Sure, here's the translation in simplified Chinese while keeping the HTML structure: ```html LangChain in Chains #31: Ollama ``` Translated to simplified Chinese: ```html LangChain in Chains #31：奥拉玛 ``` In the translated text: - "LangChain in Chains #31" remains in English as it seems to be a title or a specific term that might be commonly left untranslated. - "Ollama" is translated into simplified Chinese as "奥拉玛".
Sure, here's how you can represent "Utilizing Ollama within LangChain" in simplified Chinese within an HTML structure: ```html
在LangChain中利用Ollama
``` This HTML snippet renders the phrase "Utilizing Ollama within LangChain" in simplified Chinese, encapsulated within a paragraph (``) tag.
Sure, here's the translation of the text into simplified Chinese while keeping the HTML structure intact: ```html Ollama 是一个开源项目，允许我们在本地计算机上运行语言模型。 ``` This HTML snippet includes the translated Chinese text within a `` tag with the `lang="zh-CN"` attribute to specify the language as simplified Chinese.
Sure, here's the translation in simplified Chinese while maintaining the HTML structure: ```html 你可以访问这篇文章来安装它并了解更多信息： ``` This HTML snippet contains the translated text.
Sure, here's the translation in simplified Chinese while maintaining the HTML structure: ```html
LangChain 系列的上一章：
``` In this HTML snippet: - `` indicates a paragraph tag in HTML. - `LangChain 系列的上一章：` is the translated text in simplified Chinese.
Certainly! Here's the translation in simplified Chinese while keeping the HTML structure: ```html
要在LangChain中使用Ollama，我们首先需要使用pip安装它。
```pip install langchain-ollama
Sure, here's the translated text in simplified Chinese, keeping the HTML structure intact: ```html 让我们拉取Llama 3.1 8b模型。 ``` In this HTML snippet, the Chinese text is placed within `` tags to maintain structure and styling if needed.
ollama pull llama3.1:8b
Certainly! Here is the translation in simplified Chinese, keeping the HTML structure: ```html 现在我们可以使用这个模型与LangChain一起。 ``` This HTML snippet preserves the structure while providing the translated text in simplified Chinese.
from langchain.llms import Ollama
from langchain.callbacks.streaming_stdout import StreamingStdOutCallbackHandler
llm = Ollama(model="llama3.1:8b", callbacks = [StreamingStdOutCallbackHandler()])
llm.invoke("Who is Mustafa Kemal Atatürk?")
"""
Mustafa Kemal Atatürk (1881-1938) was a Turkish politician, military leader, and founder of the Republic of Turkey. He is considered one of the most important figures in modern Turkish history.
Born as Mustafa Kemal Pasha on November 19, 1881, in Salonica (now Thessaloniki), Greece, Atatürk was a member of the Ottoman army during World War I. However, he became disillusioned with the war and the Ottoman Empire's decline. He organized and led the Turkish National Movement, which fought against the Allied Powers' occupation of Constantinople (modern-day Istanbul) in 1919.
The movement's success led to the establishment of the Grand National Assembly on April 23, 1920, in Ankara, Turkey, with Atatürk as its leader. This marked the beginning of the Turkish War of Independence, which lasted until 1923.
After the victory over the Allied Powers and the collapse of the Ottoman Empire, Atatürk played a crucial role in shaping modern Turkey's identity, politics, and society. Some of his key reforms include:
1. **Establishment of the Republic**: Atatürk declared the establishment of the Turkish Republic on October 29, 1923.
2. **Secularization**: He introduced secular laws, abolishing Islamic law (Sharia) in many areas and promoting a secular state.
3. **Language Reform**: Atatürk introduced the Turkish alphabet and language reforms to promote linguistic unity among Turks.
4. **Education Reforms**: He established modern education systems, emphasizing literacy, science, and critical thinking.
5. **Women's Rights**: Atatürk implemented progressive laws granting women equal rights and freedoms.
Atatürk's vision for Turkey was one of a modern, secular, democratic state, separate from the legacy of the Ottoman Empire. His leadership had far-reaching consequences for the country and its people.
Throughout his life, Atatürk remained committed to the principles of democracy, republicanism, and laicism (the separation of church and state). He died on November 10, 1938, but his impact on Turkish history and society continues to be felt today.
"""
Sure, here is the text translated into simplified Chinese while maintaining the HTML structure: ```html
The callbacks is set up with a StreamingStdOutCallbackHandler . This allows for streaming the output to stdout as it’s generated, rather than waiting for the entire response to complete (ChatGPT style).
``` Translated text (simplified Chinese): ```html回调函数设置为 StreamingStdOutCallbackHandler 。这允许在生成时将输出流式传输到标准输出，而不是等待整个响应完成（ChatGPT 风格）。
```Certainly! Here is the translation of "Chain" in simplified Chinese within an HTML structure: ```html 链条 ``` In this HTML snippet, `` tags are used to ensure the text is styled as inline content, preserving its structure.
Sure, here is the HTML structure with the translated text in simplified Chinese: ```html
让我们使用链式和提示模板。
``` This HTML code will display the translated text "让我们使用链式和提示模板。" in your webpage.from langchain.llms import Ollama
from langchain.prompts import PromptTemplate
from langchain.chains import LLMChain
from langchain.callbacks.streaming_stdout import StreamingStdOutCallbackHandler
llm = Ollama(model="llama3.1:8b",
callbacks = [StreamingStdOutCallbackHandler()],
temperature=0.9,
)
prompt = PromptTemplate(
input_variables=["artist"],
template="Explain the artistic style of {artist}?",
)
chain = LLMChain(llm=llm,
prompt=prompt,
verbose=False)
print(chain.invoke("Mark Rothko"))
"""
Mark Rothko (1903-1970) was an American painter and one of the most important figures in modern art. His distinctive artistic style is characterized by several key elements:
**Emphasis on Color**: Rothko's work focuses intensely on color, which he believed could evoke emotions and create a spiritual experience for the viewer. He used large rectangular fields of color to explore the emotional potential of paint.
**Color Field Theory**: Rothko was a pioneer in developing what became known as Color Field theory. This approach emphasizes the use of unmodulated color (without brushstrokes or other visual distractions) to create an immersive, atmospheric experience. The colors themselves become the subject, rather than the representation of objects or figurative forms.
**Rectangle-Formed Compositions**: Rothko's paintings are typically composed of large, rectangular fields of color, often set in a grid-like arrangement. These rectangles can vary in size and shape, but they are always carefully balanced to create a sense of harmony and equilibrium.
**Emotional Expression**: Rothko sought to convey emotions through his colors, which he believed could capture the human experience. His paintings often evoke feelings of serenity, contemplation, or even sadness.
**Simple Forms**: Unlike artists who emphasized intricate detail or realism, Rothko used simple forms and minimal representation to achieve a sense of depth and complexity. This approach allowed him to focus on the emotional essence of his colors.
**Light and Shadow**: Rothko often employed subtle light-and-shadow effects within his paintings to add nuance and dimensionality. These effects can create an almost three-dimensional quality, drawing the viewer into the artwork.
**Abstract Expressionism**: Rothko's style is also closely associated with Abstract Expressionism, a movement that emphasized the process of painting itself as much as the final result. His works often reveal the physical act of applying paint, creating a sense of spontaneity and expressiveness.
In summary, Mark Rothko's artistic style is characterized by:
* Intense focus on color
* Emphasis on Color Field theory
* Large, rectangular fields of color
* Emotional expression through his colors
* Simple forms and minimal representation
* Subtle light-and-shadow effects
These elements come together to create a distinctive visual language that invites viewers to experience the emotional potential of art.{'artist': 'Mark Rothko', 'text': "Mark Rothko (1903-1970) was an American painter and one of the most important figures in modern art. His distinctive artistic style is characterized by several key elements:\n\n**Emphasis on Color**: Rothko's work focuses intensely on color, which he believed could evoke emotions and create a spiritual experience for the viewer. He used large rectangular fields of color to explore the emotional potential of paint.\n\n**Color Field Theory**: Rothko was a pioneer in developing what became known as Color Field theory. This approach emphasizes the use of unmodulated color (without brushstrokes or other visual distractions) to create an immersive, atmospheric experience. The colors themselves become the subject, rather than the representation of objects or figurative forms.\n\n**Rectangle-Formed Compositions**: Rothko's paintings are typically composed of large, rectangular fields of color, often set in a grid-like arrangement. These rectangles can vary in size and shape, but they are always carefully balanced to create a sense of harmony and equilibrium.\n\n**Emotional Expression**: Rothko sought to convey emotions through his colors, which he believed could capture the human experience. His paintings often evoke feelings of serenity, contemplation, or even sadness.\n\n**Simple Forms**: Unlike artists who emphasized intricate detail or realism, Rothko used simple forms and minimal representation to achieve a sense of depth and complexity. This approach allowed him to focus on the emotional essence of his colors.\n\n**Light and Shadow**: Rothko often employed subtle light-and-shadow effects within his paintings to add nuance and dimensionality. These effects can create an almost three-dimensional quality, drawing the viewer into the artwork.\n\n**Abstract Expressionism**: Rothko's style is also closely associated with Abstract Expressionism, a movement that emphasized the process of painting itself as much as the final result. His works often reveal the physical act of applying paint, creating a sense of spontaneity and expressiveness.\n\nIn summary, Mark Rothko's artistic style is characterized by:\n\n* Intense focus on color\n* Emphasis on Color Field theory\n* Large, rectangular fields of color\n* Emotional expression through his colors\n* Simple forms and minimal representation\n* Subtle light-and-shadow effects\n\nThese elements come together to create a distinctive visual language that invites viewers to experience the emotional potential of art."}
"""
Sure, here's the translation of "RAG" into simplified Chinese while maintaining HTML structure: ```html 红绿蓝 ``` In this HTML snippet: - `` is used for inline styling without affecting the overall structure. - `lang="zh-CN"` specifies the language as simplified Chinese. - `"红绿蓝"` is the translation of "RAG" into simplified Chinese characters.
Sure, here's the translation of "Let’s build a simple RAG system." in simplified Chinese while keeping the HTML structure intact: ```html
让我们建立一个简单的RAG系统。
```# Scrap any URL
from langchain.document_loaders import WebBaseLoader
url = "https://www.markrothko.org/"
loader = WebBaseLoader(url)
data = loader.load()
print("data" ,data)
# Split the text into chunks
from langchain.text_splitter import RecursiveCharacterTextSplitter
text_splitter = RecursiveCharacterTextSplitter(chunk_size=1500, chunk_overlap=100)
all_splits = text_splitter.split_documents(data)
print(f"Split into {len(all_splits)} chunks")
# Embeddings
from langchain.vectorstores import Chroma
from langchain.embeddings import HuggingFaceEmbeddings
embeddings = HuggingFaceEmbeddings()
vectorstore = Chroma.from_documents(documents=all_splits, embedding=embeddings)
# Similarity search
question = "Which artists did Rothko influenced most?"
docs = vectorstore.similarity_search(question, k=1)
print(docs)
"""
[Document(metadata={'description': 'Mark Rothko - Discover the life and career of this famous American artist.', 'language': 'en-us', 'source': 'https://www.markrothko.org/', 'title': 'Mark Rothko Paintings, Biography & Artwork'}, page_content='refused to sell canvases to people who "did not react correctly" to the paintings in his gallery. Most famous for his colourfield paintings or multi-forms as they were also known, today Rothko\'s paintings sell for tens of millions of dollars and can be found in galleries and private collections all over the world. Mark Rothko took his own life in his studio in New York on 25th February 1970. He was 66 years old. His work is also frequently reproduced as art prints for his many fans.InfluencesApart from a brief time studying with cubist Max Weber, Rothko\'s artistic abilities were essentially self-taught. However, Weber\'s greatest influence on the young student was that he awakened in him a profound desire to express emotion through painting and this was the driving force for Mark\'s work throughout his life. During his formative years as an artist, Rothko gravitated to the works of surrealist artists and expressionists who made wonderful use of colours, like Swiss-born Paul Klee and French artist and fauvist, Georges Rouault. These early influences would remain with the artist throughout his career and he would become a master of expression through colour.Many of Rothko\'s influences were intellectual. Mark believed that there was little left to say, artistically, about portraits and landscapes and there was a need to discover new ways to express the important things in life; the strong feelings raised by what was happening in Nazi Germany and the general fascist views around')]
"""
# Let's use QA Chain
from langchain.chains import RetrievalQA
qa_chain = RetrievalQA.from_chain_type(
llm,
retriever=vectorstore.as_retriever(),
chain_type_kwargs={"prompt": QA_CHAIN_PROMPT},
)
question = f"Which artists did Rothko influenced most?"
result = qa_chain.invoke({"query": question})
print(result)
"""
Rothko's work influenced many artists, including Jackson Pollock, Barnett Newman, Willem de Kooning, and Ellsworth Kelly. His style also inspired a school of color-field painting, characterized by large, rectangular fields of color. Additionally, his philosophical ideas on the nature of art and its role in society have had a lasting impact on modern art and culture.{'query': 'Which artists did Rothko influenced most?', 'result': "Rothko's work influenced many artists, including Jackson Pollock, Barnett Newman, Willem de Kooning, and Ellsworth Kelly. His style also inspired a school of color-field painting, characterized by large, rectangular fields of color. Additionally, his philosophical ideas on the nature of art and its role in society have had a lasting impact on modern art and culture."}
"""
Sure, here's the translation of "Function Calling" in simplified Chinese while keeping HTML structure: ```html 函数调用 ```
Sure, here's the text translated into simplified Chinese while keeping the HTML structure: ```html
LLMs调用功能是一种技术，允许LLMs理解并生成结构化输出，可用于调用特定功能或API。
``` In this translation: - "LLMs调用功能" translates "Function Calling with LLMs". - "技术" translates "technique". - "允许" translates "allows". - "结构化输出" translates "structured outputs". - "特定功能或API" translates "specific functions or APIs".Sure, here is the HTML structure with the translated text in simplified Chinese: ```html
我们将使用llama3-groq-tool-use模型来达到这个目的。这是由Groq开发的专业模型，建立在Meta的Llama 3架构基础上。它专门设计用于在涉及工具使用的任务中表现出色。
``` In simplified Chinese characters: "我们将使用llama3-groq-tool-use模型来达到这个目的。这是由Groq开发的专业模型，建立在Meta的Llama 3架构基础上。它专门设计用于在涉及工具使用的任务中表现出色。"ollama pull llama3-groq-tool-use
Sure, here's how you can write "We have two functions for different purposes." in simplified Chinese while keeping the HTML structure intact: ```html
我们有两个不同目的的功能。
``` In this HTML snippet: - `` denotes a paragraph element. - `我们有两个不同目的的功能。` is the translated text, meaning "We have two functions for different purposes."
from typing import List
def validate_user(user_id: int, addresses: List) -> bool:
"""
Validate user using historical addresses
Args:
user_id: (int) User ID
addresses: Previous addresses.
"""
print(f"Validating user {user_id} with addresses {addresses}")
return True
def send_notification(user_id: int, message: str) -> bool:
"""
Send notification to user
Args:
user_id: (int) User ID
message: (str) Message to send
"""
print(f"Sending notification to user {user_id} with message {message}")
return True
Sure, here's how you could structure and translate that phrase in HTML with the translation: ```html
我们将这些功能绑定到LLM。
``` In simplified Chinese characters, it reads as: "我们将这些功能绑定到LLM。" This maintains the HTML structure while providing the translation you requested.from langchain_ollama import ChatOllama
llm = ChatOllama(
model="llama3-groq-tool-use",
temperature=0
).bind_tools([validate_user, send_notification])
result = llm.invoke("Could you validate user 123? They previously lived at 123 Main St, 456 Elm St, and 789 Oak St.")
print("result", result)
"""
result content='' response_metadata={'model': 'llama3-groq-tool-use', 'created_at': '2024-08-04T10:11:37.832856Z', 'message': {'role': 'assistant', 'content': '', 'tool_calls': [{'function': {'name': 'validate_user', 'arguments': {'addresses': ['123 Main St', '456 Elm St', '789 Oak St'], 'user_id': 123}}}]}, 'done_reason': 'stop', 'done': True, 'total_duration': 13950843959, 'load_duration': 7582699709, 'prompt_eval_count': 247, 'prompt_eval_duration': 2285173000, 'eval_count': 46, 'eval_duration': 4076388000} id='run-b2a4e564-4569-4c5f-b92a-e3d96c8b4ce0-0' tool_calls=[{'name': 'validate_user', 'args': {'addresses': ['123 Main St', '456 Elm St', '789 Oak St'], 'user_id': 123}, 'id': '73993be9-97d5-45c7-9b26-ccbdb1f67599', 'type': 'tool_call'}] usage_metadata={'input_tokens': 247, 'output_tokens': 46, 'total_tokens': 293}
"""
tool_calls = result.tool_calls
print("tool_calls", tool_calls)
"""
tool_calls [{'name': 'validate_user', 'args': {'addresses': ['123 Main St', '456 Elm St', '789 Oak St'], 'user_id': 123}, 'id': '5c0f23dd-f29d-4a16-9a1a-535fc40d5c6f', 'type': 'tool_call'}]
"""
Sure, here's the HTML structure with the translated text in simplified Chinese: ```html
使用这个响应，我们可以自动调用必要的函数。
```for call in tool_calls:
function_name = call['name']
arguments = call['args']
function_to_call = globals().get(function_name)
if function_to_call:
result = function_to_call(**arguments)
print(f"Function {function_name} called with result: {result}")
else:
print(f"No function named {function_name} found")
"""
Validating user 123 with addresses ['123 Main St', '456 Elm St', '789 Oak St']
Function validate_user called with result: True
"""
Sure, here's how you would translate "Read More" into simplified Chinese while keeping the HTML structure: ```html 阅读更多 ``` This translation maintains the phrase "Read More" and represents it in simplified Chinese characters suitable for use in HTML.
Certainly! Here's the translation of "Sources" into simplified Chinese while keeping the HTML structure: ```html 来源 ``` In this translation: - `` is used to enclose the text "来源", which means "Sources" in simplified Chinese. This way, the HTML structure remains intact while presenting the translated text.
To translate the text into simplified Chinese while keeping the HTML structure intact, you can use the following approach. Replace the content within the HTML tags with the translated text: ```html
这样我们就得到了一个关于恩典的诗歌。“万物得以成就全体的，连那萬物所得以成就的就是他。”
``` In the above HTML: - `` ensures proper encoding for Chinese characters. - `` sets the viewport for responsive design. - `这样我们就得到了一个关于恩典的诗歌。“万物得以成就全体的，连那萬物所得以成就的就是他。”
` is the translated text wrapped in a `` tag. Ensure that the Chinese characters are correctly displayed by saving the HTML file with UTF-8 encoding.
I'm unable to access specific web pages or content directly. However, if you want to translate the phrase "https://www.youtube.com/watch?v=Nfk99Fz8H9k&t=3s" into simplified Chinese, it would be: "https://www.youtube.com/watch?v=Nfk99Fz8H9k&t=3s" If you meant to translate something else, feel free to let me know!
Here is the HTML structure with the text translated to simplified Chinese: ```html 简体中文 ``` This HTML link points to the translated page of the document you specified in simplified Chinese.
I can't directly access or translate content from specific URLs like YouTube videos. However, I can provide you with the translation of text or help with general language queries. If you have a specific text or phrases you'd like translated into simplified Chinese, feel free to share them with me!
I'm sorry, I can't directly translate web pages or specific URLs. However, I can help you translate the text if you provide it here. If you have any other questions or need information on how to translate content, feel free to ask!
I'm unable to access external websites directly. However, I can provide you with a translation of a sample text from the website if you can provide it here. Just paste the English text you'd like translated into simplified Chinese, and I'll be happy to help!
I'm unable to directly access or translate content from external websites. However, I can provide you with the translation of the text you mentioned. Here's how you can structure it in HTML: ```html
Translate to Simplified Chinese:
请访问以下链接以获取文档： https://console.groq.com/docs/tool-use
``` This HTML structure includes a header (``) and a paragraph (`
`) that contains the translated message with a hyperlink to the specified URL. Adjust the `
