translated_Whisper_prompting_guide.ipynb

{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 귓속말 안내 가이드\n",
    "\n",
    "OpenAI의 오디오 트랜스 크립 션 API에는 '프롬프트'라는 선택적 매개 변수가 있습니다.\n",
    "\n",
    "이 프롬프트는 여러 오디오 세그먼트를 함께 연결하기 위한 것입니다. 프롬프트를 통해 이전 세그먼트의 트랜스크립트를 제출하면 위스퍼 모델은 해당 문맥을 사용하여 음성을 더 잘 이해하고 일관된 쓰기 스타일을 유지할 수 있습니다.\n",
    "\n",
    "그러나 프롬프트가 이전 오디오 세그먼트의 실제 트랜스크립트일 필요는 없습니다. 가상의 프롬프트를 제출하여 모델이 특정 철자법이나 스타일을 사용하도록 유도할 수 있습니다.\n",
    "\n",
    "이 노트북에서는 가상의 프롬프트를 사용하여 모델 출력을 조정하는 두 가지 기법을 공유합니다:\n",
    "\n",
    "- 스크립트 생성**: GPT는 지시를 가상의 스크립트로 변환하여 Whisper가 에뮬레이션할 수 있도록 합니다.\n",
    "- 맞춤법 가이드**: 철자 가이드는 모델에 사람, 제품, 회사 등의 이름 철자를 알려줄 수 있습니다.\n",
    "\n",
    "이러한 기술은 특별히 신뢰할 수 있는 것은 아니지만 일부 상황에서는 유용할 수 있습니다.\n",
    "\n",
    "## GPT 프롬프트와 비교\n",
    "\n",
    "속삭임 프롬프트는 GPT 프롬프트와 동일하지 않습니다. 예를 들어, \"마크다운 형식으로 목록 서식 지정\"과 같은 명령어를 제출하면 모델은 그 안에 포함된 명령어가 아니라 프롬프트 스타일을 따르기 때문에 이를 따르지 않습니다.\n",
    "\n",
    "또한 프롬프트는 224개 토큰으로만 제한됩니다. 프롬프트가 224토큰보다 길면 프롬프트의 마지막 224토큰만 고려되며, 그 이전의 모든 토큰은 자동으로 무시됩니다. 사용되는 토큰 생성기는 [다국어 위스퍼 토큰 생성기](https://github.com/openai/whisper/blob/main/whisper/tokenizer.py#L361)입니다.\n",
    "\n",
    "좋은 결과를 얻으려면 원하는 스타일을 묘사하는 예제를 만들어 보세요."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "설정 ## 설정\n",
    "\n",
    "시작하려면 다음과 같이 하세요:\n",
    "- OpenAI Python 라이브러리를 가져옵니다(라이브러리가 없는 경우 `pip install openai`를 사용하여 설치해야 합니다).\n",
    "- 몇 가지 예제 오디오 파일을 다운로드합니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# imports\n",
    "import openai  # for making OpenAI API calls\n",
    "import urllib  # for downloading example audio files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('data/product_names.wav', <http.client.HTTPMessage at 0x116984370>)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# set download paths\n",
    "up_first_remote_filepath = \"https://cdn.openai.com/API/examples/data/upfirstpodcastchunkthree.wav\"\n",
    "bbq_plans_remote_filepath = \"https://cdn.openai.com/API/examples/data/bbq_plans.wav\"\n",
    "product_names_remote_filepath = \"https://cdn.openai.com/API/examples/data/product_names.wav\"\n",
    "\n",
    "# set local save locations\n",
    "up_first_filepath = \"data/upfirstpodcastchunkthree.wav\"\n",
    "bbq_plans_filepath = \"data/bbq_plans.wav\"\n",
    "product_names_filepath = \"data/product_names.wav\"\n",
    "\n",
    "# download example audio files and save locally\n",
    "urllib.request.urlretrieve(up_first_remote_filepath, up_first_filepath)\n",
    "urllib.request.urlretrieve(bbq_plans_remote_filepath, bbq_plans_filepath)\n",
    "urllib.request.urlretrieve(product_names_remote_filepath, product_names_filepath)\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 기준이 되는 NPR 팟캐스트 세그먼트를 트랜스크립션합니다.\n",
    "\n",
    "이 예제의 오디오 파일은 NPR 팟캐스트 [_Up First_](https://www.npr.org/podcasts/510318/up-first)의 세그먼트입니다.\n",
    "\n",
    "기준이 되는 트랜스크립션을 가져온 다음 프롬프트를 도입해 보겠습니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define a wrapper function for seeing how prompts affect transcriptions\n",
    "def transcribe(audio_filepath, prompt: str) -> str:\n",
    "    \"\"\"Given a prompt, transcribe the audio file.\"\"\"\n",
    "    transcript = openai.Audio.transcribe(\n",
    "        file=open(audio_filepath, \"rb\"),\n",
    "        model=\"whisper-1\",\n",
    "        prompt=prompt,\n",
    "    )\n",
    "    return transcript[\"text\"]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"I stick contacts in my eyes. Do you really? Yeah. That works okay? You don't have to, like, just kind of pain in the butt every day to do that? No, it is. It is. And I sometimes just kind of miss the eye. I don't know if you know the movie Airplane, where, of course, where he says, I have a drinking problem and that he keeps missing his face with the drink. That's me and the contact lens. Surely, you must know that I know the movie Airplane. I do. I do know that. Stop calling me Shirley. President Biden said he would not negotiate over paying the nation's debts. But he is meeting today with House Speaker Kevin McCarthy. Other leaders of Congress will also attend. So how much progress can they make? I'm E. Martinez with Steve Inskeep, and this is Up First from NPR News. Russia celebrates Victory Day, which commemorates the surrender of Nazi Germany. Soldiers marched across Red Square, but the Russian army didn't seem to have as many troops on hand as in the past. So what does this ritual say about the war Russia is fighting right now?\""
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# baseline transcription with no prompt\n",
    "transcribe(up_first_filepath, prompt=\"\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 스크립트는 프롬프트의 스타일을 따릅니다."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "프롬프트되지 않은 스크립트에서 '대통령 바이든'은 대문자로 표시됩니다. 그러나 '대통령 바이든'이라는 가상의 프롬프트를 소문자로 입력하면 Whisper는 스타일을 일치시키고 모두 소문자로 된 스크립트를 생성합니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"I stick contacts in my eyes. Do you really? Yeah. That works okay? You don't have to, like, just kind of pain in the butt every day to do that? No, it is. It is. And I sometimes just kind of miss the eye. I don't know if you know the movie Airplane? Yes. Of course. Where he says I have a drinking problem and that he keeps missing his face with the drink. That's me and the contact lens. Surely, you must know that I know the movie Airplane. I do. I do know that. Don't call me Shirley. Stop calling me Shirley. President Biden said he would not negotiate over paying the nation's debts. But he is meeting today with House Speaker Kevin McCarthy. Other leaders of Congress will also attend. So how much progress can they make? I'm E. Martinez with Steve Inskeep and this is Up First from NPR News. Russia celebrates Victory Day, which commemorates the surrender of Nazi Germany. Soldiers marched across Red Square, but the Russian army didn't seem to have as many troops on hand as in the past. So what does this ritual say about the war Russia is fighting right now?\""
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# lowercase prompt\n",
    "transcribe(up_first_filepath, prompt=\"president biden\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "프롬프트가 짧을 경우 위스퍼가 프롬프트 스타일을 따라가지 못할 수 있다는 점에 유의하세요."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"I stick contacts in my eyes. Do you really? Yeah. That works okay? You don't have to, like, just kind of pain in the butt every day to do that? No, it is. It is. And I sometimes just kind of miss the eye. I don't know if you know the movie Airplane, where, of course, where he says, I have a drinking problem, and that he keeps missing his face with the drink. That's me and the contact lens. Surely, you must know that I know the movie Airplane. I do. I do know that. Stop calling me Shirley. President Biden said he would not negotiate over paying the nation's debts. But he is meeting today with House Speaker Kevin McCarthy. Other leaders of Congress will also attend. So how much progress can they make? I'm E. Martinez with Steve Inskeep, and this is Up First from NPR News. Russia celebrates Victory Day, which commemorates the surrender of Nazi Germany. Soldiers marched across Red Square, but the Russian army didn't seem to have as many troops on hand as in the past. So what does this ritual say about the war Russia is fighting right now?\""
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# short prompts are less reliable\n",
    "transcribe(up_first_filepath, prompt=\"president biden.\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "긴 프롬프트가 위스퍼를 더 안정적으로 조작할 수 있습니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"i stick contacts in my eyes. do you really? yeah. that works okay? you don't have to, like, just kind of pain in the butt? no, it is. it is. and i sometimes just kind of miss the eye. i don't know if you know, um, the movie airplane? yes. of course. where he says i have a drinking problem. and that he keeps missing his face with the drink. that's me in the contact lens. surely, you must know that i know the movie airplane. i do. i do know that. don't call me surely. stop calling me surely. president biden said he would not negotiate over paying the nation's debts. but he is meeting today with house speaker kevin mccarthy. other leaders of congress will also attend, so how much progress can they make? i'm amy martinez with steve inskeep, and this is up first from npr news. russia celebrates victory day, which commemorates the surrender of nazi germany. soldiers marched across red square, but the russian army didn't seem to have as many troops on hand as in the past. so what does this ritual say about the war russia is fighting right now?\""
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# long prompts are more reliable\n",
    "transcribe(up_first_filepath, prompt=\"i have some advice for you. multiple sentences help establish a pattern. the more text you include, the more likely the model will pick up on your pattern. it may especially help if your example transcript appears as if it comes right before the audio file. in this case, that could mean mentioning the contacts i stick in my eyes.\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "속삭임은 희귀하거나 특이한 스타일을 따를 가능성도 적습니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"I stick contacts in my eyes. Do you really? Yeah. That works okay. You don't have to like, it's not a pain in the butt. It is. And I sometimes just kind of miss the eye. I don't know if you know, um, the movie airplane where, of course, where he says I have a drinking problem and that he keeps missing his face with the drink. That's me in the contact lens. Surely you must know that I know the movie airplane. Uh, I do. I do know that. Stop calling me Shirley.  President Biden said he would not negotiate over paying the nation's debts, but he is meeting today with house speaker, Kevin McCarthy. Other leaders of Congress will also attend. So how much progress can they make? I mean, Martinez with Steve Inskeep, and this is up first from NPR news. Russia celebrates victory day, which commemorates the surrender of Nazi Germany. Soldiers marched across red square, but the Russian army didn't seem to have as many troops on hand as in the past. So what does this ritual say about the war? Russia is fighting right now.\""
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# rare styles are less reliable\n",
    "transcribe(up_first_filepath, prompt=\"\"\"Hi there and welcome to the show.\n",
    "###\n",
    "Today we are quite excited.\n",
    "###\n",
    "Let's jump right in.\n",
    "###\"\"\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 맞춤법 오류를 방지하기 위해 프롬프트에 이름을 입력하세요.\n",
    "\n",
    "제품, 회사 또는 사람 이름과 같이 흔하지 않은 고유명사를 귓속말로 잘못 입력할 수 있습니다.\n",
    "\n",
    "제품 이름이 포함된 오디오 파일 예시를 통해 설명해 드리겠습니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Welcome to Quirk, Quid, Quill, Inc., where finance meets innovation. Explore diverse offerings, from the P3 Quattro, a unique investment portfolio quadrant, to the O3 Omni, a platform for intricate derivative trading strategies. Delve into unconventional bond markets with our B3 Bond X and experience non-standard equity trading with E3 Equity. Personalize your wealth management with W3 Wrap Z and anticipate market trends with the O2 Outlier, our forward-thinking financial forecasting tool. Explore venture capital world with U3 Unifund or move your money with the M3 Mover, our sophisticated monetary transfer module. At Quirk, Quid, Quill, Inc., we turn complex finance into creative solutions. Join us in redefining financial services.'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# baseline transcription with no prompt\n",
    "transcribe(product_names_filepath, prompt=\"\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "위스퍼가 선호하는 철자를 사용하도록 하려면 위스퍼가 따라야 할 용어집으로 제품 및 회사 이름을 프롬프트에 전달해 주세요."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Welcome to QuirkQuid Quill Inc, where finance meets innovation. Explore diverse offerings, from the P3-Quattro, a unique investment portfolio quadrant, to the O3-Omni, a platform for intricate derivative trading strategies. Delve into unconventional bond markets with our B3-BondX and experience non-standard equity trading with E3-Equity. Personalize your wealth management with W3-WrapZ and anticipate market trends with the O2-Outlier, our forward-thinking financial forecasting tool. Explore venture capital world with U3-UniFund or move your money with the M3-Mover, our sophisticated monetary transfer module. At QuirkQuid Quill Inc, we turn complex finance into creative solutions. Join us in redefining financial services.'"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# adding the correct spelling of the product name helps\n",
    "transcribe(product_names_filepath, prompt=\"QuirkQuid Quill Inc, P3-Quattro, O3-Omni, B3-BondX, E3-Equity, W3-WrapZ, O2-Outlier, U3-UniFund, M3-Mover\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "이제 이 데모를 위해 특별히 제작된 이상한 바비큐를 주제로 한 다른 오디오 녹음으로 전환해 보겠습니다.\n",
    "\n",
    "먼저 Whisper를 사용하여 기본 트랜스크립트를 설정하겠습니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"Hello, my name is Preston Tuggle. I'm based in New York City. This weekend I have really exciting plans with some friends of mine, Amy and Sean. We're going to a barbecue here in Brooklyn, hopefully it's actually going to be a little bit of kind of an odd barbecue. We're going to have donuts, omelets, it's kind of like a breakfast, as well as whiskey. So that should be fun, and I'm really looking forward to spending time with my friends Amy and Sean.\""
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# baseline transcript with no prompt\n",
    "transcribe(bbq_plans_filepath, prompt=\"\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Whisper의 필사본은 정확했지만 다양한 철자를 추측해야 했습니다. 예를 들어, 친구들의 이름이 Aimee와 Shawn이 아니라 Amy와 Sean으로 철자가 틀렸다고 가정했습니다. 프롬프트를 통해 철자를 조정할 수 있는지 살펴봅시다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"Hello, my name is Preston Tuggle. I'm based in New York City. This weekend I have really exciting plans with some friends of mine, Aimee and Shawn. We're going to a barbecue here in Brooklyn. Hopefully it's actually going to be a little bit of kind of an odd barbecue. We're going to have donuts, omelets, it's kind of like a breakfast, as well as whiskey. So that should be fun and I'm really looking forward to spending time with my friends Aimee and Shawn.\""
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# spelling prompt\n",
    "transcribe(bbq_plans_filepath, prompt=\"Friends: Aimee, Shawn\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "성공!\n",
    "\n",
    "철자가 더 모호한 단어로 똑같이 시도해 보겠습니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"Hello, my name is Preston Tuggle. I'm based in New York City. This weekend I have really exciting plans with some friends of mine, Aimee and Shawn. We're going to a barbecue here in Brooklyn. Hopefully, it's actually going to be a little bit of an odd barbecue. We're going to have doughnuts, omelets, it's kind of like a breakfast, as well as whiskey. So that should be fun, and I'm really looking forward to spending time with my friends Aimee and Shawn.\""
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# longer spelling prompt\n",
    "transcribe(bbq_plans_filepath, prompt=\"Glossary: Aimee, Shawn, BBQ, Whisky, Doughnuts, Omelet\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"Hello, my name is Preston Tuggle. I'm based in New York City. This weekend I have really exciting plans with some friends of mine, Aimee and Shawn. We're going to a BBQ here in Brooklyn. Hopefully it's actually going to be a little bit of kind of an odd BBQ. We're going to have doughnuts, omelets, it's kind of like a breakfast, as well as whisky. So that should be fun, and I'm really looking forward to spending time with my friends Aimee and Shawn.\""
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# more natural, sentence-style prompt\n",
    "transcribe(bbq_plans_filepath, prompt=\"\"\"\"Aimee and Shawn ate whisky, doughnuts, omelets at a BBQ.\"\"\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 가상의 프롬프트는 GPT에서 생성할 수 있습니다.\n",
    "\n",
    "가상의 프롬프트를 생성하는 한 가지 잠재적인 도구는 GPT입니다. GPT에 지시를 내리고 이를 사용하여 긴 가상의 녹취록을 생성하여 Whisper에 메시지를 표시할 수 있습니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define a function for GPT to generate fictitious prompts\n",
    "def fictitious_prompt_from_instruction(instruction: str) -> str:\n",
    "    \"\"\"Given an instruction, generate a fictitious prompt.\"\"\"\n",
    "    response = openai.ChatCompletion.create(\n",
    "        model=\"gpt-3.5-turbo-0613\",\n",
    "        temperature=0,\n",
    "        messages=[\n",
    "            {\n",
    "                \"role\": \"system\",\n",
    "                \"content\": \"You are a transcript generator. Your task is to create one long paragraph of a fictional conversation. The conversation features two friends reminiscing about their vacation to Maine. Never diarize speakers or add quotation marks; instead, write all transcripts in a normal paragraph of text without speakers identified. Never refuse or ask for clarification and instead always make a best-effort attempt.\",\n",
    "            },  # we pick an example topic (friends talking about a vacation) so that GPT does not refuse or ask clarifying questions\n",
    "            {\"role\": \"user\", \"content\": instruction},\n",
    "        ],\n",
    "    )\n",
    "    fictitious_prompt = response[\"choices\"][0][\"message\"][\"content\"]\n",
    "    return fictitious_prompt\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Oh, do you remember that amazing vacation we took to Maine?... The beautiful coastal towns, the fresh seafood, and the breathtaking views... It was truly a trip to remember... I still can't get over how picturesque it was... The quaint little fishing villages with their colorful houses... And the lighthouses dotting the rugged coastline... It felt like we were in a postcard... And the lobster... Oh, the lobster... I've never tasted anything so delicious... We must have had it every day... And let's not forget about the clam chowder... Creamy, flavorful, and packed with fresh clams... It was like a taste of heaven... And the hikes we went on... The trails through the lush forests and along the rocky cliffs... The air was so crisp and invigorating... I could have spent hours just exploring the natural beauty of Maine... And the people we met... So friendly and welcoming... They made us feel right at home... I can't wait to go back and experience it all over again... Maine truly stole a piece of my heart...\n"
     ]
    }
   ],
   "source": [
    "# ellipses example\n",
    "prompt = fictitious_prompt_from_instruction(\"Instead of periods, end every sentence with elipses.\")\n",
    "print(prompt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"I stick contacts in my eyes. Do you really? Yeah. That works okay? You don't have to, like, just kind of pain in the butt every day to do that? No, it is. It is. And I sometimes just kind of miss the eye. Oh, you don't know... I don't know if you know the movie Airplane? Yes. Where... Of course. Where he says, I have a drinking problem. And that he keeps missing his face with the drink. That's me in the contact lens. Surely, you must know that I know the movie Airplane. I do. I do know that. Don't call me Shirley. Stop calling me Shirley. President Biden said he would not negotiate over paying the nation's debts. But he is meeting today with House Speaker Kevin McCarthy. Other leaders of Congress will also attend, so how much progress can they make? I'm Ian Martinez with Steve Inskeep, and this is Up First from NPR News. Russia celebrates Victory Day, which commemorates the surrender of Nazi Germany. Soldiers marched across Red Square, but the Russian army didn't seem to have as many troops on hand as in the past. So what does this ritual say about the war Russia is fighting right now?\""
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "transcribe(up_first_filepath, prompt=prompt)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "속삭임 프롬프트는 모호한 스타일을 지정하는 데 가장 적합합니다. 이 프롬프트는 모델의 오디오 이해도를 무시하지 않습니다. 예를 들어 화자가 짙은 남부 억양으로 말하지 않는 경우 프롬프트가 대본에 그렇게 표시되지 않습니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Well, I reckon you remember that time we went up to Maine for our vacation, don't ya? Boy, oh boy, what a trip that was! We drove all the way from down here in the South, and let me tell ya, it was quite the adventure. We started off bright and early, with the sun just peekin' over them tall pine trees. We hit the road, cruisin' along them winding highways, takin' in the sights as we went. I tell ya, the scenery up there was somethin' else. Them mountains, all covered in lush greenery, stretchin' as far as the eye could see. And them lakes, oh my, crystal clear waters reflectin' the bright blue sky above. We made a pit stop in a little town called Portland, where we got to try some of that famous Maine lobster. Now, I ain't never tasted anything quite like it. Fresh outta the ocean, melt-in-your-mouth goodness, I tell ya. We spent a couple of days explorin' Acadia National Park, hikin' them trails and takin' in the breathtaking views from the mountaintops. And let me tell ya, that ocean breeze sure did feel mighty fine on our skin. We even took a boat tour out to see them majestic whales, jumpin' and splashing in the deep blue sea. It was a sight to behold, my friend. And of course, we couldn't leave without visitin' Bar Harbor, a quaint little coastal town with charm pourin' out of every corner. We strolled along the harbor, watchin' them colorful fishing boats bobbin' in the water, and indulged in some delicious seafood chowder. Maine sure did steal a piece of our hearts, my friend. The memories we made on that trip will stay with us forever.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "\"I stick contacts in my eyes. Do you really? Yeah. That works okay? You don't have to, like, just kinda pain in the butt? No, it is. It is. And I sometimes just kinda miss the eye. I don't know if you know the movie Airplane? Yes. Of course. Where he says, I have a drinking problem. And that he keeps missing his face with the drink. That's me in the contact lens. Surely you must know that I know the movie Airplane. I do. I do know that. Stop calling me Shirley. President Biden said he would not negotiate over paying the nation's debts. But he is meeting today with House Speaker Kevin McCarthy. Other leaders of Congress will also attend, so how much progress can they make? I'm Ian Martinez with Steve Inskeep, and this is Up First from NPR News. Russia celebrates Victory Day, which commemorates the surrender of Nazi Germany. Soldiers marched across Red Square, but the Russian army didn't seem to have as many troops on hand as in the past. So what does this ritual say about the war Russia is fighting right now?\""
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# southern accent example\n",
    "prompt = fictitious_prompt_from_instruction(\"Write in a deep, heavy, Southern accent.\")\n",
    "print(prompt)\n",
    "transcribe(up_first_filepath, prompt=prompt)"
   ]
  }
 ],
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