Konko
Konko
Konko API를 LlamaIndex에서 사용해 ChatCompletion과 Completion 모델과 상호작용하는 가이드예요. 콜라보레이터리에서 사용하려면 LlamaIndex 🦙를 설치해야 해요.
출처: 문서
본문
Konko API는 애플리케이션 개발자를 돕기 위해 설계된 완전 관리형 Web API예요.
Konko API는 애플리케이션 개발자에게 다음을 제공하는 완전 관리형 API입니다.
- 애플리케이션에 맞는 올바른 LLM 선택
- 다양한 오픈소스 및 독점 LLM으로 프로토타이핑
- 오픈소스 LLM의 파인튜닝 접근으로 비용의 일부만으로 업계 선두 성능 달성
- Konko AI의 SOC 2 준수, 멀티클라우드 인프라를 사용해 인프라 설정 또는 관리 없이 보안·개인정보·처리량·지연 시간 SLA에 맞는 저비용 프로덕션 API 설정
모델 접근 단계 (Steps to Access Models)
- 사용 가능한 모델 탐색: Konko의 사용 가능한 모델을 먼저 살펴보세요. 각 모델은 서로 다른 사용 사례와 기능을 다룹니다.
- 적합한 엔드포인트 식별: 선택한 모델을 지원하는 엔드포인트(ChatCompletion 또는 Completion)를 확인하세요.
- 모델 선택: 메타데이터와 사용 사례에 얼마나 잘 맞는지에 따라 모델을 선택하세요.
- 프롬프팅 지침: 모델을 선택했으면 프롬프팅 지침을 참고해 효과적으로 소통하세요.
- API 사용: 마지막으로 적절한 Konko API 엔드포인트를 사용해 모델을 호출하고 응답을 받으세요.
이 노트북을 실행하려면 Konko API 키가 필요해요. Konko에 가입하면 만들 수 있어요.
이 예제는 LlamaIndex로 Konko ChatCompletion 모델과 Completion 모델과 상호작용하는 방법을 다룹니다.
%pip install llama-index-llms-konko
!pip install llama-index
ChatMessage 목록으로 chat 호출
KONKO_API_KEY 환경 변수를 설정해야 해요.
import os
os.environ["KONKO_API_KEY"] = "<your-api-key>"
from llama_index.llms.konko import Konko
from llama_index.core.llms import ChatMessage
llm = Konko(model="meta-llama/llama-2-13b-chat")
messages = ChatMessage(role="user", content="Explain Big Bang Theory briefly")
resp = llm.chat([messages])
print(resp)
assistant: The Big Bang Theory is the leading explanation for the origin and evolution of the universe, based on a vast body of observational and experimental evidence. Here's a brief summary of the theory:
1. The universe began as a single point: According to the Big Bang Theory, the universe began as an infinitely hot and dense point called a singularity around 13.8 billion years ago.
2. Expansion and cooling: The singularity expanded rapidly, and as it did, it cooled and particles began to form. This process is known as the "cosmic microwave background radiation" (CMB).
3. Formation of subatomic particles: As the universe expanded and cooled, protons, neutrons, and electrons began to form from the CMB. These particles eventually coalesced into the first atoms, primarily hydrogen and helium.
4. Nucleosynthesis: As the universe continued to expand and cool, more complex nuclei were formed through a process called nucleosynthesis. This process created heavier elements such as deuterium, helium-3, helium-4, and lithium.
5. The first stars and galaxies: As
OpenAI 모델로 chat 호출
OPENAI_API_KEY 환경 변수를 설정해야 해요.
import os
os.environ["OPENAI_API_KEY"] = "<your-api-key>"
llm = Konko(model="gpt-3.5-turbo")
message = ChatMessage(role="user", content="Explain Big Bang Theory briefly")
resp = llm.chat([message])
print(resp)
assistant: The Big Bang Theory is a scientific explanation for the origin and evolution of the universe. According to this theory, the universe began as a singularity, an extremely hot and dense point, approximately 13.8 billion years ago. It then rapidly expanded and continues to expand to this day. As the universe expanded, it cooled down, allowing matter and energy to form. Over time, galaxies, stars, and planets formed through gravitational attraction. The Big Bang Theory is supported by various pieces of evidence, such as the observed redshift of distant galaxies and the cosmic microwave background radiation.
스트리밍 (Streaming)
message = ChatMessage(role="user", content="Tell me a story in 250 words")
resp = llm.stream_chat([message], max_tokens=1000)
for r in resp:
print(r.delta, end="")
Once upon a time in a small village, there lived a young girl named Lily. She was known for her kind heart and love for animals. Every day, she would visit the nearby forest to feed the birds and rabbits.
One sunny morning, as Lily was walking through the forest, she stumbled upon a wounded bird with a broken wing. She carefully picked it up and decided to take it home. Lily named the bird Ruby and made a cozy nest for her in a small cage.
Days turned into weeks, and Ruby's wing slowly healed. Lily knew it was time to set her free. With a heavy heart, she opened the cage door, and Ruby hesitantly flew away. Lily watched as Ruby soared high into the sky, feeling a sense of joy and fulfillment.
As the years passed, Lily's love for animals grew stronger. She started rescuing and rehabilitating injured animals, creating a sanctuary in the heart of the village. People from far and wide would bring her injured creatures, knowing that Lily would care for them with love and compassion.
Word of Lily's sanctuary spread, and soon, volunteers came forward to help her. Together, they built enclosures, planted trees, and created a safe haven for all creatures big and small. Lily's sanctuary became a place of hope and healing, where animals found solace and humans learned the importance of coexistence.
Lily's dedication and selflessness inspired others to follow in her footsteps. The village transformed into a community that valued and protected its wildlife. Lily's dream of a harmonious world, where humans and animals lived in harmony, became a reality.
And so, the story of Lily and her sanctuary became a legend, passed down through generations. It taught people the power of compassion and the impact one person can have on the world. Lily's legacy lived on, reminding everyone that even the smallest act of kindness can create a ripple effect of change.
프롬프트로 complete 호출
llm = Konko(model="numbersstation/nsql-llama-2-7b", max_tokens=100)
text = """CREATE TABLE stadium (
stadium_id number,
location text,
name text,
capacity number,
highest number,
lowest number,
average number
)
CREATE TABLE singer (
singer_id number,
name text,
country text,
song_name text,
song_release_year text,
age number,
is_male others
)
CREATE TABLE concert (
concert_id number,
concert_name text,
theme text,
stadium_id text,
year text
)
CREATE TABLE singer_in_concert (
concert_id number,
singer_id text
)
-- Using valid SQLite, answer the following questions for the tables provided above.
-- What is the maximum capacity of stadiums ?
SELECT"""
response = llm.complete(text)
print(response)
MAX(capacity) FROM stadiumm</s>
llm = Konko(model="phind/phind-codellama-34b-v2", max_tokens=100)
text = """### System Prompt
You are an intelligent programming assistant.
### User Message
Implement a linked list in C++
### Assistant
..."""
resp = llm.stream_complete(text, max_tokens=1000)
for r in resp:
print(r.delta, end="")
```cpp
#include<iostream>
using namespace std;
// Node structure
struct Node {
int data;
Node* next;
};
// Class for LinkedList
class LinkedList {
private:
Node* head;
public:
LinkedList() : head(NULL) {}
void addNode(int n) {
Node* newNode = new Node;
newNode->data = n;
newNode->next = head;
head = newNode;
}
void printList() {
Node* cur = head;
while(cur != NULL) {
cout << cur->data << " -> ";
cur = cur->next;
}
cout << "NULL" << endl;
}
};
int main() {
LinkedList list;
list.addNode(1);
list.addNode(2);
list.addNode(3);
list.printList();
return 0;
}
This program creates a simple linked list with a Node structure and a LinkedList class. The addNode function is used to add nodes to the list, and the printList function is used to print the list. The main function creates a LinkedList object, adds some nodes, and then prints the list.
### 모델 설정 (Model Configuration)
```python
llm = Konko(model="meta-llama/llama-2-13b-chat")
resp = llm.stream_complete(
"Show me the c++ code to send requests to HTTP Server", max_tokens=1000
)
for r in resp:
print(r.delta, end="")
Sure, here's an example of how you can send a request to an HTTP server using C++:
First, you'll need to include the `iostream` and `string` headers:
```cpp
#include <iostream>
#include <string>
Next, you'll need to use the std::string class to create a string that contains the HTTP request. For example, to send a GET request to the server, you might use the following code:
std::string request = "GET /path/to/resource HTTP/1.1\r\n";
request += "Host: www.example.com\r\n";
request += "User-Agent: My C++ HTTP Client\r\n";
request += "Accept: */*\r\n";
request += "Connection: close\r\n\r\n";
This code creates a string that contains the GET request, including the request method, the URL, and the HTTP headers.
Next, you'll need to create a socket using the socket function:
int sock = socket(AF_INET, SOCK_STREAM, 0);
This function creates a socket that can be used to send and receive data over the network.
Once you have a socket, you can send the request to the server using the send function:
send(sock, request.c_str(), request.size(), 0);
This function sends the request to the server over the socket. The c_str method returns a pointer to the string's data, which is passed to the send function. The size method returns the length of the string, which is also passed to the send function.
Finally, you'll need to read the response from the server using the recv function:
char buffer[1024];
int bytes_received = recv(sock, buffer, 1024, 0);
This function reads data from the server and stores it in the buffer array. The bytes_received variable is set to the number of bytes that were received.
Here's the complete code:
#include <iostream>
#include <string>
#include <sys/socket.h>
#include <netinet/in.h>
#include <arpa/inet.h>
int main() {
// Create a socket
int sock = socket(AF_INET, SOCK_STREAM, 0);
// Create a string that contains the HTTP request
std::string request = "GET /path/to/resource HTTP/1.1\r\n";
request += "Host: www.example.com\r\n";
request += "User-Agent: My C++ HTTP Client\r\n";
request += "Accept: */*\r\n";
request += "Connection: close\r\n\r\n";
// Send the request to the server
send(sock, request.c_str(), request.size(), 0);
// Read the response from the server
char buffer[1024];
int bytes_received = recv(sock, buffer, 1024, 0);
// Print the response
std::cout << "Response: " << buffer << std::endl;
// Close the socket
close(sock);
return 0;
}
This code sends a GET request to the server, reads the response, and prints it to the console. Note that this is just a simple example, and in a real-world application you would probably want to handle errors and manage the socket more robustly.
## 더 알아보기 (Learn more)
- [Konko](https://www.konko.ai/)
- [Konko 문서](https://docs.konko.ai/)