What are the hardware requirements for ToolSpace 744B A40B?

ToolSpace 744B A40B requires approximately 184.2 GB of VRAM and supports a context window of 1024K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed ToolSpace 744B A40B and how large is it?

ToolSpace 744B A40B is developed by dongguanting, a model with 753.3b parameters. The model is published as open weights on Hugging Face and indexed on LLM Explorer with full benchmark history.

Where can I download or evaluate ToolSpace 744B A40B?

ToolSpace 744B A40B is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

ToolSpace 744B A40B by dongguanting — VRAM 184.2GB, 1024K context

Name: ToolSpace 744B A40B
Author: dongguanting

ToolSpace 744B A40B is an open-source language model by dongguanting. Features: 753.3b LLM, VRAM: 184.2GB, Context: 1024K, License: mit, MoE, LLM Explorer Score: 0.32.

Agent Base model:finetune:zai-org/gl... Base model:zai-org/glm-5.2 Conversational Endpoints compatible Function-calling Glm moe dsa Long-horizon Moe Region:us Safetensors Sharded Tensorflow Tool-use Toolspace

Model Card on HF 🤗: https://huggingface.co/dongguanting/ToolSpace-744B-A40B

ToolSpace 744B A40B Parameters and Internals

LLM Name	ToolSpace 744B A40B
Repository 🤗	https://huggingface.co/dongguanting/ToolSpace-744B-A40B
Base Model(s)	zai-org/GLM-5.2 zai-org/GLM-5.2
Model Size	753.3b
Required VRAM	184.2 GB
Updated	2026-10-30
Maintainer	dongguanting
Model Type	glm_moe_dsa
Model Files	4.2 GB: 1-of-353 4.3 GB: 2-of-353 4.1 GB: 3-of-353 4.3 GB: 4-of-353 4.3 GB: 5-of-353 4.3 GB: 6-of-353 4.3 GB: 7-of-353 4.3 GB: 8-of-353 4.3 GB: 9-of-353 4.3 GB: 10-of-353 4.3 GB: 11-of-353 4.3 GB: 12-of-353 4.3 GB: 13-of-353 4.2 GB: 14-of-353 4.3 GB: 15-of-353 4.3 GB: 16-of-353 4.3 GB: 17-of-353 4.3 GB: 18-of-353 4.3 GB: 19-of-353 4.3 GB: 20-of-353 4.3 GB: 21-of-353 4.3 GB: 22-of-353 4.3 GB: 23-of-353 4.3 GB: 24-of-353 4.1 GB: 25-of-353 4.3 GB: 26-of-353 4.3 GB: 27-of-353 4.3 GB: 28-of-353 4.3 GB: 29-of-353 4.2 GB: 30-of-353 4.3 GB: 31-of-353 4.3 GB: 32-of-353 4.3 GB: 33-of-353 4.3 GB: 34-of-353 4.3 GB: 35-of-353 4.3 GB: 36-of-353 4.3 GB: 37-of-353 4.3 GB: 38-of-353 4.3 GB: 39-of-353 4.3 GB: 40-of-353 4.3 GB: 41-of-353 4.3 GB: 42-of-353 4.3 GB: 43-of-353
Model Architecture	GlmMoeDsaForCausalLM
License	mit
Context Length	1048576
Model Max Length	1048576
Transformers Version	5.17.0
Vocabulary Size	154880

Rank the ToolSpace 744B A40B capabilities

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Instruction Following and Task Automation
Factuality and Completeness of Knowledge
Censorship and Alignment
Data Analysis and Insight Generation
Text Generation
Text Summarization and Feature Extraction
Code Generation
Multi-Language Support and Translation

Best Alternatives to ToolSpace 744B A40B

Best Alternatives	Context / RAM	Downloads	Likes
GLM 5.3	1024K / 232.2 GB	8804	1255
GLM 5.2	1024K / 232 GB	2391730	4875
Atria Dawn Preview	1024K / 183.2 GB	1688	248
...3 F.U AnthraClaud Edition BF16	1024K / 428 GB	1259	60
GLM 5.3 NVFP4	1024K / 465.2 GB	1973	3
GLM 5.3 DERISKED BF16	1024K / 428 GB	164	61
GLM 5.3 BF16	1024K / 237.4 GB	482	24
GLM 5.3 CYBERSECURITY FP8	1024K / 112.6 GB	227	29
GLM 5.3 MXFP4	1024K / 132.2 GB	649	1
Macaron V1.1	1024K / 221.2 GB	202	8

Note: green Score (e.g. "73.2") means that the model is better than dongguanting/ToolSpace-744B-A40B.