Chat Web API service for assistant based RAG training
$1500-3000 USD
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
Project ID: #38851047
About the project
59 freelancers are bidding on average $2406 for this job
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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