub.execute_input": "2024-08-02T03:10:06.416638Z", "iopub.status.busy": "2024-08-02T03:10:06.416215Z", "iopub.status.idle": "2024-08-02T03:10:07.502815Z", "shell.execute_reply": "2024-08-02T03:10:07.502220Z", "shell.execute_reply.started": "2024-08-02T03:10:06.416617Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "unique_feedback_clip_ids 55086\n", "(50042, 26)\n" ] } ], "source": [ "feedback_clip_ids = feedback_reaction_df[\"clip_id\"].unique()\n", "print(\"unique_feedback_clip_ids\", len(feedback_clip_ids))\n", "subset_of_clips_df = total_clip_df[total_clip_df[\"id\"].isin(feedback_clip_ids)].copy()\n", "print(subset_of_clips_df.shape)" ] }, { "cell_type": "code", "execution_count": 120, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:19:06.171782Z", "iopub.status.busy": "2024-08-01T20:19:06.171622Z", "iopub.status.idle": "2024-08-01T20:19:07.372190Z", "shell.execute_reply": "2024-08-01T20:19:07.371588Z", "shell.execute_reply.started": "2024-08-01T20:19:06.171765Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "total feedback requets, 34051\n", "(54283, 42)\n" ] } ], "source": [ "feedback_requests = subset_of_clips_df[\"request_id\"].unique()\n", "print(f\"total feedback requets, {len(feedback_requests)}\")\n", "feedback_clip_df = clip_df[clip_df[\"request_id\"].isin(feedback_requests)].copy()\n", "print(feedback_clip_df.shape)" ] }, { "cell_type": "code", "execution_count": 121, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:19:07.373111Z", "iopub.status.busy": "2024-08-01T20:19:07.372949Z", "iopub.status.idle": "2024-08-01T20:19:07.394210Z", "shell.execute_reply": "2024-08-01T20:19:07.393750Z", "shell.execute_reply.started": "2024-08-01T20:19:07.373093Z" } }, "outputs": [], "source": [ "# missing_requests = set(feedback_requests).difference(clip_df[\"request_id\"].unique())\n", "# print(\"missing requests\", len(missing_requests))" ] }, { "cell_type": "code", "execution_count": 122, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:19:07.395111Z", "iopub.status.busy": "2024-08-01T20:19:07.394966Z", "iopub.status.idle": "2024-08-01T20:19:07.477327Z", "shell.execute_reply": "2024-08-01T20:19:07.476829Z", "shell.execute_reply.started": "2024-08-01T20:19:07.395095Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "postive feedbacks 30654, negative feedbacks 24432\n" ] } ], "source": [ "positive_feedback_ids = feedback_reaction_df[\n", " feedback_reaction_df[\"feedback_reason\"] == \"good_quality\"\n", "][\"clip_id\"].unique()\n", "negative_feedback_ids = feedback_reaction_df[\n", " feedback_reaction_df[\"feedback_reason\"] != \"good_quality\"\n", "][\"clip_id\"].unique()\n", "print(\n", " f\"postive feedbacks {len(positive_feedback_ids)}, negative feedbacks {len(negative_feedback_ids)}\"\n", ")" ] }, { "cell_type": "code", "execution_count": 123, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:19:07.478092Z", "iopub.status.busy": "2024-08-01T20:19:07.477945Z", "iopub.status.idle": "2024-08-01T20:19:07.497033Z", "shell.execute_reply": "2024-08-01T20:19:07.496559Z", "shell.execute_reply.started": "2024-08-01T20:19:07.478076Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pos_preference\n", "False 38299\n", "True 15984\n", "Name: count, dtype: int64 neg_preference\n", "False 37866\n", "True 16417\n", "Name: count, dtype: int64\n" ] } ], "source": [ "print(\n", " feedback_clip_df[\"pos_preference\"].value_counts(),\n", " feedback_clip_df[\"neg_preference\"].value_counts(),\n", ")" ] }, { "cell_type": "code", "execution_count": 124, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:19:07.497951Z", "iopub.status.busy": "2024-08-01T20:19:07.497803Z", "iopub.status.idle": "2024-08-01T20:19:07.561360Z", "shell.execute_reply": "2024-08-01T20:19:07.560895Z", "shell.execute_reply.started": "2024-08-01T20:19:07.497934Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "22027 17704\n" ] } ], "source": [ "# request has a positive\n", "# postive_feedback_mask = feedback_clip_df[\"id\"].isin(positive_feedback_ids) & (\n", "# ~feedback_clip_df[\"id\"].isin(negative_feedback_ids)\n", "# )\n", "postive_feedback_mask = feedback_clip_df[\"id\"].isin(positive_feedback_ids)\n", "negative_feedback_mask = feedback_clip_df[\"id\"].isin(negative_feedback_ids)\n", "print(sum(postive_feedback_mask), sum(negative_feedback_mask))" ] }, { "cell_type": "code", "execution_count": 125, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:19:07.562205Z", "iopub.status.busy": "2024-08-01T20:19:07.562055Z", "iopub.status.idle": "2024-08-01T20:19:07.587437Z", "shell.execute_reply": "2024-08-01T20:19:07.586972Z", "shell.execute_reply.started": "2024-08-01T20:19:07.562189Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "total unique requets 29454, \n", "postive feedbacks requests 16982,non-positive feedback requets 22708, \n", "non-negative feedback requets 23445,negative feedbacks requests 13417\n", "positive pairs 10236 negative pairs 7408 total pairs 15497\n" ] } ], "source": [ "positive_feedback_requests = set(\n", " feedback_clip_df[postive_feedback_mask][\"request_id\"].unique()\n", ")\n", "non_positive_feedback_requests = set(\n", " feedback_clip_df[~postive_feedback_mask][\"request_id\"].unique()\n", ")\n", "non_negative_feedback_requests = set(\n", " feedback_clip_df[~negative_feedback_mask][\"request_id\"].unique()\n", ")\n", "negative_feedback_requests = set(\n", " feedback_clip_df[negative_feedback_mask][\"request_id\"].unique()\n", ")\n", "print(\n", " f\"total unique requets {feedback_clip_df['request_id'].nunique()}, \\n\"\n", " f\"postive feedbacks requests {len(positive_feedback_requests)},\"\n", " f\"non-positive feedback requets {len(non_positive_feedback_requests)}, \\n\"\n", " f\"non-negative feedback requets {len(non_negative_feedback_requests)},\"\n", " f\"negative feedbacks requests {len(negative_feedback_requests)}\"\n", ")\n", "positive_request_pairs = positive_feedback_requests.intersection(\n", " non_positive_feedback_requests\n", ")\n", "negative_request_pairs = negative_feedback_requests.intersection(\n", " non_negative_feedback_requests\n", ")\n", "total_feedback_requests = positive_request_pairs.union(negative_request_pairs)\n", "print(\n", " f\"positive pairs {len(positive_request_pairs)}\",\n", " f\"negative pairs {len(negative_request_pairs)}\",\n", " f\"total pairs {len(total_feedback_requests)}\",\n", ")" ] }, { "cell_type": "code", "execution_count": 126, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:19:07.588143Z", "iopub.status.busy": "2024-08-01T20:19:07.588001Z", "iopub.status.idle": "2024-08-01T20:19:07.624758Z", "shell.execute_reply": "2024-08-01T20:19:07.624288Z", "shell.execute_reply.started": "2024-08-01T20:19:07.588128Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(30994, 42)\n" ] } ], "source": [ "paired_feedback_clip_df = feedback_clip_df[\n", " feedback_clip_df[\"request_id\"].isin(total_feedback_requests)\n", "].copy()\n", "print(paired_feedback_clip_df.shape)" ] }, { "cell_type": "code", "execution_count": 127, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:19:07.625565Z", "iopub.status.busy": "2024-08-01T20:19:07.625419Z", "iopub.status.idle": "2024-08-01T20:19:07.711414Z", "shell.execute_reply": "2024-08-01T20:19:07.706972Z", "shell.execute_reply.started": "2024-08-01T20:19:07.625549Z" } }, "outputs": [], "source": [ "paired_feedback_clip_df[\"pos_feedback\"] = paired_feedback_clip_df[\"id\"].isin(\n", " positive_feedback_ids\n", ") & (~paired_feedback_clip_df[\"id\"].isin(negative_feedback_ids))\n", "paired_feedback_clip_df[\"neg_feedback\"] = paired_feedback_clip_df[\"id\"].isin(\n", " negative_feedback_ids\n", ") & (~paired_feedback_clip_df[\"id\"].isin(positive_feedback_ids))" ] }, { "cell_type": "code", "execution_count": 128, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:19:07.712628Z", "iopub.status.busy": "2024-08-01T20:19:07.712256Z", "iopub.status.idle": "2024-08-01T20:19:07.731401Z", "shell.execute_reply": "2024-08-01T20:19:07.730931Z", "shell.execute_reply.started": "2024-08-01T20:19:07.712609Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Positive Feedback:\n", "False: 20758 (66.97%)\n", "True: 10236 (33.03%)\n", "\n", "Negative Feedback:\n", "False: 23586 (76.10%)\n", "True: 7408 (23.90%)\n", "\n", "Total samples: 30994\n" ] } ], "source": [ "# Calculate value counts and percentages for positive and negative feedback\n", "pos_feedback_counts = paired_feedback_clip_df[\"pos_feedback\"].value_counts()\n", "neg_feedback_counts = paired_feedback_clip_df[\"neg_feedback\"].value_counts()\n", "\n", "total_samples = len(paired_feedback_clip_df)\n", "\n", "print(\"Positive Feedback:\")\n", "for value, count in pos_feedback_counts.items():\n", " percentage = (count / total_samples) * 100\n", " print(f\"{value}: {count} ({percentage:.2f}%)\")\n", "\n", "print(\"\\nNegative Feedback:\")\n", "for value, count in neg_feedback_counts.items():\n", " percentage = (count / total_samples) * 100\n", " print(f\"{value}: {count} ({percentage:.2f}%)\")\n", "\n", "print(f\"\\nTotal samples: {total_samples}\")" ] }, { "cell_type": "code", "execution_count": 129, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:19:07.732162Z", "iopub.status.busy": "2024-08-01T20:19:07.732016Z", "iopub.status.idle": "2024-08-01T20:19:07.773317Z", "shell.execute_reply": "2024-08-01T20:19:07.772862Z", "shell.execute_reply.started": "2024-08-01T20:19:07.732147Z" } }, "outputs": [], "source": [ "paired_feedback_clip_df = paired_feedback_clip_df.sort_values(\n", " by=[\"request_id\"]\n", ").reset_index(drop=True)\n", "paired_feedback_clip_df[\"diff_preference\"] = paired_feedback_clip_df[\n", " \"pos_preference\"\n", "].astype(int) - paired_feedback_clip_df[\"neg_preference\"].astype(int)" ] }, { "cell_type": "code", "execution_count": 130, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:19:07.774204Z", "iopub.status.busy": "2024-08-01T20:19:07.773920Z", "iopub.status.idle": "2024-08-01T20:19:07.814409Z", "shell.execute_reply": "2024-08-01T20:19:07.813980Z", "shell.execute_reply.started": "2024-08-01T20:19:07.774186Z" } }, "outputs": [ { "data": { "text/plain": [ "diff_preference\n", " 0 13735\n", " 1 9071\n", "-1 8188\n", "Name: count, dtype: int64" ] }, "execution_count": 130, "metadata": {}, "output_type": "execute_result" } ], "source": [ "paired_feedback_clip_df[\"diff_preference\"].value_counts()" ] }, { "cell_type": "code", "execution_count": 131, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:19:07.821704Z", "iopub.status.busy": "2024-08-01T20:19:07.821333Z", "iopub.status.idle": "2024-08-01T20:19:07.854932Z", "shell.execute_reply": "2024-08-01T20:19:07.854459Z", "shell.execute_reply.started": "2024-08-01T20:19:07.821686Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "diff_preference\n", " 0.0 7460\n", "-1.0 3024\n", " 1.0 2951\n", "-2.0 1058\n", " 2.0 1004\n", "Name: count, dtype: int64\n" ] } ], "source": [ "feedback_diff_series = paired_feedback_clip_df[\"diff_preference\"].diff()\n", "print(\n", " feedback_diff_series[1::2].value_counts()\n", ") # 1 is pos, not neg pair or nothing, neg; 2 is pos / neg (hence the larger difference)\n", "# but this can be wilder...as we didn't filter on requests!" ] }, { "cell_type": "code", "execution_count": 132, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:19:07.855671Z", "iopub.status.busy": "2024-08-01T20:19:07.855525Z", "iopub.status.idle": "2024-08-01T20:19:07.893914Z", "shell.execute_reply": "2024-08-01T20:19:07.893458Z", "shell.execute_reply.started": "2024-08-01T20:19:07.855656Z" } }, "outputs": [], "source": [ "paired_feedback_clip_df = paired_feedback_clip_df.sort_values(\n", " by=[\"request_id\", \"diff_preference\"]\n", ").reset_index(drop=True)" ] }, { "cell_type": "code", "execution_count": 133, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:19:07.894770Z", "iopub.status.busy": "2024-08-01T20:19:07.894507Z", "iopub.status.idle": "2024-08-01T20:19:07.935310Z", "shell.execute_reply": "2024-08-01T20:19:07.934883Z", "shell.execute_reply.started": "2024-08-01T20:19:07.894753Z" } }, "outputs": [ { "data": { "text/plain": [ "preference\n", "False 15497\n", "True 15497\n", "Name: count, dtype: int64" ] }, "execution_count": 133, "metadata": {}, "output_type": "execute_result" } ], "source": [ "paired_feedback_clip_df[\"preference\"] = paired_feedback_clip_df.index % 2 == 1\n", "paired_feedback_clip_df[\"preference\"].value_counts()" ] }, { "cell_type": "code", "execution_count": 134, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:19:07.936148Z", "iopub.status.busy": "2024-08-01T20:19:07.935996Z", "iopub.status.idle": "2024-08-01T20:19:07.977030Z", "shell.execute_reply": "2024-08-01T20:19:07.976570Z", "shell.execute_reply.started": "2024-08-01T20:19:07.936132Z" } }, "outputs": [], "source": [ "paired_feedback_clip_df[\"diff_feedback\"] = paired_feedback_clip_df[\n", " \"pos_feedback\"\n", "].astype(int) - paired_feedback_clip_df[\"neg_feedback\"].astype(int)" ] }, { "cell_type": "code", "execution_count": 135, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:19:07.977901Z", "iopub.status.busy": "2024-08-01T20:19:07.977622Z", "iopub.status.idle": "2024-08-01T20:19:08.020052Z", "shell.execute_reply": "2024-08-01T20:19:08.019616Z", "shell.execute_reply.started": "2024-08-01T20:19:07.977884Z" } }, "outputs": [ { "data": { "text/plain": [ "diff_feedback\n", " 0 13350\n", " 1 10236\n", "-1 7408\n", "Name: count, dtype: int64" ] }, "execution_count": 135, "metadata": {}, "output_type": "execute_result" } ], "source": [ "paired_feedback_clip_df[\"diff_feedback\"].value_counts()" ] }, { "cell_type": "code", "execution_count": 136, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:19:08.020791Z", "iopub.status.busy": "2024-08-01T20:19:08.020645Z", "iopub.status.idle": "2024-08-01T20:19:08.062623Z", "shell.execute_reply": "2024-08-01T20:19:08.062167Z", "shell.execute_reply.started": "2024-08-01T20:19:08.020775Z" } }, "outputs": [], "source": [ "paired_feedback_clip_df = paired_feedback_clip_df.sort_values(\n", " by=[\"request_id\", \"diff_feedback\"]\n", ").reset_index(drop=True)" ] }, { "cell_type": "code", "execution_count": 137, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:19:08.063470Z", "iopub.status.busy": "2024-08-01T20:19:08.063312Z", "iopub.status.idle": "2024-08-01T20:19:08.105326Z", "shell.execute_reply": "2024-08-01T20:19:08.104852Z", "shell.execute_reply.started": "2024-08-01T20:19:08.063449Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "diff_feedback\n", "1.0 13350\n", "2.0 2147\n", "Name: count, dtype: int64\n" ] } ], "source": [ "feedback_diff_feedback_series = paired_feedback_clip_df[\"diff_feedback\"].diff()\n", "\n", "print(\n", " feedback_diff_feedback_series[1::2].value_counts()\n", ") # 1 is pos, not neg pair or nothing, neg; 2 is pos / neg (hence the larger difference)\n", "# but this can be wilder...as we didn't filter on requests!" ] }, { "cell_type": "code", "execution_count": 138, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:19:08.106069Z", "iopub.status.busy": "2024-08-01T20:19:08.105922Z", "iopub.status.idle": "2024-08-01T20:19:08.148561Z", "shell.execute_reply": "2024-08-01T20:19:08.148107Z", "shell.execute_reply.started": "2024-08-01T20:19:08.106054Z" } }, "outputs": [], "source": [ "paired_feedback_clip_df[\"feedback_preference\"] = paired_feedback_clip_df.index % 2 == 1" ] }, { "cell_type": "code", "execution_count": 139, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:19:08.149391Z", "iopub.status.busy": "2024-08-01T20:19:08.149134Z", "iopub.status.idle": "2024-08-01T20:19:08.194843Z", "shell.execute_reply": "2024-08-01T20:19:08.194411Z", "shell.execute_reply.started": "2024-08-01T20:19:08.149375Z" } }, "outputs": [ { "data": { "text/plain": [ "True 0.705491\n", "False 0.294509\n", "Name: proportion, dtype: float64" ] }, "execution_count": 139, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(\n", " paired_feedback_clip_df[\"feedback_preference\"]\n", " == paired_feedback_clip_df[\"preference\"]\n", ").value_counts(normalize=True)" ] }, { "cell_type": "code", "execution_count": 140, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:19:08.195587Z", "iopub.status.busy": "2024-08-01T20:19:08.195426Z", "iopub.status.idle": "2024-08-01T20:19:08.236518Z", "shell.execute_reply": "2024-08-01T20:19:08.236078Z", "shell.execute_reply.started": "2024-08-01T20:19:08.195571Z" } }, "outputs": [ { "data": { "text/plain": [ "True 0.822643\n", "False 0.177357\n", "Name: proportion, dtype: float64" ] }, "execution_count": 140, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(\n", " paired_feedback_clip_df[\"pos_feedback\"] == paired_feedback_clip_df[\"pos_preference\"]\n", ").value_counts(normalize=True)" ] }, { "cell_type": "code", "execution_count": 141, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:19:08.237226Z", "iopub.status.busy": "2024-08-01T20:19:08.237080Z", "iopub.status.idle": "2024-08-01T20:19:08.278047Z", "shell.execute_reply": "2024-08-01T20:19:08.277617Z", "shell.execute_reply.started": "2024-08-01T20:19:08.237210Z" } }, "outputs": [ { "data": { "text/plain": [ "True 0.726528\n", "False 0.273472\n", "Name: proportion, dtype: float64" ] }, "execution_count": 141, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(\n", " paired_feedback_clip_df[\"neg_feedback\"] == paired_feedback_clip_df[\"neg_preference\"]\n", ").value_counts(normalize=True)" ] }, { "cell_type": "code", "execution_count": 142, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:19:08.278871Z", "iopub.status.busy": "2024-08-01T20:19:08.278727Z", "iopub.status.idle": "2024-08-01T20:19:08.485877Z", "shell.execute_reply": "2024-08-01T20:19:08.485407Z", "shell.execute_reply.started": "2024-08-01T20:19:08.278855Z" } }, "outputs": [ { "data": { "text/plain": [ "5632" ] }, "execution_count": 142, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# overlapping with existing?\n", "paired_feedback_clip_df[\"request_id\"].isin(\n", " final_interesting_clips[\"request_id\"]\n", ").sum() // 2" ] }, { "cell_type": "code", "execution_count": 148, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:19:08.486785Z", "iopub.status.busy": "2024-08-01T20:19:08.486638Z", "iopub.status.idle": "2024-08-01T20:19:08.504550Z", "shell.execute_reply": "2024-08-01T20:19:08.504076Z", "shell.execute_reply.started": "2024-08-01T20:19:08.486770Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(30994, 47)\n" ] } ], "source": [ "# paired_feedback_clip_df.to_csv(\"/home/tony/Data/Preference/13b_v0/interesting_clips_20240802_feedback.csv\", index=False)\n", "print(paired_feedback_clip_df.shape)" ] }, { "cell_type": "code", "execution_count": 144, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:19:08.505422Z", "iopub.status.busy": "2024-08-01T20:19:08.505270Z", "iopub.status.idle": "2024-08-01T20:19:08.542117Z", "shell.execute_reply": "2024-08-01T20:19:08.541662Z", "shell.execute_reply.started": "2024-08-01T20:19:08.505406Z" } }, "outputs": [], "source": [ "weird_feedback_mask = (paired_feedback_clip_df[\"pos_feedback\"]) & (\n", " paired_feedback_clip_df[\"dislike_count\"] > 0\n", ")" ] }, { "cell_type": "code", "execution_count": 145, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:19:08.542984Z", "iopub.status.busy": "2024-08-01T20:19:08.542837Z", "iopub.status.idle": "2024-08-01T20:19:08.584815Z", "shell.execute_reply": "2024-08-01T20:19:08.584377Z", "shell.execute_reply.started": "2024-08-01T20:19:08.542968Z" } }, "outputs": [ { "data": { "text/plain": [ "user_id\n", "1467683 218\n", "4540475 42\n", "5388914 24\n", "171120 23\n", "3562155 20\n", "4841498 20\n", "4951235 18\n", "5106593 17\n", "1010996 13\n", "491923 13\n", "4174763 13\n", "1949795 12\n", "4483523 10\n", "20372 10\n", "1514454 9\n", "5247498 8\n", "1749974 8\n", "146022 7\n", "5013547 7\n", "5462432 6\n", "2353410 5\n", "1920348 5\n", "5012405 5\n", "4072550 4\n", "5063123 4\n", "3699178 4\n", "4241735 4\n", "4461677 4\n", "4586429 3\n", "5323816 3\n", "5898830 3\n", "5195199 3\n", "4951081 3\n", "529595 3\n", "2953754 3\n", "5253843 3\n", "12360 3\n", "3472593 3\n", "178996 3\n", "5462322 2\n", "4462769 2\n", "1759600 2\n", "5682743 2\n", "3369992 2\n", "328108 2\n", "1240888 2\n", "609087 2\n", "1608641 2\n", "5696476 2\n", "4225970 2\n", "5125559 2\n", "4858937 2\n", "5186157 2\n", "20799 2\n", "1550853 2\n", "4609020 2\n", "4848914 2\n", "5675243 2\n", "5265816 2\n", "1929073 2\n", "1274895 2\n", "30 1\n", "7836 1\n", "5325026 1\n", "4065369 1\n", "1828076 1\n", "2242181 1\n", "5989870 1\n", "4486080 1\n", "181004 1\n", "1818470 1\n", "5046018 1\n", "5615868 1\n", "367061 1\n", "1794421 1\n", "2303440 1\n", "5522805 1\n", "4710756 1\n", "3032103 1\n", "1745713 1\n", "4982730 1\n", "449306 1\n", "1478218 1\n", "2009333 1\n", "363218 1\n", "4980894 1\n", "1882378 1\n", "5241603 1\n", "5888833 1\n", "5037230 1\n", "2665432 1\n", "460131 1\n", "10070 1\n", "5588508 1\n", "2885897 1\n", "Name: count, dtype: int64" ] }, "execution_count": 145, "metadata": {}, "output_type": "execute_result" } ], "source": [ "paired_feedback_clip_df[weird_feedback_mask][\"user_id\"].value_counts()" ] }, { "cell_type": "code", "execution_count": 146, "metadata": { "execution": { "iopub.execute_input": "2024-08-01T20:19:08.585525Z", "iopub.status.busy": "2024-08-01T20:19:08.585384Z", "iopub.status.idle": "2024-08-01T20:19:08.622631Z", "shell.execute_reply": "2024-08-01T20:19:08.622189Z", "shell.execute_reply.started": "2024-08-01T20:19:08.585510Z" } }, "outputs": [], "source": [ "# feedback_reaction_df[feedback_reaction_df[\"clip_id\"].isin(paired_feedback_clip_df[weird_feedback_mask][\"id\"].unique())]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "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": "3.10.14" }, "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 }