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+model.layers.77.mlp.experts.down_proj_weight_quantizers.250 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=3.44e-01 calibrator=MaxCalibrator quant)
+model.layers.77.mlp.experts.down_proj_weight_quantizers.251 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=2.09e-01 calibrator=MaxCalibrator quant)
+model.layers.77.mlp.experts.down_proj_weight_quantizers.252 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=3.75e-01 calibrator=MaxCalibrator quant)
+model.layers.77.mlp.experts.down_proj_weight_quantizers.253 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=2.93e-01 calibrator=MaxCalibrator quant)
+model.layers.77.mlp.experts.down_proj_weight_quantizers.254 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=2.13e-01 calibrator=MaxCalibrator quant)
+model.layers.77.mlp.experts.down_proj_weight_quantizers.255 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e+00 calibrator=MaxCalibrator quant)
+model.layers.77.mlp.shared_experts.gate_proj.input_quantizer TensorQuantizer(disabled)
+model.layers.77.mlp.shared_experts.gate_proj.output_quantizer TensorQuantizer(disabled)
+model.layers.77.mlp.shared_experts.gate_proj.weight_quantizer TensorQuantizer(disabled)
+model.layers.77.mlp.shared_experts.up_proj.input_quantizer TensorQuantizer(disabled)
+model.layers.77.mlp.shared_experts.up_proj.output_quantizer TensorQuantizer(disabled)
+model.layers.77.mlp.shared_experts.up_proj.weight_quantizer TensorQuantizer(disabled)
+model.layers.77.mlp.shared_experts.down_proj.input_quantizer TensorQuantizer(disabled)
+model.layers.77.mlp.shared_experts.down_proj.output_quantizer TensorQuantizer(disabled)
+model.layers.77.mlp.shared_experts.down_proj.weight_quantizer TensorQuantizer(disabled)
+lm_head.input_quantizer TensorQuantizer(disabled)
+lm_head.output_quantizer TensorQuantizer(disabled)
+lm_head.weight_quantizer TensorQuantizer(disabled)
+40971 TensorQuantizers found in model
diff --git a/README.md b/README.md
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index 0000000000000000000000000000000000000000..d445a1579e95a6e07707f17b95c6746cb83afac0
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+++ b/README.md
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+---
+pipeline_tag: text-generation
+base_model:
+- zai-org/GLM-5.2
+license: mit
+library_name: Model Optimizer
+tags:
+- nvidia
+- ModelOpt
+- GLM-5
+- quantized
+- 4-bit precision
+- FP4
+- fp4
+---
+
+# Model Overview
+
+## Description:
+The NVIDIA GLM-5.2 NVFP4 model is the quantized version of ZAI’s GLM-5.2 model, which is an auto-regressive language model that uses an optimized transformer architecture. GLM-5.2 is a Mixture-of-Experts (MoE) model for reasoning and coding that uses sparse attention (with an IndexShare indexer) to support a long context. For more information, please check [here](https://huggingface.co/zai-org/GLM-5.2). The NVIDIA GLM-5.2 NVFP4 model is quantized with [Model Optimizer](https://github.com/NVIDIA/Model-Optimizer).
+
+This model is ready for commercial or non-commercial use.
+
+### License/Terms of Use:
+**GOVERNING TERMS:** Use of the model is governed by the [MIT License](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/mit.md), same as the base model.
+
+### Deployment Geography:
+Global
+
+### Use Case:
+Developers looking to take off-the-shelf, pre-quantized models for deployment in AI Agent systems, chatbots, RAG systems, and other AI-powered applications.
+
+### Release Date:
+Hugging Face 06/25/2026 via https://huggingface.co/nvidia/GLM-5.2-NVFP4
+
+## References
+Nvidia Model Optimizer: https://github.com/NVIDIA/Model-Optimizer
+
+## Model Architecture:
+**Architecture Type:** Transformers
+**Network Architecture:** GLM-5.2 (`GlmMoeDsaForCausalLM`)
+**Number of Model Parameters:** 753B in total and 40B activated
+
+## Input:
+**Input Type(s):** Text
+**Input Format(s):** String
+**Input Parameters:** One-Dimensional (1D)
+**Other Properties Related to Input:** Context length up to 1M
+
+## Output:
+**Output Type(s):** Text
+**Output Format:** String
+**Output Parameters:** 1D (One-Dimensional): Sequences
+**Other Properties Related to Output:** None
+
+Our AI models are designed and/or optimized to run on NVIDIA GPU-accelerated systems. By leveraging NVIDIA’s hardware (e.g. GPU cores) and software frameworks (e.g., CUDA libraries), the model achieves faster training and inference times compared to CPU-only solutions.
+
+## Software Integration:
+**Supported Runtime Engine(s):**
+* SGLang
+* vLLM
+
+**Supported Hardware Microarchitecture Compatibility:**
+* NVIDIA Blackwell
+
+**Preferred Operating System(s):**
+* Linux
+
+The integration of foundation and fine-tuned models into AI systems requires additional testing using use-case-specific data to ensure safe and effective deployment. Following the V-model methodology, iterative testing and validation at both unit and system levels are essential to mitigate risks, meet technical and functional requirements, and ensure compliance with safety and ethical standards before deployment.
+
+## Model Version(s):
+The model version is NVFP4 1.0 version and is quantized with nvidia-modelopt **v0.46.0**
+
+## Training, Testing, and Evaluation Datasets:
+We calibrated the model using the dataset noted below, and performed evaluation using the benchmarks noted under Evaluation Datasets.
+We did not perform training or testing for this Model Optimizer release. The methods noted under Training and Testing Datasets below represent the data collection and labeling methods used by the third-party to train and test the underlying model.
+
+## Training Dataset:
+**Data Modality:** Undisclosed
+**Data Collection Method by dataset:** Undisclosed
+**Labeling Method by dataset:** Undisclosed
+**Properties:** Undisclosed
+
+## Testing Dataset:
+**Data Collection Method by dataset:** Undisclosed
+**Labeling Method by dataset:** Undisclosed
+**Properties:** Undisclosed
+
+## Evaluation Dataset:
+**Datasets:** GPQA Diamond, SciCode, IFBench, AA-LCR, τ²-Bench Telecom
+**Data Collection Method by dataset:** Hybrid: Automated, Human
+**Labeling Method by dataset:** Hybrid: Human, Automated
+**Properties:** We evaluated the model on text-based reasoning, coding, long-context recall, and agentic tool-use benchmarks: GPQA Diamond contains 448 graduate-level multiple-choice questions written by domain experts in biology, physics, and chemistry; SciCode evaluates scientific coding capabilities; IFBench is a benchmark for evaluating instruction-following capabilities across diverse and structured task constraints; AA-LCR (Artificial Analysis Long Context Recall) evaluates a model's ability to accurately retrieve and recall information from long input contexts; τ²-Bench Telecom evaluates agentic tool-use and policy-adherence capabilities in dual-control telecom customer-service scenarios where the model interacts with a simulated user and external tools to resolve account issues.
+
+## Inference:
+**Acceleration Engine:** SGLang, vLLM
+**Test Hardware:** NVIDIA B200
+ NVIDIA B300
+
+## Post Training Quantization
+This model was obtained by quantizing the weights and activations of GLM-5.2 to NVFP4 data type, ready for inference with SGLang and vLLM. Only the weights and activations of the linear operators within transformer blocks in MoE experts are quantized. The shared expert is not quantized.
+
+## Usage
+
+### SGLang
+
+This checkpoint was served with the latest SGLang image (`lmsysorg/sglang:latest`). GLM-5.2's `glm_moe_dsa` architecture requires `transformers>=5.3.0`, which we installed in the container before launching the server. You can also use `lmsysorg/sglang:dev-glm52-nvfp4`
+
+```sh
+pip install -U "transformers>=5.3.0" && \
+python3 -m sglang.launch_server \
+ --model nvidia/GLM-5.2-NVFP4 \
+ --tensor-parallel-size 8 \
+ --quantization modelopt_fp4 \
+ --tool-call-parser glm47 \
+ --reasoning-parser glm45 \
+ --trust-remote-code \
+ --chunked-prefill-size 16384 \
+ --mem-fraction-static 0.80
+```
+
+### vLLM
+
+To serve this checkpoint with [vLLM](https://github.com/vllm-project/vllm), use the `vllm/vllm-openai:v0.23.0` image and run:
+
+```sh
+vllm serve nvidia/GLM-5.2-NVFP4 \
+ --tensor-parallel-size 8 \
+ --enable-expert-parallel \
+ --trust-remote-code \
+ --reasoning-parser glm45 \
+ --tool-call-parser glm47 \
+ --enable-auto-tool-choice \
+ --kv-cache-dtype fp8_e4m3 \
+ --host 0.0.0.0 --port 8000
+```
+
+## Evaluation
+The accuracy benchmark results are presented in the table below. AA-LCR was measured with SGLang; all other benchmarks were measured with vLLM.
+
| Precision + | +GPQA Diamond + | +SciCode + | +IFBench + | +AA-LCR + | +τ²-Bench Telecom + | +
| baseline (FP8) + | +89.52 + | +49.85 + | +74.95 + | +69.38 + | +97.9 + | +
| NVFP4 + | +89.39 + | +49.04 + | +75.81 + | +70.13 + | +98.25 + | +