GLM-Z1-Rumination-32B-0414 is a specialized deep reasoning model from the GLM-4 family, featuring 32 billion parameters and designed to perform complex research and analytical tasks. Unlike standard deep-thinking models, the Rumination version is capable of extended deliberation, enabling it to effectively tackle comprehensive tasks such as writing comparative analytical reviews or developing strategic development plans.
The model was trained using scalable end-to-end reinforcement learning, where responses were evaluated against reference solutions or specialized rubrics. During the reasoning process, GLM-Z1-Rumination-32B-0414 can utilize external search tools to locate and analyze information, significantly expanding its capabilities. The training process placed particular emphasis on developing skills in academic writing, generating complex reports, and producing analytical content. As a result, the model demonstrates significant progress in tasks requiring logical analysis, information structuring, justification of conclusions, and generating texts in the style of scientific publications and analytical reviews.
GLM-Z1-Rumination-32B-0414 supports context lengths of up to 128K tokens, making it especially effective for tasks involving the analysis of large data volumes, writing long-form texts, and conducting in-depth research.
| Model Name | Context | Type | GPU | Status | Link |
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There are no public endpoints for this model yet.
An endpoint is a server with pre-installed software that automatically downloads neural network weights and launches an OpenAI-compatible API to handle incoming requests.
A private endpoint is created within the user's project, belongs exclusively to the user, and is billed per server configuration in accordance with the infrastructure pricing.
We recommend creating private endpoints when you need to:
| Name | GPU | TPS | Max Concurrency | |||
|---|---|---|---|---|---|---|
131,072.0 |
1 | $4.74 | 2.126 | Launch | ||
131,072.0 tensor |
2 | $4.93 | 37.09 | 2.628 | Launch | |
131,072.0 tensor |
2 | $4.94 | 2.628 | Launch | ||
131,072.0 tensor |
4 | $5.76 | 1.505 | Launch | ||
131,072.0 pipeline |
6 | $5.84 | 1.560 | Launch | ||
131,072.0 tensor |
8 | $6.04 | 3.158 | Launch | ||
131,072.0 tensor |
8 | $7.52 | 3.148 | Launch | ||
131,072.0 tensor |
2 | $7.85 | 2.623 | Launch | ||
131,072.0 tensor |
2 | $8.17 | 3.422 | Launch | ||
131,072.0 tensor |
2 | $9.41 | 6.280 | Launch | ||
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