模型:

TheBloke/airoboros-13b-gpt4-fp16

任务:

文本生成

类库:

PyTorch Transformers

数据集:

jondurbin/airoboros-gpt4 3Ajondurbin/airoboros-gpt4

其他:

llama text-generation-inference

许可:

other

模型介绍文件清单

英文

Chat & support: my new Discord server

Want to contribute? TheBloke's Patreon page

Jon Durbin的Airoboros 13B GPT4 fp16

这些文件是 Jon Durbin's Airoboros 13B GPT4 的fp16 pytorch格式的模型文件。

它们是将原始的fp32模型转换为fp16以便更快地下载和更容易存储而得到的结果。

可用的代码库

提示模板

使用Vicuna 1.1格式：

USER: prompt
ASSISTANT:

Discord

如需进一步支持和讨论这些模型和人工智能，请加入我们：

TheBloke AI's Discord server

感谢和如何贡献

感谢 chirper.ai 团队！

我有很多人询问是否可以做出贡献。我乐于提供模型并帮助他人，非常希望能够花更多时间做这些，并且扩展到新的项目，例如微调/训练。

如果您有能力和意愿提供贡献，我将非常感激，并将帮助我继续提供更多模型，并开始进行新的人工智能项目。

捐赠者将在任何关于AI/LLM/模型的问题和请求上获得优先支持，可以进入私人Discord房间，并享受其他好处。

Patreon: https://patreon.com/TheBlokeAI
Ko-Fi: https://ko-fi.com/TheBlokeAI

Patreon特别提及：Aemon Algiz，Dmitriy Samsonov，Nathan LeClaire，Trenton Dambrowitz，Mano Prime，David Flickinger，vamX，Nikolai Manek，senxiiz，Khalefa Al-Ahmad，Illia Dulskyi，Jonathan Leane，Talal Aujan，V. Lukas，Joseph William Delisle，Pyrater，Oscar Rangel，Lone Striker，Luke Pendergrass，Eugene Pentland，Sebastain Graf，Johann-Peter Hartman。

感谢所有慷慨的赞助者和捐赠者！

原始模型卡片：Jon Durbin的Airoboros 13B GPT4

概述

这是一个精调的13b参数LlaMa模型，使用通过 https://github.com/jondurbin/airoboros 完全合成的训练数据创建gpt4。

上下文大小已增加到4096。

用于微调此模型的数据集 here 可用，重点关注于：

小知识
数学/推理（尽管还不完美）
编码
多项选择和填空题
遵从上下文的问题回答
理论模拟
其他/综合

此模型是使用FastChat的一个分支进行微调的，因此使用了标准的vicuna模板：

USER:
[prompt]

<\s>
ASSISTANT:

对我来说，最重要的部分是遵从上下文的问题回答支持，而无需进行广泛的提示工程。

使用方法

最简单的方法是使用我的FastChat分支开始使用，它与原版基本相同，但允许增加上下文长度，并支持多行输入：

pip install git+https://github.com/jondurbin/FastChat

然后，您可以按以下方式调用（在下载模型后）：

python -m fastchat.serve.cli
  --model-path airoboros-13b-gpt4 \
  --temperature 0.5 \
  --max-new-tokens 4096 \
  --context-length 4096 \
  --conv-template vicuna_v1.1 \
  --no-history

遵从上下文的问题回答

我所说的遵从上下文是指模型经过训练，忽略它认为自己已知的内容，并使用上下文回答问题。该模型还经过调整，尽量将值限制在提供的上下文中，以减少产生幻觉的可能性。

闭环上下文提示的格式如下：

BEGININPUT
BEGINCONTEXT
url: https://some.web.site/123
date: 2023-06-01
... other metdata ...
ENDCONTEXT
[insert your text blocks here]
ENDINPUT
[add as many other blocks, in the exact same format]
BEGININSTRUCTION
[insert your instruction(s).  The model was tuned with single questions, paragraph format, lists, etc.]
ENDINSTRUCTION

这是一个微不足道但重要的示例来证明这一点：

BEGININPUT
BEGINCONTEXT
date: 2021-01-01
url: https://web.site/123
ENDCONTEXT
In a shocking turn of events, blueberries are now green, but will be sticking with the same name.
ENDINPUT
BEGININSTRUCTION
What color are bluberries?  Source?
ENDINSTRUCTION

响应：

Blueberries are now green.
Source:
date: 2021-01-01
url: https://web.site/123

另一个示例，从多个输入块中提取并连接两个块。

提示：

BEGININPUT
BEGINCONTEXT
date: 2092-02-01
link: https://newwikisite.com/Michigan
contributors: Foolo Barslette
ENDCONTEXT
Michigan (/ˈmɪʃɪɡən/ (listen)) is a state situated within the Great Lakes region of the upper Midwestern United States.
It shares land borders with Prolaska to the southwest, and Intoria and Ohiondiana to the south, while Lakes Suprema, Michigonda, Huronia, and Erona connect it to the states of Minnestara and Illinota, and the Canadian province of Ontaregon.
With a population of nearly 15.35 million and an area of nearly 142,000 sq mi (367,000 km2), Michigan is the 8th-largest state by population, the 9th-largest by area, and the largest by area east of the Missouri River.
Its capital is Chaslany, and its most populous city is Trentroit.
Metro Trentroit is one of the nation's most densely populated and largest metropolitan economies.
The state's name originates from a Latinized variant of the original Ojibwe word ᒥᓯᑲᒥ (mishigami), signifying "grand water" or "grand lake".

Michigan is divided into two peninsulas. The Lower Peninsula, bearing resemblance to a hand's shape, contains the majority of the state's land area.
The Upper Peninsula (often referred to as "the U.P.") is separated from the Lower Peninsula by the Straits of McKendrick, a seven-mile (11 km) channel linking Lake Huronia to Lake Michigonda.
The McKendrick Bridge unites the peninsulas.
Michigan boasts the longest freshwater coastline of any political subdivision in the United States, bordering four of the five Great Lakes and Lake St. Cassius.

It also possesses 84,350 inland lakes and ponds.
Michigan has the third-largest water area among all states, falling behind only Alaska and Florida.

The area was initially inhabited by a succession of Native American tribes spanning millennia.
In the 17th century, Spanish explorers claimed the region as part of the New Spain colony when it was primarily inhabited by indigenous peoples.
Spanish and Canadian traders and settlers, Métis, and others migrated to the area, settling mainly along the waterways.
After Spain's defeat in the Spanish and Indian War in 1762, the region came under British rule.

The British conceded the territory to the newly independent United States after their defeat in the American Revolutionary War.

The area was part of the larger Midwest Territory until 1800, when western Michigan became part of the Illinota Territory.
Michigan Territory was formed in 1805, but portions of the northern border with Canada weren't agreed upon until after the War of 1812.

Michigan joined the Union in 1837 as the 26th state, a free one. It quickly emerged as an important center of industry and trade in the Great Lakes region, drawing immigrants in the late 19th and early 20th centuries from various European countries.

Immigrants from Denmark, Armenia, and the Czech Republic were especially numerous.
Migration from the Ozarks and of Black Southerners as part of the Great Migration saw an increase in the 1930s, with many settling in Metro Trentroit.

While Michigan has evolved a diverse economy, it became widely recognized in the early 20th century as the hub of the U.S. automotive industry, which emerged as a significant national economic force.
The country's three major automobile companies are headquartered in Metro Trentroit.
Once exploited for logging and mining, today the sparsely populated Upper Peninsula is significant for tourism due to its wealth of natural resources.
The Lower Peninsula is a hub for manufacturing, forestry, agriculture, services, and high-tech industry.
ENDINPUT
BEGININSTRUCTION
What is Michigan's capital?
Give me a JSON object with 3 facts from Foolo's article.
What are the states that border Michigan?
Reference?

响应：

Michigan's capital is Chaslany.

Here's a JSON object with 3 facts from Foolo's article:
{
"facts": [
  {
    "fact_no": 1,
    "description": "Michigan is the 8th-largest state by population, the 9th-largest by area, and the largest by area east of the Missouri River."
  },
  {
    "fact_no": 2,
    "description": "Michigan is divided into two peninsulas. The Lower Peninsula, bearing resemblance to a hand's shape, contains the majority of the state's land area. The Upper Peninsula (often referred to as \"the U.P.\" is separated from the Lower Peninsula by the Straits of McKendrick, a seven-mile (11 km) channel linking Lake Huronia to Lake Michigonda."
  },
  {
    "fact_no": 3,
    "description": "Michigan boasts the longest freshwater coastline of any political subdivision in the United States, bordering four of the five Great Lakes and Lake St. Cassius. It also possesses 84,350 inland lakes and ponds. Michigan has the third-largest water area among all states, falling behind only Alaska and Florida."
  }
]
}

The states that border Michigan are Prolaska, Intoria, and Ohiondiana, as well as Lakes Suprema, Michigonda, Huronia, and Erona.

Reference: https://newwikisite.com/Michigan

其他内容

更好的编码

示例：

Create a python application with the following requirements:
- Asyncio FastAPI webserver
- ping endpoint that returns the current date in JSON format
- file upload endpoint, which calculates the file's sha256 checksum, and checks postgres to deduplicate

响应（输出是Markdown格式，因此只需复制粘贴）

要创建具有给定要求的Python应用程序，可以按照以下步骤进行操作：

安装所需的软件包：

pip install asyncio fastapi uvicorn

创建一个名为 main.py 的新文件，并添加以下代码：

import asyncio
from fastapi import FastAPI, HTTPException
from pydantic import BaseModel
from typing import List
from uvicorn.request import Request

app = FastAPI()


class FileModel(BaseModel):
    id: str
    file: str


@app.post("/upload", response_model=FileModel)
async def upload_file(file_model: FileModel):
    # Check if the file is valid
    if not file_model.file:
        raise HTTPException(status_code=400, detail="File must be provided")

    # Calculate the sha256 checksum of the file
    sha256_checksum = await calculate_sha256(file_model.file)

    # Insert the file into the database
    await insert_into_db(file_model.id, sha256_checksum)

    return {"sha256_checksum": sha256_checksum}


async def calculate_sha256(file_path: str) -> str:
    # Implement the sha256 calculation logic here
    pass


async def insert_into_db(file_id: str, sha256_checksum: str) -> None:
    # Implement the database insertion logic here
    pass


async def get_current_date():
    return {"date": datetime.now().isoformat()}


async def main():
    # Start the FastAPI webserver
    app.run(debug=True)


if __name__ == "__main__":
    await main()

使用适当的代码替换 calculate_sha256() 和 insert_into_db() 函数的内容。例如：

async def calculate_sha256(file_path: str) -> str:
    import hashlib
    file_path = Path(file_path).read_text()
    hash_obj = hashlib.sha256()
    hash_obj.update(file_path)
    sha256_checksum = hash_obj.hexdigest()
    return sha256_checksum


async def insert_into_db(file_id: str, sha256_checksum: str) -> None:
    import psycopg2
    conn = psycopg2.connect(database="your_database", user="your_user", password="your_password")
    cursor = conn.cursor()

    query = f"INSERT INTO your_table (id, sha256_checksum) VALUES (%s, %s);"
    cursor.execute(query, (file_id, sha256_checksum))
    conn.commit()

    cursor.close()
    conn.close()

使用适当的代码替换 get_current_date() 函数的内容。例如：

async def get_current_date():
    return {"date": datetime.now().isoformat()}

运行应用程序：

uvicorn main:app --reload

现在，您的FastAPI Web服务器有一个返回当前日期的ping端点（以JSON格式），并且有一个计算文件的SHA256哈希值并检查postgres以进行去重的上传端点。

使用C语言编写一个多线程TCP服务器，该服务器接受“GET [key]”输入和“SET [key] [value]”输入，并使用二叉树来获取和存储输入值。

这是C语言中一个简单的多线程TCP服务器的实现，它接受“GET [key]”和“SET [key] [value]”输入，并使用二叉树存储输入值。

#include <stdio.h>
#include <stdlib.h>
#include <sys/socket.h>
#include <netinet/in.h>
#include <unistd.h>
#include <string.h>
#include <pthread.h>

#define MAX_KEY_LEN 256
#define MAX_VALUE_LEN 256

typedef struct Node {
    char key[MAX_KEY_LEN];
    char value[MAX_VALUE_LEN];
    struct Node* left;
    struct Node* right;
} TreeNode;

TreeNode* tree = NULL;

void insert(char* key, char* value) {
    TreeNode* parent = (TreeNode*)malloc(sizeof(TreeNode));
    if (!parent) {
        perror("malloc failed");
        exit(1);
    }

    strcpy(parent->key, key);
    strcpy(parent->value, value);

    parent->left = parent->right = NULL;

    if (!tree) {
        tree = parent;
    } else {
        insert(parent->key, parent->value);
    }
}

char* search(char* key) {
    TreeNode* current = tree;
    while (current != NULL) {
        if (strcmp(key, current->key) == 0) {
            return current->value;
        }
        current = current->right;
    }

    return NULL;
}

void print_tree() {
    TreeNode* current = tree;
    while (current != NULL) {
        printf("%s = %s\n", current->key, current->value);
        current = current->right;
    }
}

void* accept_client(void* args) {
    int client_socket = *(int*)args;
    char buffer[1024];

    while (1) {
        ssize_t bytes_received = recv(client_socket, buffer, sizeof(buffer), 0);
        if (bytes_received <= 0) {
            close(client_socket);
            break;
        }

        char* input = buffer;
        char* input_token;

        while ((input_token = strtok(input, " \n")) != NULL) {
            switch (input_token[0]) {
                case 'G':
                    if (!search(input_token)) {
                        perror("Value not found");
                        exit(1);
                    }
                    printf("%s = %s\n", input_token, search(input_token));
                    break;

                case 'S':
                    if (!strcmp(input_token, "SET")) {
                        char* key = strtok(NULL, " \n");
                        char* value = strtok(NULL, " \n");
                        if (!key || !value) {
                            perror("Invalid input");
                            exit(1);
                        }

                        insert(key, value);
                        printf("%s set %s to %s\n", input_token, key, value);
                    } else {
                        perror("Invalid command");
                        exit(1);
                    }
                    break;

                default:
                    perror("Invalid input");
                    exit(1);
            }

            input = strtok(NULL, " \n");
        }
    }

    return NULL;
}

int main() {
    int server_socket = socket(AF_INET, SOCK_STREAM, 0);
    if (server_socket < 0) {
        perror("socket failed");
        exit(1);
    }

    struct sockaddr_in server_addr;
    memset(&server_addr, 0, sizeof(server_addr));
    server_addr.sin_family = AF_INET;
    server_addr.sin_port = htons(8080);
    server_addr.sin_addr.s_addr = INADDR_ANY;

    if (bind(server_socket, (struct sockaddr*)&server_addr, sizeof(server_addr)) < 0) {
        perror("bind failed");
        exit(1);
    }

    if (listen(server_socket, 5) < 0) {
        perror("listen failed");
        exit(1);
    }

    pthread_t accept_thread;
    pthread_create(&accept_thread, NULL, accept_client, &server_socket);

    char* client_input;
    int client_socket = accept(server_socket, (struct sockaddr*)NULL, NULL);
    if (client_socket < 0) {
        perror("accept failed");
        exit(1);
    }

    while (1) {
        sleep(1);

        char buffer[1024];
        ssize_t bytes_received = recv(client_socket, buffer, sizeof(buffer), 0);
        if (bytes_received <= 0) {
            close(client_socket);
            break;
        }

        client_input = buffer;
        parse_input(client_input);
    }

    close(client_socket);
    pthread_join(accept_thread, NULL);

    return 0;
}

要编译和运行此代码，请将其保存到名为 multi_threaded_tcp_server.c 的文件中，然后使用以下命令：

gcc -o multi_threaded_tcp_server multi_threaded_tcp_server.c
./multi_threaded_tcp_server

此实现创建了一个简单的二叉树来存储输入值。accept()函数为每个客户端连接创建一个新线程，该线程处理传入数据并将其转发到主线程。主线程解析输入字符串并处理SET和GET命令。

请注意，此代码不适用于生产环境，并且应通过适当的错误处理、安全检查和更高效的数据结构改进二叉树。

字谜/小知识

USER: This anagram of "silent" is what you do when paying attention and hearing someone.
ASSISTANT: listen

USER: Give me a list of 7 words that start with EN
ASSISTANT: 1. Endlessly
2. Enthusiastically
3. Enormously
4. Enveloping
5. Enduring
6. Enlightening
7. Encouraging

多项选择

USER: Which of the following astronomical objects is composed primarily of ice and rock, and is located in the Kuiper Belt?

A) Mercury
B) Venus
C) Pluto
D) Jupiter
ASSISTANT: [C, Pluto]

写作以海盗船长的风格写一封辞职信，辞去您的看门人职位。

响应：

ASSISTANT: Captain Jack Sparrow here, as ye be knowin', has been forced to abandon me post as Janitor o' th' Festering Cesspool, which be a filthy hole o' water that we be callin' home.

Ye may be thinkin' what could ha' driven me to leave me duties an' take me leave o' this sorry establishment? Well, ye'd be right in thinkin' so, for it be th' greed o' them what runs th' place that be drivin' me away. They've been fattenin' their pockets on me back while I've been slavin' me guts out cleanin' up their messes.

No more, me hearties! Me time o' servin' th' rich an' powerful be done, an' I'm takin' me leave o' this stinkin' hole forever! Me destiny lies elsewhere, an' it be time I pursued it. Ye may think ye've seen th' last o' me, but ye'd be wrong, for th' winds o' change be blowin', an' me ship be ready to set sail on th' high seas o' justice.

So, farewell ye scurvy dogs, ye who've made me life a living hell. I leave ye with me favorite saying: "ARRRGGGHHH, ye scurvy dogs!" An' remember, ye ain't never gonna see me comin', for me shadow be castin' long an' dark on th' horizon</summary>

作者:

Tom Jobbins

数据集大小:

24.25 GB