Sure, here's the translated text in simplified Chinese while keeping the HTML structure intact: ```html

Twitch 实时流分析器：在 30 分钟内使用 Langchain 和 Streamlit 完成

```

Sure, here is the translation of the text into simplified Chinese while maintaining the HTML structure: ```html

流分析有许多用例，从了解观众行为到优化内容战略。然而，构建自定义的计算机视觉（CV）模型一直是一项艰巨的任务。通常需要大量的财务投资和大量的时间来开发和训练一个有效的模型。

``` This HTML snippet now contains the translated text in simplified Chinese.

Sure, here's the simplified Chinese translation of "Let's together try to use LLM to solve this challenge" in HTML structure: ```html

让我们一起尝试使用LLM来解决这个挑战

```

Sure, here's how you could write "Initialise Project" in simplified Chinese within an HTML structure: ```html 初始化项目 ``` This HTML code ensures that the text "初始化项目" is displayed correctly on web pages that support Chinese characters.

在Python项目中创建（理想情况下在虚拟环境中）并安装所有依赖。

Sure, here's the translation: ```html requirements.txt ```

streamlit
streamlink
python-dotenv
langchain
opencv-python-headless
langchain
langchain_openai
streamlit-player

To translate "Install requirements via" into simplified Chinese while keeping the HTML structure intact, you can use the following: ```html 安装要求通过 ``` This maintains the HTML tags around the translated text, ensuring the structure remains valid while conveying the translated message in simplified Chinese.

pip install -r requirements.txt

Sure, the translation of "Get Frames From Twitch" to simplified Chinese while keeping the HTML structure intact would look like this: ```html 获取来自Twitch的框架 ``` This HTML code preserves the structure and simply replaces the English text with its Chinese equivalent.

Sure, here's the translated text in simplified Chinese while maintaining the HTML structure: ```html

作为第一步，我们需要获取 Twitch 流链接，可以使用 Python 库称为 streamlink。

```

You can use the following HTML structure to display the translated text in simplified Chinese: ```html

Streamlink 简体中文

Streamlink 是一个命令行工具，用于在流媒体播放器中转播实时视频流。它使您能够在喜爱的播放器中观看视频，而不需要浏览器。

Streamlink 支持许多流媒体服务，例如 Twitch、YouTube Live、Periscope 和许多其他服务。它还支持本地媒体播放器，例如 VLC 和 mpv。

要了解有关 Streamlink 的更多信息，请访问 Streamlink 官方网站。

``` This HTML structure maintains the layout of the English text and includes the translated content in simplified Chinese.

Sure, here's the text translated into simplified Chinese while maintaining the HTML structure: ```html

在这个例子中，STREAMER_URL 应该是指向 Twitch 的链接，格式为 https://www.twitch.tv/

``` This HTML snippet retains the structure and provides the translated text in simplified Chinese.

STREAMER_URL = <your-streamer-url>

streamlink_session = streamlink.Streamlink()
streamlink_session.set_option('twitch-disable-ads', True)

streams = streamlink_session.streams(STREAMER_URL)
target_url = streams['best'].to_url()

Sure, here is the translation: ```html 保存框架 ```

Sure, here is the translation of "We need convert stream to separate frames to analyse it via LLM" into simplified Chinese, keeping the HTML structure: ```html 我们需要将流转换为单独的帧，以便通过LLM进行分析。 ``` This HTML code would display the Chinese text correctly on a webpage or in an HTML environment.

To translate the provided English text "Lets frames as files right now. Play around with frame_interval to set optimal amount of processed frames per second" into simplified Chinese while keeping the HTML structure intact, you can use the following: ```html 让我们现在将帧作为文件。尝试调整 frame_interval 来设置每秒处理的最佳帧数。 ``` This translation maintains the original meaning while fitting within the HTML structure provided.

To do this, we can use OpenCV library. In simplified Chinese: 要做到这一点，我们可以使用OpenCV库。

def save_twitch_frame(url, quality='best', frame_interval=5):
    cap = cv2.VideoCapture(stream_url)
    frame_rate = cap.get(5)

    count = 0
    while cap.isOpened():
        frame_id = cap.get(1)
        ret, frame = cap.read()
        if not ret:
            break
        if frame_id % math.floor(frame_rate * frame_interval) == 0:
            filename = "./cv_images/frame%d.jpg" % count
            count += 1
            cv2.imwrite(filename, frame)

    cap.release()

Sure, here's the text translated into simplified Chinese while maintaining the HTML structure: ```html

将其结合在一起以获得可以

```

Sure, here is the translation in simplified Chinese while keeping the HTML structure intact: ```html 获取 Twitch 通用网址的 Twitch 链接 ``` This HTML snippet maintains the structure while providing the translation you requested.
To translate "Save frames to cv_images folder" into simplified Chinese while keeping the HTML structure, you would use the following: ```html 保存帧到 cv_images 文件夹 ``` In this translation: - "保存" means "save". - "帧" means "frames". - "到" means "to". - "文件夹" means "folder". Make sure your HTML structure remains intact while inserting this translated text.

import json
import math
import os

import streamlink
import cv2

dotenv.load_dotenv()


def get_twitch_stream(url, quality='best'):
    streamlink_session = streamlink.Streamlink()
    streamlink_session.set_option('twitch-disable-ads', True)

    streams = streamlink_session.streams(url)
    if streams:
        return streams[quality].to_url()
    else:
        raise ValueError("No steams were available")



def save_twitch_frame(url, quality='best', frame_interval=5, stream_url=None):
    if stream_url is None:
        stream_url = get_twitch_stream(url, quality)
    cap = cv2.VideoCapture(stream_url)

    frame_rate = cap.get(5)

    count = 0
    while cap.isOpened():
        frame_id = cap.get(1)
        ret, frame = cap.read()
        if not ret:
            break
        if frame_id % math.floor(frame_rate * frame_interval) == 0:
            filename = "./cv_images/frame%d.jpg" % count
            count += 1

            cv2.imwrite(frame, resized)

    cap.release()


if __name__ == "__main__":
    print(save_twitch_frame("https://www.twitch.tv/name"))

To translate "Simply run it via python save-twitch-frames.py" into simplified Chinese while keeping HTML structure, you can use the following: ```html 简单地通过 python save-twitch-frames.py 运行它 ``` This HTML structure ensures that the translated text maintains its integrity within a document or webpage.

确保你有

Sure, here's the translated text in simplified Chinese while maintaining the HTML structure: ```html cv-images 文件夹与 Python 文件放置在同一文件夹中 ``` In this HTML snippet: - `` is used to encapsulate the translated text to maintain inline display. - "cv-images 文件夹与 Python 文件放置在同一文件夹中" translates to "cv-images folder is placed in the same folder as the Python file."
To translate "Installed dependencies" into simplified Chinese while keeping the HTML structure intact, you can use the following: ```html 已安装的依赖 ``` In this HTML snippet: - `` is used to denote a text that needs to be styled or treated separately, without affecting the overall structure of the page. - "已安装的依赖" is the translation of "Installed dependencies" in simplified Chinese. This HTML structure ensures that the translated text fits seamlessly into your webpage while maintaining proper formatting and styling capabilities.
To translate the English text "Replaced twitch url with you target streamer" to simplified Chinese while keeping the HTML structure intact, you can use the following: ```html 用目标主播替换twitch网址 ``` In this translation: - "用" means "with" - "目标主播" means "target streamer" - "替换" means "replace" - "twitch网址" means "twitch URL" This HTML snippet maintains the structure and inserts the translated Chinese text appropriately.

Sure, the simplified Chinese translation for "LLM Analyser" in HTML structure would be: ```html LLM 分析器 ``` This assumes you want to maintain the text "LLM Analyser" within an HTML context but display it in simplified Chinese characters.

Sure, here's the translation of "To develop LLM analyser we can use" in simplified Chinese while keeping the HTML structure: ```html 开发LLM分析器我们可以使用 ``` This HTML snippet includes the translated text in simplified Chinese within a `` tag.

Sure, the simplified Chinese translation of "Langchain" would be "浪链".
To translate "OpenAI ChatGPT 4o (or any other models with vision support)" to simplified Chinese while keeping the HTML structure intact, you would use the following: ```html OpenAI ChatGPT 4o（或任何其他具有视觉支持的模型） ``` This maintains the English text within the `` structure while providing the Chinese translation in parentheses.

Sure, here is the translated text in simplified Chinese while maintaining the HTML structure: ```html 定义目标提示。在我的情况下，我希望尝试获取游戏开始和游戏结束时的情况。 ``` This HTML structure ensures that the translated text remains in the context provided.

To translate "Define Langchain pydantic model" to simplified Chinese while keeping the HTML structure, you can use the following: ```html 定义 Langchain pydantic 模型 ``` This maintains the structure while providing the translation.

Sure, here's the translation of your text into simplified Chinese while keeping the HTML structure intact: ```html 我们还需要 ListOfStreamInformationModel 来定义分析多帧作为一个请求的可能性。 ``` In this translation: - "我们还需要" means "we also need". - "ListOfStreamInformationModel" remains in English as it seems to be a technical term or a specific identifier. - "来定义" means "to define". - "分析多帧作为一个请求的可能性" means "the possibility to analyze multiple frames as one request". This translation maintains the structure and intent of the original sentence while presenting it in simplified Chinese.

from typing import List

from langchain_core.pydantic_v1 import BaseModel, Field


class StreamInformationModel(BaseModel):
    """Information about an image."""
    game: str = Field(description="a name of the game steamer currently playing. Possible options (Dota, LoL, "
                                  "Fortnite, CS:GO)")
    game_status: str = Field(description="Game status (game phase name)")
    details: list[str] = Field(description="list of additional details on screen")


class ListOfStreamInformationModel(BaseModel):
    game_actions: List[StreamInformationModel]

Sure, here's how you can express "Prepare Images to Prompt" in simplified Chinese while maintaining HTML structure: ```html 准备图片以提示 ```

Sure, here's the translated text in simplified Chinese while keeping the HTML structure: ```html 让我们编写一个简单的load_image函数来加载文件并转换为base64。 ``` In this translation: - "让我们" means "Let's". - "编写" means "write" (in the context of programming). - "一个简单的" means "a simple". - "函数" means "function". - "来加载文件并转换为base64" means "to load file and convert to base64".

def load_image(inputs: dict) -> dict:
    """Load image from file and encode it as base64."""
    images_paths = inputs["images_path"]

    def encode_image(image_path):
        with open(image_path, "rb") as image_file:
            return base64.b64encode(image_file.read()).decode('utf-8')

    images_base64 = [encode_image(image_path) for image_path in images_paths]
    return {"images": images_base64}=

To translate "Define simple chain to pass multiple images to LLM model" into simplified Chinese while keeping the HTML structure, you can use the following: ```html 定义简单的链条以传递多个图像给LLM模型 ``` This HTML structure ensures that the translated text remains formatted correctly within a web context.

@chain
def image_model(inputs: dict) -> str | list[str] | dict:
    """Invoke model with image and prompt."""
    model = ChatOpenAI(temperature=0, model="gpt-4o")

    images_list = [{"type": "image_url", "image_url": {"url": f"data:image/jpeg;base64,{image}", "details": "low"}}
                   for image in inputs["images"]]

    msg = model.invoke(
        [HumanMessage(
            content=[
                {"type": "text", "text": inputs["prompt"]},
                {"type": "text", "text": parser.get_format_instructions()},
                *images_list
            ])]
    )
    return msg.content

在保持 HTML 结构的情况下，将以下英文文本翻译为简体中文： ```html 执行 LLM ```

To translate "Simply call chain that we are defined and prepare prompt for it" into simplified Chinese while keeping HTML structure, you can use the following: ```html 简单地调用我们定义的链式调用并为其准备提示 ``` In this HTML snippet: - `` indicates that the enclosed text is in Chinese (zh). - "简单地调用我们定义的链式调用并为其准备提示" is the translated text. This ensures that the translation is clear and maintains the HTML structure for embedding into a webpage.

def get_image_information(images_path: [str]) -> dict:
    vision_prompt = """
    Analyze the screenshots from this game stream and extract the 
    - game 
    - game status
    - details
    """

    load_image_chain = TransformChain(
        input_variables=["images_path"],
        output_variables=["images"],
        transform=load_image
    )

    vision_chain = load_image_chain | image_model | parser
    return vision_chain.invoke({'images_path': images_path,
                                'prompt': vision_prompt})

保留HTML结构，将以下英文文本翻译为简体中文：解析器在哪里

parser = JsonOutputParser(pydantic_object=ListOfStreamInformationModel)

在这一点上，我们已经可以分析流。

To translate "But lets before it define simple UI for our new app" into simplified Chinese while keeping the HTML structure, you can use the following: ```html 但在此之前，让我们为我们的新应用定义一个简单的用户界面 ``` This maintains the structure of the sentence within the HTML tags while providing the simplified Chinese translation.

Sure, here's the text "UI Part" translated into simplified Chinese while keeping the HTML structure: ```html 界面部分 ``` In this HTML snippet, `` specifies the language as simplified Chinese (zh-CN), and "界面部分" translates to "UI Part" in Chinese.

To keep the HTML structure, translate the following English text to simplified Chinese: "要定义用户界面，我们可以使用 Streamlit 并准备简单的组件布局。"

Sure, here's the translation in simplified Chinese while maintaining the HTML structure: ```html

注意：我们需要在单独的Python进程中分析和保存我们的框架，以使这个解决方案具有可扩展性。

``` This HTML snippet preserves the structure while presenting the translated text.

To translate "Right now lets simple use threading library to simplify it in test" into simplified Chinese while keeping the HTML structure intact, you would write: ```html 现在让我们简单地使用线程库来简化测试。 ``` This HTML snippet preserves the structure and includes the translated text in simplified Chinese.

import dotenv
import streamlit as st
from streamlit_player import st_player
import threading

import process_frames
from save_twitch_frames import get_twitch_stream, save_twitch_frame

dotenv.load_dotenv()

stream_url = st.sidebar.text_input(
    'Twitch Stream URL',
    'https://www.twitch.tv/name',
    key="twitch-streamer"
)

player = None
thread = None


def update_stream_url():
    global stream_url, player, thread
    twitch_stream = get_twitch_stream(stream_url)
    if player is None:
        player = st_player(twitch_stream, key="twitch-player", playback_rate=1, playing=True)
    else:
        player.update_url(twitch_stream)

    def threaded_stream_update():
        save_twitch_frame(stream_url, stream_url=twitch_stream)

    thread = threading.Thread(target=threaded_stream_update)
    thread.start()

    vres = st.json({})
    for res in process_frames.process_frames_generator("cv_images"):
        vres.json(res)




add_slider = st.sidebar.button('Process Twitch Stream', on_click=update_stream_url, type="primary")
st.sidebar.divider()

Sure, here's the translation: ```html
结果
```

Sure, here is the text translated into simplified Chinese while keeping the HTML structure: ```html Wow, right now we have working PoC that can analyse Twich Stream in realtime ``` Translated to simplified Chinese: ```html 哇，现在我们有一个可以实时分析Twitch直播的PoC。 ```

Sure, here's the translation in simplified Chinese while keeping the HTML structure intact: ```html 有趣的是，ChatGPT 能够追踪的东西甚至比我预期的还要多 ``` This HTML structure maintains the original formatting while presenting the translated Chinese text.

To translate "Next Steps" into simplified Chinese while keeping the HTML structure intact, you would use the following: ```html 下一步 ``` In this HTML snippet: - `` is used to encapsulate the translated text. - `"下一步"` is the simplified Chinese translation of "Next Steps".

Sure, here's the translated text in simplified Chinese within an HTML structure: ```html

我们成功验证了使用ChatGPT分析流对某些情况可能性的情况。

```

To make this solution production ready we can at least

To translate "Save images to AWS Kinesis" into simplified Chinese without altering the HTML structure, you would use the following: ```html 保存图片到 AWS Kinesis ``` This keeps the text "Save images to AWS Kinesis" intact while providing its simplified Chinese translation within the HTML structure.
在保留HTML结构的情况下，将英文文本"Process images via AWS Lambda"翻译为简体中文： ```html 通过 AWS Lambda 处理图像 ``` 这是一个简单的翻译，将原始英文文本转换为简体中文，并保留了HTML标记的结构。
Sure, here is the translation of "Optimise quality of video and images to reduce costs" in simplified Chinese, while maintaining HTML structure: ```html 优化视频和图像的质量以降低成本 ``` In this HTML snippet, the translated text is encapsulated in `
` tags for proper structure: ```html

优化视频和图像的质量以降低成本
```
To translate "Run separate python process for each stream decoding" into simplified Chinese while keeping the HTML structure intact, you can use the following: ```html 运行单独的 Python 进程来解码每个流 ``` This translation maintains the structure and inserts the Chinese text in place of the English text you provided.
To translate "Re-check some events to fix LLM hallucination" into simplified Chinese while keeping the HTML structure intact, you can use the following: ```html 重新检查一些事件以修正LLM幻觉 ``` This HTML structure ensures that the translated text appears correctly in a web context, preserving both the text and its formatting.

Sure, here's the simplified Chinese translation of the text while keeping the HTML structure: ```html 希望这篇文章能激发你进行更多的研究和工作。 ``` This HTML code preserves the structure while displaying the translated text in simplified Chinese.

Sure, here's the translated text in simplified Chinese while keeping the HTML structure intact: ```html

Sure, here's how you could write "Initialise Project" in simplified Chinese within an HTML structure: ```html 初始化项目 ``` This HTML code ensures that the text "初始化项目" is displayed correctly on web pages that support Chinese characters.

Sure, the translation of "Get Frames From Twitch" to simplified Chinese while keeping the HTML structure intact would look like this: ```html 获取来自Twitch的框架 ``` This HTML code preserves the structure and simply replaces the English text with its Chinese equivalent.

Streamlink 简体中文

Sure, here is the translation: ```html 保存框架 ```

Sure, the simplified Chinese translation for "LLM Analyser" in HTML structure would be: ```html LLM 分析器 ``` This assumes you want to maintain the text "LLM Analyser" within an HTML context but display it in simplified Chinese characters.

To translate "Define Langchain pydantic model" to simplified Chinese while keeping the HTML structure, you can use the following: ```html 定义 Langchain pydantic 模型 ``` This maintains the structure while providing the translation.

Sure, here's how you can express "Prepare Images to Prompt" in simplified Chinese while maintaining HTML structure: ```html 准备图片以提示 ```

在保持 HTML 结构的情况下，将以下英文文本翻译为简体中文： ```html 执行 LLM ```

Sure, here's the text "UI Part" translated into simplified Chinese while keeping the HTML structure: ```html 界面部分 ``` In this HTML snippet, `` specifies the language as simplified Chinese (zh-CN), and "界面部分" translates to "UI Part" in Chinese.

Sure, here's the translation: ```html
结果
```

To translate "Next Steps" into simplified Chinese while keeping the HTML structure intact, you would use the following: ```html 下一步 ``` In this HTML snippet: - `` is used to encapsulate the translated text. - `"下一步"` is the simplified Chinese translation of "Next Steps".

Sure, here is the text translated to simplified Chinese: 构建GPT2o - 第一部分：音频

将“How Sam Altman Transformed OpenAI from a Humble Lab into an $86 Billion Powerhouse”翻译成简体中文为： "Sam Altman如何将OpenAI从一个不起眼的实验室变成了一家市值860亿美元的巨头"

以下是你可以在Google Sheets上使用ChatGPT做的五件事情：

我在工作中使用ChatGPT的方式（附带示例！）

Here is the translation of "10 ChatGPT Prompt Templates That Help With Interview Practice" into simplified Chinese: 《10个ChatGPT提示模板，帮助面试实践》

人工智能对话：谷歌Gemini与ChatGPT

谁没听说过ChatGPT或人工智能呢？

CellStrat AI Alchemist — Prompt Engineering for Healthcare | Evaluating LLM Models CellStrat AI Alchemist - 为医疗保健提供快速工程化 | 评估LLM模型

Sure, the translation of "Partnership Between Apple and ChatGPT: A New Era of Technology" into simplified Chinese is: 苹果与ChatGPT的合作：科技的新时代

如何写出更好的人工智能提示

Sure, here's the translated text in simplified Chinese while keeping the HTML structure intact: ```html

Sure, here's how you could write "Initialise Project" in simplified Chinese within an HTML structure: ```html 初始化项目 ``` This HTML code ensures that the text "初始化项目" is displayed correctly on web pages that support Chinese characters.

Sure, the translation of "Get Frames From Twitch" to simplified Chinese while keeping the HTML structure intact would look like this: ```html 获取来自Twitch的框架 ``` This HTML code preserves the structure and simply replaces the English text with its Chinese equivalent.

Streamlink 简体中文

Sure, here is the translation: ```html 保存框架 ```

Sure, the simplified Chinese translation for "LLM Analyser" in HTML structure would be: ```html LLM 分析器 ``` This assumes you want to maintain the text "LLM Analyser" within an HTML context but display it in simplified Chinese characters.

To translate "Define Langchain pydantic model" to simplified Chinese while keeping the HTML structure, you can use the following: ```html 定义 Langchain pydantic 模型 ``` This maintains the structure while providing the translation.

Sure, here's how you can express "Prepare Images to Prompt" in simplified Chinese while maintaining HTML structure: ```html 准备图片以提示 ```

在保持 HTML 结构的情况下，将以下英文文本翻译为简体中文： ```html 执行 LLM ```

Sure, here's the text "UI Part" translated into simplified Chinese while keeping the HTML structure: ```html 界面部分 ``` In this HTML snippet, `` specifies the language as simplified Chinese (zh-CN), and "界面部分" translates to "UI Part" in Chinese.

Sure, here's the translation: ```html 结果 ```

To translate "Next Steps" into simplified Chinese while keeping the HTML structure intact, you would use the following: ```html 下一步 ``` In this HTML snippet: - `` is used to encapsulate the translated text. - `"下一步"` is the simplified Chinese translation of "Next Steps".

Sure, here is the text translated to simplified Chinese: 构建GPT2o - 第一部分：音频

将“How Sam Altman Transformed OpenAI from a Humble Lab into an $86 Billion Powerhouse”翻译成简体中文为： "Sam Altman如何将OpenAI从一个不起眼的实验室变成了一家市值860亿美元的巨头"

以下是你可以在Google Sheets上使用ChatGPT做的五件事情：

我在工作中使用ChatGPT的方式（附带示例！）

Here is the translation of "10 ChatGPT Prompt Templates That Help With Interview Practice" into simplified Chinese: 《10个ChatGPT提示模板，帮助面试实践》

人工智能对话：谷歌Gemini与ChatGPT

谁没听说过ChatGPT或人工智能呢？

CellStrat AI Alchemist — Prompt Engineering for Healthcare | Evaluating LLM Models CellStrat AI Alchemist - 为医疗保健提供快速工程化 | 评估LLM模型

Sure, the translation of "Partnership Between Apple and ChatGPT: A New Era of Technology" into simplified Chinese is: 苹果与ChatGPT的合作：科技的新时代

如何写出更好的人工智能提示

Sure, here's the translation: ```html
结果
```