Fluidstack VS LLaMA-Factory Online
Compare Fluidstack VS LLaMA-Factory Online, what is the difference between Fluidstack and LLaMA-Factory Online?
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Summarize
Fluidstack summarize
Fluidstack Landing Page
LLaMA-Factory Online summarize
LLaMA-Factory Online Landing Page
Compare Details
Fluidstack details
| Categories | AI Developer Tools, AI Models, Large Language Models (LLMs) |
| Fluidstack Website | https://fluidstack.io?utm_source=toolify |
| Added Time | December 25 2023 |
| Fluidstack Pricing | -- |
LLaMA-Factory Online details
| Categories | AI Developer Tools, No-Code&Low-Code, AI Models, Large Language Models (LLMs), Open Source AI Models |
| LLaMA-Factory Online Website | https://www.llamafactory.com.cn/?utm_source=dhwz_toolify |
| Added Time | December 23 2025 |
| LLaMA-Factory Online Pricing | -- |
Comparison of usage
How to use Fluidstack?
To use Fluidstack, you can either reserve a large-scale GPU cluster for AI training and inference or launch on-demand GPU instances. The platform offers fully managed Kubernetes or Slurm environments, and you can contact their engineers for support.
How to use LLaMA-Factory Online?
Start Fine-tuning in 3 Simple Steps： 1. Prepare Data & Models Upload your datasets to the platform seamlessly via SFTP or other supported methods. 2. Configure & Launch Select your base model and configure key parameters in our visual interface. Choose Quick Mode for a fast start or Expert Mode for deep customization. Select the pricing plan that fits your budget and timeline, then launch the task with a single click. 3. Monitor & Evaluate Track training loss and resource usage in real-time with built-in tools like LlamaBoard and TensorBoard. Once finished, quantify the results using Model Evaluation, or verify performance instantly via the Model Chat feature.
Compare Pros between Fluidstack and LLaMA-Factory Online
Core features of Fluidstack
- Access to thousands of NVIDIA GPUs (H100, A100, H200, GB200)
- Fully managed infrastructure with Slurm and Kubernetes
- Large scale GPU clusters for training and inference
- On-demand GPU instances
- 24/7 support with 15-minute response times
- 99% uptime guarantee
Core features of LLaMA-Factory Online
- Extensive Model Library (100+ Models) Choose from over 100 mainstream open-source models, including LLaMA, Qwen, DeepSeek, GPT-OSS, and many more.
- Comprehensive Training Methods Supports the full training lifecycle: Pre-training, SFT (Supervised Fine-Tuning), Reward Modeling, and Alignment techniques like PPO, DPO, and KTO.
- Flexible Precision & Quantization Tailor your resource usage with 16-bit Full Fine-tuning, Freeze-tuning, LoRA, and QLoRA (supporting 2/3/4/5/6/8-bit quantization).
- Cutting-edge Optimization Algorithms Stay ahead with integrated state-of-the-art optimization techniques, including GaLore, BAdam, LoRA+, PiSSA, DoRA, and rsLoRA.
- Robust Experiment Tracking Monitor training in real-time with built-in support for LlamaBoard, TensorBoard, WandB, MLflow, and SwanLab.
- High-Efficiency Acceleration Maximize speed with FlashAttention-2 and Unsloth acceleration operators, supporting both Transformers and vLLM inference engines.
Compare Use Cases
Use cases for Fluidstack
- Training large AI models
- Running inference at scale
- Deploying and managing GPU clusters
- Accelerating machine learning product development
Use cases for LLaMA-Factory Online
- Automated Chinese Essay Grader Built with Qwen3-vl-30B-A3B-Instruct for intelligent scoring and feedback.
- Specialized AI Ticketing Assistant A customized customer service agent powered by Qwen2.5-14B-Instruct.
- Low-Cost Fine-tuning for Massive MoE Models Efficiently fine-tuning DeepSeek-V3 using KTransformers optimization.
- Medical Imaging Analysis A practical fine-tuning case for healthcare diagnostics using Qwen3-vl-30B-A3B-Instruct.
- Lightweight Smart Home Model Deployed on Qwen3-4B for efficient, edge-based home automation control.
- Legal AI Agent A specialized legal assistant constructed with LightLLM and LlamaIndex.
Fluidstack's traffic
Fluidstack is the one with 152.6K monthly visits and 00:01:38 Avg.visit duration. Fluidstack has a Page per visit of 2.99 and a bounce rate of 42.36%.
Visit Over Time
| Monthly Visits | 152.6K |
| Avg·visit Duration | 00:01:38 |
| Page per Visit | 2.99 |
| Bounce Rate | 42.36% |
LLaMA-Factory Online's traffic
LLaMA-Factory Online is the one with 579 monthly visits and 00:00:00 Avg.visit duration. LLaMA-Factory Online has a Page per visit of 1.09 and a bounce rate of 34.21%.
Visit Over Time
| Monthly Visits | 579 |
| Avg·visit Duration | 00:00:00 |
| Page per Visit | 1.09 |
| Bounce Rate | 34.21% |
Geography
The top 5 countries/regions for Fluidstack are:United States 85.18%, United Kingdom 7.17%, India 2.20%, Canada 1.57%, France 1.29%
Top 5 Countries/regions
 | 85.18% |
 | 7.17% |
 | 2.20% |
 | 1.57% |
 | 1.29% |
Geography
Sorry, there are no data
Traffic Sources
The 6 main sources of traffic to Fluidstack are:vs_sourcesSearchOrganic 45.26%, Direct 31.77%, vs_sourcesSocialOrganic 17.38%, Referrals 2.90%, vs_sourcesSocialPaid 1.40%, Mail 1.27%, vs_sourcesGenAi 0.02%, vs_sourcesAffiliate 0.00%, vs_sourcesDisplayAds 0.00%, vs_sourcesSearchPaid 0.00%
vs_sourcesSearchOrganic | 45.26% |
Direct | 31.77% |
vs_sourcesSocialOrganic | 17.38% |
Referrals | 2.90% |
vs_sourcesSocialPaid | 1.40% |
Mail | 1.27% |
vs_sourcesGenAi | 0.02% |
vs_sourcesAffiliate | 0.00% |
vs_sourcesDisplayAds | 0.00% |
vs_sourcesSearchPaid | 0.00% |
Traffic Sources
The 6 main sources of traffic to LLaMA-Factory Online are:Mail 0, vs_sourcesGenAi 0, Direct 0, vs_sourcesAffiliate 0, Referrals 0, vs_sourcesDisplayAds 0, vs_sourcesSearchPaid 0, vs_sourcesSocialPaid 0, vs_sourcesSearchOrganic 0, vs_sourcesSocialOrganic 0
Mail | 0 |
vs_sourcesGenAi | 0 |
Direct | 0 |
vs_sourcesAffiliate | 0 |
Referrals | 0 |
vs_sourcesDisplayAds | 0 |
vs_sourcesSearchPaid | 0 |
vs_sourcesSocialPaid | 0 |
vs_sourcesSearchOrganic | 0 |
vs_sourcesSocialOrganic | 0 |
Which is better: Fluidstack or LLaMA-Factory Online?
Fluidstack might be a bit more popular than LLaMA-Factory Online.As you can see, Fluidstack has 152.6K monthly visits, while LLaMA-Factory Online has 579 monthly visits. So more people choose Fluidstack. So the odds are that people will recommend Fluidstack more on social platforms.
Fluidstack has an Avg.visit duration of 00:01:38, while LLaMA-Factory Online has an Avg.visit duration of 00:00:00. Also, Fluidstack has a page per visit of 2.99 and a Bounce Rate of 42.36%. LLaMA-Factory Online has a page per visit of 1.09 and a Bounce Rate of 34.21%.
The main users of Fluidstack are United States, United Kingdom, India, Canada, France, with the following distribution: 85.18%, 7.17%, 2.20%, 1.57%, 1.29%.
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