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Model: second-state/Qwen3-0.6B-GGUF
Source: Original Platform

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README.md

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+---
+base_model: Qwen/Qwen3-0.6B
+license: apache-2.0
+license_link: https://huggingface.co/Qwen/Qwen3-0.6B/blob/main/LICENSE
+model_creator: Qwen
+model_name: Qwen3-0.6B
+quantized_by: Second State Inc.
+language:
+- en
+pipeline_tag: text-generation
+tags:
+- chat
+---
+
+<!-- header start -->
+<!-- 200823 -->
+<div style="width: auto; margin-left: auto; margin-right: auto">
+<img src="https://github.com/LlamaEdge/LlamaEdge/raw/dev/assets/logo.svg" style="width: 100%; min-width: 400px; display: block; margin: auto;">
+</div>
+<hr style="margin-top: 1.0em; margin-bottom: 1.0em;">
+<!-- header end -->
+
+# Qwen3-0.6B-GGUF
+
+## Original Model
+
+[Qwen/Qwen3-0.6B](https://huggingface.co/Qwen/Qwen3-0.6B)
+
+## Run with LlamaEdge
+
+- LlamaEdge version:
+
+  - Thinking: [v0.17.0](https://github.com/LlamaEdge/LlamaEdge/releases/tag/0.17.0) and above
+  - No Thinking: [v0.18.2](https://github.com/LlamaEdge/LlamaEdge/releases/tag/0.18.2)
+
+- Prompt template
+
+  - Prompt type: `chatml` (for thinking)
+
+  - Prompt string
+
+    ```text
+    <|im_start|>system
+    {system_message}<|im_end|>
+    <|im_start|>user
+    {prompt}<|im_end|>
+    <|im_start|>assistant
+    ```
+
+  - Prompt type: `qwen3-no-think` (for no thinking)
+ 
+  - Prompt string
+ 
+    ```text
+    <|im_start|>system
+    {system_message}<|im_end|>
+    <|im_start|>user
+    {user_message_1}<|im_end|>
+    <|im_start|>assistant
+    {assistant_message_1}<|im_end|>
+    <|im_start|>user
+    {user_message_2}<|im_end|>
+    <|im_start|>assistant
+    <think>
+
+    </think>
+    ```
+
+- Context size: `128000`
+
+- Run as LlamaEdge service
+
+  ```bash
+  wasmedge --dir .:. --nn-preload default:GGML:AUTO:Qwen3-0.6B-Q5_K_M.gguf \
+    llama-api-server.wasm \
+    --model-name Qwen3-0.6B \
+    --prompt-template chatml \
+    --ctx-size 128000
+  ```
+
+- Run as LlamaEdge command app
+
+  ```bash
+  wasmedge --dir .:. --nn-preload default:GGML:AUTO:Qwen3-0.6B-Q5_K_M.gguf \
+    llama-chat.wasm \
+    --prompt-template chatml \
+    --ctx-size 128000
+  ```
+
+## Quantized GGUF Models
+
+| Name | Quant method | Bits | Size | Use case |
+| ---- | ---- | ---- | ---- | ----- |
+| [Qwen3-0.6B-Q2_K.gguf](https://huggingface.co/second-state/Qwen3-0.6B-GGUF/blob/main/Qwen3-0.6B-Q2_K.gguf)     | Q2_K   | 2 | 347 MB| smallest, significant quality loss - not recommended for most purposes |
+| [Qwen3-0.6B-Q3_K_L.gguf](https://huggingface.co/second-state/Qwen3-0.6B-GGUF/blob/main/Qwen3-0.6B-Q3_K_L.gguf) | Q3_K_L | 3 | 435 MB| small, substantial quality loss |
+| [Qwen3-0.6B-Q3_K_M.gguf](https://huggingface.co/second-state/Qwen3-0.6B-GGUF/blob/main/Qwen3-0.6B-Q3_K_M.gguf) | Q3_K_M | 3 | 414 MB| very small, high quality loss |
+| [Qwen3-0.6B-Q3_K_S.gguf](https://huggingface.co/second-state/Qwen3-0.6B-GGUF/blob/main/Qwen3-0.6B-Q3_K_S.gguf) | Q3_K_S | 3 | 390 MB| very small, high quality loss |
+| [Qwen3-0.6B-Q4_0.gguf](https://huggingface.co/second-state/Qwen3-0.6B-GGUF/blob/main/Qwen3-0.6B-Q4_0.gguf)     | Q4_0   | 4 | 469 MB| legacy; small, very high quality loss - prefer using Q3_K_M |
+| [Qwen3-0.6B-Q4_K_M.gguf](https://huggingface.co/second-state/Qwen3-0.6B-GGUF/blob/main/Qwen3-0.6B-Q4_K_M.gguf) | Q4_K_M | 4 | 484 MB| medium, balanced quality - recommended |
+| [Qwen3-0.6B-Q4_K_S.gguf](https://huggingface.co/second-state/Qwen3-0.6B-GGUF/blob/main/Qwen3-0.6B-Q4_K_S.gguf) | Q4_K_S | 4 | 471 MB| small, greater quality loss |
+| [Qwen3-0.6B-Q5_0.gguf](https://huggingface.co/second-state/Qwen3-0.6B-GGUF/blob/main/Qwen3-0.6B-Q5_0.gguf)     | Q5_0   | 5 | 544 MB| legacy; medium, balanced quality - prefer using Q4_K_M |
+| [Qwen3-0.6B-Q5_K_M.gguf](https://huggingface.co/second-state/Qwen3-0.6B-GGUF/blob/main/Qwen3-0.6B-Q5_K_M.gguf) | Q5_K_M | 5 | 551 MB| large, very low quality loss - recommended |
+| [Qwen3-0.6B-Q5_K_S.gguf](https://huggingface.co/second-state/Qwen3-0.6B-GGUF/blob/main/Qwen3-0.6B-Q5_K_S.gguf) | Q5_K_S | 5 | 544 MB| large, low quality loss - recommended |
+| [Qwen3-0.6B-Q6_K.gguf](https://huggingface.co/second-state/Qwen3-0.6B-GGUF/blob/main/Qwen3-0.6B-Q6_K.gguf)     | Q6_K   | 6 | 623 MB| very large, extremely low quality loss |
+| [Qwen3-0.6B-Q8_0.gguf](https://huggingface.co/second-state/Qwen3-0.6B-GGUF/blob/main/Qwen3-0.6B-Q8_0.gguf)     | Q8_0   | 8 | 805 MB| very large, extremely low quality loss - not recommended |
+| [Qwen3-0.6B-f16.gguf](https://huggingface.co/second-state/Qwen3-0.6B-GGUF/blob/main/Qwen3-0.6B-f16.gguf)       | f16    | 16 | 1.51 GB| |
+
+*Quantized with llama.cpp b5097*

config.json

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+{
+  "architectures": [
+    "Qwen3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 151643,
+  "eos_token_id": 151645,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 1024,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "max_position_embeddings": 40960,
+  "max_window_layers": 28,
+  "model_type": "qwen3",
+  "num_attention_heads": 16,
+  "num_hidden_layers": 28,
+  "num_key_value_heads": 8,
+  "rms_norm_eps": 1e-06,
+  "rope_scaling": null,
+  "rope_theta": 1000000,
+  "sliding_window": null,
+  "tie_word_embeddings": true,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.51.0",
+  "use_cache": true,
+  "use_sliding_window": false,
+  "vocab_size": 151936
+}