├── .gitignore ├── README.md ├── poetry.lock ├── pyproject.toml ├── requirements.txt ├── src ├── __init__.py ├── audio.py ├── constants.py ├── llm.py └── simple_ui.py └── static ├── interview_gif.gif └── logo.png /.gitignore: -------------------------------------------------------------------------------- 1 | # Byte-compiled / optimized / DLL files 2 | __pycache__/ 3 | *.py[cod] 4 | *$py.class 5 | 6 | # C extensions 7 | *.so 8 | 9 | # Distribution / packaging 10 | .Python 11 | build/ 12 | develop-eggs/ 13 | dist/ 14 | downloads/ 15 | eggs/ 16 | .eggs/ 17 | lib/ 18 | lib64/ 19 | parts/ 20 | sdist/ 21 | var/ 22 | wheels/ 23 | share/python-wheels/ 24 | *.egg-info/ 25 | .installed.cfg 26 | *.egg 27 | MANIFEST 28 | 29 | # PyInstaller 30 | # Usually these files are written by a python script from a template 31 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 32 | *.manifest 33 | *.spec 34 | 35 | # Installer logs 36 | pip-log.txt 37 | pip-delete-this-directory.txt 38 | 39 | # Unit test / coverage reports 40 | htmlcov/ 41 | .tox/ 42 | .nox/ 43 | .coverage 44 | .coverage.* 45 | .cache 46 | nosetests.xml 47 | coverage.xml 48 | *.cover 49 | *.py,cover 50 | .hypothesis/ 51 | .pytest_cache/ 52 | cover/ 53 | 54 | # Translations 55 | *.mo 56 | *.pot 57 | 58 | # Django stuff: 59 | *.log 60 | local_settings.py 61 | db.sqlite3 62 | db.sqlite3-journal 63 | 64 | # Flask stuff: 65 | instance/ 66 | .webassets-cache 67 | 68 | # Scrapy stuff: 69 | .scrapy 70 | 71 | # Sphinx documentation 72 | docs/_build/ 73 | 74 | # PyBuilder 75 | .pybuilder/ 76 | target/ 77 | 78 | # Jupyter Notebook 79 | .ipynb_checkpoints 80 | 81 | # IPython 82 | profile_default/ 83 | ipython_config.py 84 | 85 | # pyenv 86 | # For a library or package, you might want to ignore these files since the code is 87 | # intended to run in multiple environments; otherwise, check them in: 88 | # .python-version 89 | 90 | # pipenv 91 | # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. 92 | # However, in case of collaboration, if having platform-specific dependencies or dependencies 93 | # having no cross-platform support, pipenv may install dependencies that don't work, or not 94 | # install all needed dependencies. 95 | #Pipfile.lock 96 | 97 | # poetry 98 | # Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. 99 | # This is especially recommended for binary packages to ensure reproducibility, and is more 100 | # commonly ignored for libraries. 101 | # https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control 102 | #poetry.lock 103 | 104 | # pdm 105 | # Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. 106 | #pdm.lock 107 | # pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it 108 | # in version control. 109 | # https://pdm.fming.dev/#use-with-ide 110 | .pdm.toml 111 | 112 | # PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm 113 | __pypackages__/ 114 | 115 | # Celery stuff 116 | celerybeat-schedule 117 | celerybeat.pid 118 | 119 | # SageMath parsed files 120 | *.sage.py 121 | 122 | # Environments 123 | .env 124 | .venv 125 | env/ 126 | venv/ 127 | ENV/ 128 | env.bak/ 129 | venv.bak/ 130 | 131 | # Spyder project settings 132 | .spyderproject 133 | .spyproject 134 | 135 | # Rope project settings 136 | .ropeproject 137 | 138 | # mkdocs documentation 139 | /site 140 | 141 | # mypy 142 | .mypy_cache/ 143 | .dmypy.json 144 | dmypy.json 145 | 146 | # Pyre type checker 147 | .pyre/ 148 | 149 | # pytype static type analyzer 150 | .pytype/ 151 | 152 | # Cython debug symbols 153 | cython_debug/ 154 | 155 | # PyCharm 156 | # JetBrains specific template is maintained in a separate JetBrains.gitignore that can 157 | # be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore 158 | # and can be added to the global gitignore or merged into this file. For a more nuclear 159 | # option (not recommended) you can uncomment the following to ignore the entire idea folder. 160 | #.idea/ 161 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Code for the article **[Hack Your Next Interview with Generative AI](https://slgero.medium.com/hack-your-next-interview-with-generative-ai-fb8c8bc3cbce)** 2 | 3 | ### Demo: 4 | ![](static/interview_gif.gif) 5 | 6 | ### Architecture: 7 | ![](static/logo.png) 8 | 9 | ### Usage: 10 | ```sh 11 | pip install -r requirements.txt 12 | python ./src/simple_ui.py 13 | ``` 14 | -------------------------------------------------------------------------------- /poetry.lock: -------------------------------------------------------------------------------- 1 | # This file is automatically @generated by Poetry and should not be changed by hand. 2 | 3 | [[package]] 4 | name = "aiohttp" 5 | 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description = "" 5 | authors = [ "slgero " ] 6 | readme = "README.md" 7 | packages = [ { include = "hack_interview" } ] 8 | 9 | [tool.poetry.dependencies] 10 | python = ">=3.10,<3.11" 11 | numpy = "^1.26.0" 12 | openai = "^0.28.1" 13 | pysimplegui = "^4.60.5" 14 | soundcard = "^0.4.2" 15 | soundfile = "^0.12.1" 16 | loguru = "^0.7.2" 17 | 18 | [tool.poetry.group.dev.dependencies] 19 | black = "^23.9.1" 20 | isort = "^5.12.0" 21 | 22 | [tool.black] 23 | line-length = 120 24 | 25 | [build-system] 26 | requires = [ "poetry-core" ] 27 | build-backend = "poetry.core.masonry.api" 28 | -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- 1 | numpy==1.26.0 2 | openai==0.28.1 3 | pysimplegui==4.60.5 4 | soundcard==0.4.2 5 | soundfile==0.12.1 6 | loguru==0.7.2 -------------------------------------------------------------------------------- /src/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/slgero/hack_interview/853fac043a399e055d708c87dfd7cbbf8eaabbc5/src/__init__.py -------------------------------------------------------------------------------- /src/audio.py: -------------------------------------------------------------------------------- 1 | """Audio utilities.""" 2 | import numpy as np 3 | import soundcard as sc 4 | import soundfile as sf 5 | from loguru import logger 6 | 7 | from src.constants import OUTPUT_FILE_NAME, RECORD_SEC, SAMPLE_RATE 8 | 9 | SPEAKER_ID = str(sc.default_speaker().name) 10 | 11 | 12 | def record_batch(record_sec: int = RECORD_SEC) -> np.ndarray: 13 | """ 14 | Records an audio batch for a specified duration. 15 | 16 | Args: 17 | record_sec (int): The duration of the recording in seconds. Defaults to the value of RECORD_SEC. 18 | 19 | Returns: 20 | np.ndarray: The recorded audio sample. 21 | 22 | Example: 23 | ```python 24 | audio_sample = record_batch(5) 25 | print(audio_sample) 26 | ``` 27 | """ 28 | logger.debug("Recording for {record_sec} second(s)...") 29 | with sc.get_microphone( 30 | id=SPEAKER_ID, 31 | include_loopback=True, 32 | ).recorder(samplerate=SAMPLE_RATE) as mic: 33 | audio_sample = mic.record(numframes=SAMPLE_RATE * record_sec) 34 | return audio_sample 35 | 36 | 37 | def save_audio_file(audio_data: np.ndarray, output_file_name: str = OUTPUT_FILE_NAME) -> None: 38 | """ 39 | Saves an audio data array to a file. 40 | 41 | Args: 42 | audio_data (np.ndarray): The audio data to be saved. 43 | output_file_name (str): The name of the output file. Defaults to the value of OUTPUT_FILE_NAME. 44 | 45 | Returns: 46 | None 47 | 48 | Example: 49 | ```python 50 | audio_data = np.array([0.1, 0.2, 0.3]) 51 | save_audio_file(audio_data, "output.wav") 52 | ``` 53 | """ 54 | logger.debug(f"Saving audio file to {output_file_name}...") 55 | sf.write(file=output_file_name, data=audio_data, samplerate=SAMPLE_RATE) 56 | -------------------------------------------------------------------------------- /src/constants.py: -------------------------------------------------------------------------------- 1 | INTERVIEW_POSTION = "python developer" 2 | OPENAI_API_KEY = "" 3 | 4 | OUTPUT_FILE_NAME = "out.wav" # audio file name. 5 | 6 | SAMPLE_RATE = 48000 # [Hz]. sampling rate. 7 | RECORD_SEC = 1 # [sec]. duration recording audio. 8 | 9 | APPLICATION_WIDTH = 85 10 | OFF_IMAGE = 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Tr1q1MO8h+kaNAsZVWi/gZvLeUUvGmbRFJ4IHHsgR9RPBzBGzwwcgzsKpGBq9QKOBzhI0rVqw4Q16RUZaKH+w0Njae3b9//+22bT9lWZb/wQ6iA/wIoqYvv/ySK6siivLXp5aJtsYqNVUSAYao7MLHYmEIyvooQckTWZ4F4ZO2Z9Pp9CNNTU05+ZosZSkrKAcPHsQnbU/H4/ElYgX8/z9pG14kSj+UyWT+vnLlyoNBAF566aWS4xEBIuTTTz/Fcse/RqPRteFwOCy+ExHglFtuea2IHCJ7/qRgmubOfD7/jPfRpz+TOFQYPQiQoUQ4asMw8Fk0FtitCIVCv9F1nT+LVlW16hoFJOU4Tsq2bXwWfdyyrNZCodBSKBSScNgjXsBBRP8FGptkKVwR+ZoAAAAASUVORK5CYII=" 11 | ON_IMAGE = 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12 | -------------------------------------------------------------------------------- /src/llm.py: -------------------------------------------------------------------------------- 1 | import openai 2 | from loguru import logger 3 | 4 | from src.constants import INTERVIEW_POSTION, OPENAI_API_KEY, OUTPUT_FILE_NAME 5 | 6 | openai.api_key = OPENAI_API_KEY 7 | 8 | SYSTEM_PROMPT = f"""You are interviewing for a {INTERVIEW_POSTION} position. 9 | You will receive an audio transcription of the question. It may not be complete. You need to understand the question and write an answer to it.\n 10 | """ 11 | SHORTER_INSTRACT = "Concisely respond, limiting your answer to 70 words." 12 | LONGER_INSTRACT = ( 13 | "Before answering, take a deep breath and think one step at a time. Believe the answer in no more than 150 words." 14 | ) 15 | 16 | 17 | def transcribe_audio(path_to_file: str = OUTPUT_FILE_NAME) -> str: 18 | """ 19 | Transcribes an audio file into text. 20 | 21 | Args: 22 | path_to_file (str, optional): The path to the audio file to be transcribed. 23 | 24 | Returns: 25 | str: The transcribed text. 26 | 27 | Raises: 28 | Exception: If the audio file fails to transcribe. 29 | """ 30 | with open(path_to_file, "rb") as audio_file: 31 | try: 32 | transcript = openai.Audio.translate("whisper-1", audio_file) 33 | except Exception as error: 34 | logger.error(f"Can't transcribe audio: {error}") 35 | raise error 36 | return transcript["text"] 37 | 38 | 39 | def generate_answer(transcript: str, short_answer: bool = True, temperature: float = 0.7) -> str: 40 | """ 41 | Generates an answer based on the given transcript using the OpenAI GPT-3.5-turbo model. 42 | 43 | Args: 44 | transcript (str): The transcript to generate an answer from. 45 | short_answer (bool): Whether to generate a short answer or not. Defaults to True. 46 | temperature (float): The temperature parameter for controlling the randomness of the generated answer. 47 | 48 | Returns: 49 | str: The generated answer. 50 | 51 | Example: 52 | ```python 53 | transcript = "Can you tell me about the weather?" 54 | answer = generate_answer(transcript, short_answer=False, temperature=0.8) 55 | print(answer) 56 | ``` 57 | 58 | Raises: 59 | Exception: If the LLM fails to generate an answer. 60 | """ 61 | if short_answer: 62 | system_prompt = SYSTEM_PROMPT + SHORTER_INSTRACT 63 | else: 64 | system_prompt = SYSTEM_PROMPT + LONGER_INSTRACT 65 | try: 66 | response = openai.ChatCompletion.create( 67 | model="gpt-3.5-turbo", 68 | temperature=temperature, 69 | messages=[ 70 | {"role": "system", "content": system_prompt}, 71 | {"role": "user", "content": transcript}, 72 | ], 73 | ) 74 | except Exception as error: 75 | logger.error(f"Can't generate answer: {error}") 76 | raise error 77 | return response["choices"][0]["message"]["content"] 78 | -------------------------------------------------------------------------------- /src/simple_ui.py: -------------------------------------------------------------------------------- 1 | import numpy as np 2 | import PySimpleGUI as sg 3 | from loguru import logger 4 | 5 | from src import audio, llm 6 | from src.constants import APPLICATION_WIDTH, OFF_IMAGE, ON_IMAGE 7 | 8 | 9 | def get_text_area(text: str, size: tuple) -> sg.Text: 10 | """ 11 | Create a text area widget with the given text and size. 12 | 13 | Parameters: 14 | text (str): The initial text to display in the text area. 15 | size (tuple): The size of the text area widget. 16 | 17 | Returns: 18 | sg.Text: The created text area widget. 19 | """ 20 | return sg.Text( 21 | text, 22 | size=size, 23 | background_color=sg.theme_background_color(), 24 | text_color="white", 25 | ) 26 | 27 | 28 | class BtnInfo: 29 | def __init__(self, state=False): 30 | self.state = state 31 | 32 | 33 | # All the stuff inside your window: 34 | sg.theme("DarkAmber") # Add a touch of color 35 | record_status_button = sg.Button( 36 | image_data=OFF_IMAGE, 37 | k="-TOGGLE1-", 38 | border_width=0, 39 | button_color=(sg.theme_background_color(), sg.theme_background_color()), 40 | disabled_button_color=(sg.theme_background_color(), sg.theme_background_color()), 41 | metadata=BtnInfo(), 42 | ) 43 | analyzed_text_label = get_text_area("", size=(APPLICATION_WIDTH, 2)) 44 | quick_chat_gpt_answer = get_text_area("", size=(APPLICATION_WIDTH, 5)) 45 | full_chat_gpt_answer = get_text_area("", size=(APPLICATION_WIDTH, 12)) 46 | 47 | 48 | layout = [ 49 | [sg.Text("Press R to start recording", size=(int(APPLICATION_WIDTH * 0.8), 2)), record_status_button], 50 | [sg.Text("Press A to analyze the recording")], 51 | [analyzed_text_label], 52 | [sg.Text("Short answer:")], 53 | [quick_chat_gpt_answer], 54 | [sg.Text("Full answer:")], 55 | [full_chat_gpt_answer], 56 | [sg.Button("Cancel")], 57 | ] 58 | WINDOW = sg.Window("Keyboard Test", layout, return_keyboard_events=True, use_default_focus=False) 59 | 60 | 61 | def background_recording_loop() -> None: 62 | audio_data = None 63 | while record_status_button.metadata.state: 64 | audio_sample = audio.record_batch() 65 | if audio_data is None: 66 | audio_data = audio_sample 67 | else: 68 | audio_data = np.vstack((audio_data, audio_sample)) 69 | audio.save_audio_file(audio_data) 70 | 71 | 72 | while True: 73 | event, values = WINDOW.read() 74 | if event in ["Cancel", sg.WIN_CLOSED]: 75 | logger.debug("Closing...") 76 | break 77 | 78 | if event in ("r", "R"): # start recording 79 | logger.debug("Starting recording...") 80 | record_status_button.metadata.state = not record_status_button.metadata.state 81 | if record_status_button.metadata.state: 82 | WINDOW.perform_long_operation(background_recording_loop, "-RECORDING-") 83 | record_status_button.update(image_data=ON_IMAGE if record_status_button.metadata.state else OFF_IMAGE) 84 | 85 | elif event in ("a", "A"): # send audio to OpenAI Whisper model 86 | logger.debug("Analyzing audio...") 87 | analyzed_text_label.update("Start analyzing...") 88 | WINDOW.perform_long_operation(llm.transcribe_audio, "-WHISPER COMPLETED-") 89 | 90 | elif event == "-WHISPER COMPLETED-": 91 | audio_transcript = values["-WHISPER COMPLETED-"] 92 | analyzed_text_label.update(audio_transcript) 93 | 94 | # Generate quick answer: 95 | quick_chat_gpt_answer.update("Chatgpt is working...") 96 | WINDOW.perform_long_operation( 97 | lambda: llm.generate_answer(audio_transcript, short_answer=True, temperature=0), 98 | "-CHAT_GPT SHORT ANSWER-", 99 | ) 100 | 101 | # Generate full answer: 102 | full_chat_gpt_answer.update("Chatgpt is working...") 103 | WINDOW.perform_long_operation( 104 | lambda: llm.generate_answer(audio_transcript, short_answer=False, temperature=0.7), 105 | "-CHAT_GPT LONG ANSWER-", 106 | ) 107 | elif event == "-CHAT_GPT SHORT ANSWER-": 108 | quick_chat_gpt_answer.update(values["-CHAT_GPT SHORT ANSWER-"]) 109 | elif event == "-CHAT_GPT LONG ANSWER-": 110 | full_chat_gpt_answer.update(values["-CHAT_GPT LONG ANSWER-"]) 111 | -------------------------------------------------------------------------------- /static/interview_gif.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/slgero/hack_interview/853fac043a399e055d708c87dfd7cbbf8eaabbc5/static/interview_gif.gif -------------------------------------------------------------------------------- /static/logo.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/slgero/hack_interview/853fac043a399e055d708c87dfd7cbbf8eaabbc5/static/logo.png --------------------------------------------------------------------------------