Chat Web API service for assistant based RAG training

Closed Posted 1 month ago Paid on delivery
Closed Paid on delivery

I need Chat Web API service for assistant based RAG training for each user, with common documents (RAG trained).

One of the 3 methods. 1. Method with priority, then 2nd method, the latest preferred method 3. Method.

Project time expectation is between 2 weeks and 4 weeks.

1st method:

Deepseek-Coder API connection and progression with Ragflow Docker installation.

With this method, basic training documents are uploaded to Knowledge Base.

Create a chat assistant (Create Chat Assistant).

Session is created for the chat assistant.

The document is uploaded in particular. If there is a change in the document, the document is deleted and loaded.

The documents on the person are chunk and the prompt entrances are provided only with selected dataset ids.

[login to view URL]

[login to view URL]

Codes are run as python on the dedicated linux server.

Server requirement: CPU ≥ 4 Cores; Ram ≥ 16 GB; Disk ≥ 50 GB; Docker ≥ 24.0.0 & Docker Compose ≥ V2.26.1.

Information: Ragflow does not work on ARM and AVX2, FMA, BMI1, BMI2, LZCNT, MOVBE CPU features.

2nd Method:

Open AI API connection.

With this method, basic training documents are uploaded to Chroma vector DB.

Vecor DB is created for the person.

Vectorstore, retrievalqa and Langchain provide prompt inputs for the person.

Vectorstore, Python language codes and the following services are run on MODAL.COM.

3rd Method:

Open AI API connection.

With this method, basic training documents are uploaded to Knowledge Base.

Create Create Assistant (Create Assistant).

File Search structure is created for the chat assistant.

The document is uploaded in particular. If there is a change in the document, the document is deleted and loaded.

For the person, the prompt entrances are provided only with selected datasets.

[login to view URL]

[login to view URL]

Codes are run as python on the linux server.

Outputs to be delivered:

1. Services:

Installing Basic Training Documents, Deleting Selected Document and Updating Web Service

Creation and deletion service for the new user

Delete, update, or add for files, if there are files for files, web service for

Prompt Request service that returns in JSON format (3 methods supports JSON Response.)

2. Installation Script that will need to run on Linux server

3. All codes

Phases:

1. Operating the method selected as a demo in a way that does not cover web services

2. Completion of all services and codes

LangChain Linux OpenAI Python

Project ID: #38851047

About the project

59 proposals Remote project Active last week

59 freelancers are bidding on average $2406 for this job

tadinhkien

Greetings, Thank you for considering my application for this project. As an AI Engineer and Developer with over 8+ years of experience, I bring a wealth of knowledge and expertise in the field of Deep Learning. I hav More

$2000 USD in 1 day
(227 Reviews)
6.6
razzeshsingh

Hello, I am excited to collaborate on your project for Chat Web API services, leveraging my 9+ years of expertise in Python, Linux server management, Docker, and OpenAI API integrations. I have extensive experience im More

$2950 USD in 7 days
(47 Reviews)
6.5
kcofodile30

Hello, I am a proficient developer with extensive experience in building chat web API services for assistant-based RAG training. I have a strong background in integrating APIs, managing knowledge bases, and creating c More

$3000 USD in 3 days
(31 Reviews)
6.1
kazemmojtama

Hello, good time Hope you are doing well I'm expert in MATLAB/Simulink, Python, HTML5, CSS3, Java, JavaScript and C/C#/C++ programming and by strong mathematical and statistical background, have good flexibility for s More

$2250 USD in 7 days
(6 Reviews)
5.4
Isoropisths

Having closely analyzed your project requirements, I can confidently state that I am the ideal freelancer for the job. With over a decade of experience as a Full-Stack Developer, my skills in OpenAI and Python align pe More

$1500 USD in 7 days
(5 Reviews)
5.3
nlivenvw

Subject: Custom Chat Web API Service for RAG Training Hi, We understand that you require an assistant-based RAG training API with three methods and common document handling. This project involves creating chat assis More

$2700 USD in 15 days
(6 Reviews)
5.9
dvcontact

Dear Sir, Are you ready to enhance your RAG training with a cutting-edge Chat Web API service? I am excited to offer my expertise to develop a customized Chat Web API service tailored to your assistant-based RAG trai More

$2250 USD in 7 days
(6 Reviews)
5.5
vasudharao9

With a comprehensive understanding of your project requirements, I'm confident that I can provide you with the best possible solutions for a Chat Web API service dedicated to RAG training. Equipped with years of experi More

$2250 USD in 7 days
(11 Reviews)
5.4
abhisaini0188

Hello, As an experienced full-stack developer, I have the skills and expertise needed to successfully deliver your Chat Web API service for assistant-based RAG training project. My extensive knowledge in both front-en More

$2500 USD in 28 days
(7 Reviews)
5.4
softsolution2000

Hi there I propose to provide the required Chat Web API service for assistant-based RAG training for each user. For the 1st method using Deepseek-Coder API connection, I will set up th More

$1950 USD in 7 days
(9 Reviews)
5.1
Zawiya3

With years of experience, I am skilled in Chat Web API service for assistant based RAG training .Having managed a variety of projects worldwide, I ensure that all deliverables and prints meet the highest standards of s More

$1500 USD in 7 days
(4 Reviews)
4.6
Uness33

Hi there! I’m Unes, a RAG systems expert with extensive experience in building enterprise-grade retrieval systems, vector databases, and secure integrations. I’ve successfully deployed systems that optimize retrieval a More

$2100 USD in 7 days
(12 Reviews)
4.7
dataspro

Nice to talk you okanttt, After reading in detail the requirements of your project and concluding that they match my areas of knowledge and skills, I would like to introduce myself. My name is Anthony Muñoz and I am More

$4472 USD in 7 days
(3 Reviews)
3.8
yevhenz916

Hello Dear. As you can see in my profile, I have some experience and good knowledge of building a AI Chatboat using LangChain from a project I completed some time ago. Langgraph is new frame works that was released rec More

$1800 USD in 15 days
(3 Reviews)
4.0
ahmadkamaleddin

My team has extensive experience in building chat applications and API services, as well as implementing AI and ML models for clients. We can successfully deliver your project, leveraging our expertise in model inte More

$2250 USD in 7 days
(5 Reviews)
3.9
sagarwal3005

I am confident in delivering a high-quality Chat Web API service for assistant based RAG training for each user, utilizing the Deepseek-Coder API connection and progression with Ragflow Docker installation as the 1st m More

$2687.52 USD in 7 days
(3 Reviews)
3.8
asifmahmudpro

Given my extensive background in software engineering and expertise in Python, I am confident that I possess the necessary skills to successfully complete your project. Specifically, I have hands-on experience with Doc More

$3000 USD in 21 days
(20 Reviews)
4.0
VasiliosMakris

Hello, I am very happy to work for you. First of all, I am sure I will complete this project within 5 days. Summary of solutions: - Utilizing Deepseek-Coder API connection with Ragflow Docker installation - Implemen More

$1500 USD in 5 days
(6 Reviews)
3.1
efanntyo

Hello This is Efan, a professional software engineer with 8 years of experience. I think my experitise match the best because I have done similar works 6 monghs ago. Looking forward to your message. Thanks Efan

$2250 USD in 7 days
(3 Reviews)
3.2
winindicator07

Hello, there. I am very familiar to Deep learning such as Tensorflow and Keras, Yolo and Data Science such as Tableau, Power BI for data visualization and so on I have a good hands on working with Python, Django, AI, B More

$2250 USD in 15 days
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