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- .gitattributes +2 -0
- LICENSE +21 -0
- README.md +85 -0
- chat_template.jinja +119 -0
- config.json +1603 -0
- generation_config.json +12 -0
- model-00001-of-00282.safetensors +3 -0
- model-00002-of-00282.safetensors +3 -0
- model-00003-of-00282.safetensors +3 -0
- model-00004-of-00282.safetensors +3 -0
- model-00005-of-00282.safetensors +3 -0
- model-00006-of-00282.safetensors +3 -0
- model-00007-of-00282.safetensors +3 -0
- model-00008-of-00282.safetensors +3 -0
- model-00009-of-00282.safetensors +3 -0
- model-00010-of-00282.safetensors +3 -0
- model-00011-of-00282.safetensors +3 -0
- model-00012-of-00282.safetensors +3 -0
- model-00013-of-00282.safetensors +3 -0
- model-00014-of-00282.safetensors +3 -0
- model-00015-of-00282.safetensors +3 -0
- model-00016-of-00282.safetensors +3 -0
- model-00017-of-00282.safetensors +3 -0
- model-00018-of-00282.safetensors +3 -0
- model-00019-of-00282.safetensors +3 -0
- model-00020-of-00282.safetensors +3 -0
- model-00021-of-00282.safetensors +3 -0
- model-00022-of-00282.safetensors +3 -0
- model-00023-of-00282.safetensors +3 -0
- model-00024-of-00282.safetensors +3 -0
- model-00025-of-00282.safetensors +3 -0
- model-00026-of-00282.safetensors +3 -0
- model-00027-of-00282.safetensors +3 -0
- model-00028-of-00282.safetensors +3 -0
- model-00029-of-00282.safetensors +3 -0
- model-00030-of-00282.safetensors +3 -0
- model-00031-of-00282.safetensors +3 -0
- model-00032-of-00282.safetensors +3 -0
- model-00033-of-00282.safetensors +3 -0
- model-00034-of-00282.safetensors +3 -0
- model-00035-of-00282.safetensors +3 -0
- model-00036-of-00282.safetensors +3 -0
- model-00037-of-00282.safetensors +3 -0
- model-00038-of-00282.safetensors +3 -0
- model-00039-of-00282.safetensors +3 -0
- model-00040-of-00282.safetensors +3 -0
- model-00041-of-00282.safetensors +3 -0
- model-00042-of-00282.safetensors +3 -0
- model-00043-of-00282.safetensors +3 -0
- model-00044-of-00282.safetensors +3 -0
.gitattributes
CHANGED
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@@ -33,3 +33,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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tokenizer.json filter=lfs diff=lfs merge=lfs -text
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model.safetensors.index.json filter=lfs diff=lfs merge=lfs -text
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LICENSE
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MIT License
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Copyright (c) 2026 Zhipu AI
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Permission is hereby granted, free of charge, to any person obtaining a copy
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of this software and associated documentation files (the "Software"), to deal
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in the Software without restriction, including without limitation the rights
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to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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copies of the Software, and to permit persons to whom the Software is
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furnished to do so, subject to the following conditions:
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The above copyright notice and this permission notice shall be included in all
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copies or substantial portions of the Software.
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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SOFTWARE.
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README.md
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---
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license: mit
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base_model:
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- zai-org/GLM-5.2
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---
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# Model Overview
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- **Model Architecture:** GLM-5.2
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- **Input:** Text
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- **Output:** Text
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- **Supported Hardware Microarchitecture:** AMD MI350/MI355
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- **ROCm:** 7.0.0
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- **PyTorch:** 2.9.0
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- **Transformers:** 5.8.1
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- **Operating System(s):** Linux
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- **Inference Engine:** [SGLang](https://docs.sglang.ai/)
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- **Model Optimizer:** [AMD-Quark](https://quark.docs.amd.com/latest/index.html) (V0.11)
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- **Weight quantization:** MOE-only (shared experts quantized), OCP MXFP4, Static
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- **Activation quantization:** MOE-only, OCP MXFP4, Dynamic
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This model was built with GLM-5.2 model by applying [AMD-Quark](https://quark.docs.amd.com/latest/index.html) for MXFP4 quantization.
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# Model Quantization
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The model was quantized from [zai-org/GLM-5.2](https://huggingface.co/zai-org/GLM-5.2) using [AMD-Quark](https://quark.docs.amd.com/latest/index.html). The weights and activations are quantized to MXFP4.
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**Quantization scripts:**
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```bash
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cd Quark/examples/torch/language_modeling/llm_ptq/
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python quantize_quark.py \
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--model_dir zai-org/GLM-5.2 \
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--output_dir GLM-5.2-MXFP4 \
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--quant_scheme mxfp4 \
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--exclude_layers "*self_attn*" "*mlp.gate" "*lm_head" \
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"*mlp.gate_proj" "*mlp.up_proj" "*mlp.down_proj" "*layers.78.*" \
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--file2file_quantization
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```
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# Deployment
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### Use with SGLang
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This model can be deployed efficiently using the [SGLang](https://docs.sglang.ai/) backend.
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## Evaluation
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The model was evaluated on GSM8K benchmarks.
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### Accuracy
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<table>
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<tr>
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<td><strong>Benchmark</strong>
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</td>
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<td><strong>GLM-5.2 </strong>
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</td>
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<td><strong>GLM-5.2-MXFP4(this model)</strong>
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</td>
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<td><strong>Recovery</strong>
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</td>
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</tr>
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<tr>
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<td>GSM8K (flexible-extract)
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</td>
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<td>0.9409
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</td>
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<td>0.9393
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</td>
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<td>99.8%
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</td>
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</tr>
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</table>
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### Reproduction
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The GSM8K results were obtained using the `lm-evaluation-harness` framework, based on the Docker image `lmsysorg/sglang:v0.5.13.post1-rocm700-mi35x`, with SGLang pre-installed inside the image and lm-eval compiled and installed from source.
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```
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lm_eval --model sglang \
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--model_args pretrained=amd/GLM-5.2-MXFP4,tp_size=4 \
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--tasks gsm8k \
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--batch_size auto
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```
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# License
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Modifications Copyright(c) 2026 Advanced Micro Devices, Inc. All rights reserved.
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chat_template.jinja
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[gMASK]<sop>
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{%- set effective_reasoning_effort = 'high' if reasoning_effort is defined and reasoning_effort == 'high' else 'max' -%}
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{%- if (enable_thinking is not defined or enable_thinking) and effective_reasoning_effort is not none -%}<|system|>Reasoning Effort: {{ effective_reasoning_effort | capitalize }}{%- endif -%}
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{%- if tools -%}
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{%- macro tool_to_json(tool) -%}
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{%- set ns_tool = namespace(first=true) -%}
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{{ '{' -}}
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{%- for k, v in tool.items() -%}
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{%- if k != 'defer_loading' and k != 'strict' -%}
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{%- if not ns_tool.first -%}{{- ', ' -}}{%- endif -%}
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{%- set ns_tool.first = false -%}
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"{{ k }}": {{ v | tojson(ensure_ascii=False) }}
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{%- endif -%}
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{%- endfor -%}
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{{- '}' -}}
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{%- endmacro -%}
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<|system|>
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# Tools
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| 19 |
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You may call one or more functions to assist with the user query.
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You are provided with function signatures within <tools></tools> XML tags:
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<tools>
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{% for tool in tools %}
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{%- if 'function' in tool -%}
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{%- set tool = tool['function'] -%}
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{%- endif -%}
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{% if tool.defer_loading is not defined or not tool.defer_loading %}
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{{ tool_to_json(tool) }}
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{% endif %}
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{% endfor %}
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</tools>
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+
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For each function call, output the function name and arguments within the following XML format:
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<tool_call>{function-name}<arg_key>{arg-key-1}</arg_key><arg_value>{arg-value-1}</arg_value><arg_key>{arg-key-2}</arg_key><arg_value>{arg-value-2}</arg_value>...</tool_call>{%- endif -%}
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{%- macro visible_text(content) -%}
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{%- if content is string -%}
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{{- content }}
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{%- elif content is iterable and content is not mapping -%}
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{%- for item in content -%}
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{%- if item is mapping and item.type == 'text' -%}
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{{- item.text }}
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{%- elif item is string -%}
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{{- item }}
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{%- elif item is mapping and item.type in ['image', 'image_url', 'video', 'video_url', 'audio', 'audio_url', 'input_audio'] -%}
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{%- set media_type = item.type | replace('_url', '') | replace('input_', '') -%}
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{{- "<reminder>You are unable to process this " ~ media_type ~ " because you don't have multi-modal input ability. Try different methods.</reminder>" }}
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{%- endif -%}
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{%- endfor -%}
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{%- else -%}
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{{- content }}
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{%- endif -%}
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{%- endmacro -%}
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{%- set ns = namespace(last_user_index=-1) -%}
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{%- for m in messages %}
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{%- if m.role == 'user' %}
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| 57 |
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{%- set ns.last_user_index = loop.index0 -%}
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| 58 |
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{%- endif %}
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{%- endfor %}
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| 60 |
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{%- for m in messages -%}
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| 61 |
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{%- if m.role == 'user' -%}<|user|>{{ visible_text(m.content) }}
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| 62 |
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{%- elif m.role == 'assistant' -%}
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| 63 |
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<|assistant|>
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| 64 |
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{%- set content = visible_text(m.content) %}
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| 65 |
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{%- if m.reasoning_content is string %}
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| 66 |
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{%- set reasoning_content = m.reasoning_content %}
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| 67 |
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{%- elif '</think>' in content %}
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| 68 |
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{%- set reasoning_content = content.split('</think>')[0].split('<think>')[-1] %}
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| 69 |
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{%- set content = content.split('</think>')[-1] %}
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| 70 |
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{%- endif %}
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| 71 |
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{%- if ((clear_thinking is defined and not clear_thinking) or loop.index0 > ns.last_user_index) and reasoning_content is defined -%}
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{{ '<think>' + reasoning_content + '</think>'}}
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{%- else -%}
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| 74 |
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{{ '<think></think>' }}
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| 75 |
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{%- endif -%}
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| 76 |
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{%- if content.strip() -%}
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| 77 |
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{{ content.strip() }}
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| 78 |
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{%- endif -%}
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| 79 |
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{% if m.tool_calls %}
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| 80 |
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{% for tc in m.tool_calls %}
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| 81 |
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{%- if tc.function %}
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| 82 |
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{%- set tc = tc.function %}
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| 83 |
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{%- endif %}
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| 84 |
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{{- '<tool_call>' + tc.name -}}
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| 85 |
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{% set _args = tc.arguments %}{% for k, v in _args.items() %}<arg_key>{{ k }}</arg_key><arg_value>{{ v | tojson(ensure_ascii=False) if v is not string else v }}</arg_value>{% endfor %}</tool_call>{% endfor %}
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| 86 |
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{% endif %}
|
| 87 |
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{%- elif m.role == 'tool' -%}
|
| 88 |
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{%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
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| 89 |
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{{- '<|observation|>' -}}
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| 90 |
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{%- endif %}
|
| 91 |
+
{%- if m.content is string -%}
|
| 92 |
+
{{- '<tool_response>' + m.content + '</tool_response>' -}}
|
| 93 |
+
{%- elif m.content is iterable and m.content is not mapping and m.content and m.content.0.type == "tool_reference" -%}
|
| 94 |
+
{{- '<tool_response><tools>\n' -}}
|
| 95 |
+
{% for tr in m.content %}
|
| 96 |
+
{%- for tool in tools -%}
|
| 97 |
+
{%- if 'function' in tool -%}
|
| 98 |
+
{%- set tool = tool['function'] -%}
|
| 99 |
+
{%- endif -%}
|
| 100 |
+
{%- if tool.name == tr.name -%}
|
| 101 |
+
{{- tool_to_json(tool) + '\n' -}}
|
| 102 |
+
{%- endif -%}
|
| 103 |
+
{%- endfor -%}
|
| 104 |
+
{%- endfor -%}
|
| 105 |
+
{{- '</tools></tool_response>' -}}
|
| 106 |
+
{%- elif m.content is iterable and m.content is not mapping and m.content and m.content.0 is mapping and m.content.0.output is defined -%}
|
| 107 |
+
{%- for tr in m.content -%}
|
| 108 |
+
{{- '<tool_response>' + tr.output + '</tool_response>' -}}
|
| 109 |
+
{%- endfor -%}
|
| 110 |
+
{%- else -%}
|
| 111 |
+
{{- '<tool_response>' + visible_text(m.content) + '</tool_response>' -}}
|
| 112 |
+
{% endif -%}
|
| 113 |
+
{%- elif m.role == 'system' -%}
|
| 114 |
+
<|system|>{{ visible_text(m.content) }}
|
| 115 |
+
{%- endif -%}
|
| 116 |
+
{%- endfor -%}
|
| 117 |
+
{%- if add_generation_prompt -%}
|
| 118 |
+
<|assistant|>{{- '<think></think>' if (enable_thinking is defined and not enable_thinking) else '<think>' -}}
|
| 119 |
+
{%- endif -%}
|
config.json
ADDED
|
@@ -0,0 +1,1603 @@
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|
| 1 |
+
{
|
| 2 |
+
"architectures": [
|
| 3 |
+
"GlmMoeDsaForCausalLM"
|
| 4 |
+
],
|
| 5 |
+
"attention_bias": false,
|
| 6 |
+
"attention_dropout": 0.0,
|
| 7 |
+
"dtype": "bfloat16",
|
| 8 |
+
"eos_token_id": [
|
| 9 |
+
154820,
|
| 10 |
+
154827,
|
| 11 |
+
154829
|
| 12 |
+
],
|
| 13 |
+
"ep_size": 1,
|
| 14 |
+
"first_k_dense_replace": 3,
|
| 15 |
+
"head_dim": 192,
|
| 16 |
+
"hidden_act": "silu",
|
| 17 |
+
"hidden_size": 6144,
|
| 18 |
+
"index_head_dim": 128,
|
| 19 |
+
"index_n_heads": 32,
|
| 20 |
+
"index_share_for_mtp_iteration": true,
|
| 21 |
+
"index_skip_topk_offset": 3,
|
| 22 |
+
"index_topk": 2048,
|
| 23 |
+
"index_topk_freq": 4,
|
| 24 |
+
"index_topk_pattern": null,
|
| 25 |
+
"indexer_rope_interleave": true,
|
| 26 |
+
"indexer_types": [
|
| 27 |
+
"full",
|
| 28 |
+
"full",
|
| 29 |
+
"full",
|
| 30 |
+
"shared",
|
| 31 |
+
"shared",
|
| 32 |
+
"shared",
|
| 33 |
+
"full",
|
| 34 |
+
"shared",
|
| 35 |
+
"shared",
|
| 36 |
+
"shared",
|
| 37 |
+
"full",
|
| 38 |
+
"shared",
|
| 39 |
+
"shared",
|
| 40 |
+
"shared",
|
| 41 |
+
"full",
|
| 42 |
+
"shared",
|
| 43 |
+
"shared",
|
| 44 |
+
"shared",
|
| 45 |
+
"full",
|
| 46 |
+
"shared",
|
| 47 |
+
"shared",
|
| 48 |
+
"shared",
|
| 49 |
+
"full",
|
| 50 |
+
"shared",
|
| 51 |
+
"shared",
|
| 52 |
+
"shared",
|
| 53 |
+
"full",
|
| 54 |
+
"shared",
|
| 55 |
+
"shared",
|
| 56 |
+
"shared",
|
| 57 |
+
"full",
|
| 58 |
+
"shared",
|
| 59 |
+
"shared",
|
| 60 |
+
"shared",
|
| 61 |
+
"full",
|
| 62 |
+
"shared",
|
| 63 |
+
"shared",
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