From 717a3f948f79a056b00af5caeb7c27cf5ca796e3 Mon Sep 17 00:00:00 2001
From: ModelHub XC <noreply@modelhub.org.cn>
Date: Sun, 5 Jul 2026 04:16:12 +0800
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Model: second-state/Mistral-Nemo-Instruct-2407-GGUF
Source: Original Platform
---
 .gitattributes                         | 48 ++++++++++++++
 Mistral-Nemo-Instruct-2407-Q2_K.gguf   |  3 +
 Mistral-Nemo-Instruct-2407-Q3_K_L.gguf |  3 +
 Mistral-Nemo-Instruct-2407-Q3_K_M.gguf |  3 +
 Mistral-Nemo-Instruct-2407-Q3_K_S.gguf |  3 +
 Mistral-Nemo-Instruct-2407-Q4_0.gguf   |  3 +
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 Mistral-Nemo-Instruct-2407-Q4_K_S.gguf |  3 +
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 Mistral-Nemo-Instruct-2407-Q5_K_S.gguf |  3 +
 Mistral-Nemo-Instruct-2407-Q6_K.gguf   |  3 +
 Mistral-Nemo-Instruct-2407-Q8_0.gguf   |  3 +
 Mistral-Nemo-Instruct-2407-f16.gguf    |  3 +
 README.md                              | 87 ++++++++++++++++++++++++++
 config.json                            | 26 ++++++++
 configuration.json                     |  1 +
 17 files changed, 201 insertions(+)
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 create mode 100644 Mistral-Nemo-Instruct-2407-Q2_K.gguf
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 create mode 100644 README.md
 create mode 100644 config.json
 create mode 100644 configuration.json

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new file mode 100644
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--- /dev/null
+++ b/README.md
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+---
+license: apache-2.0
+model_name: Mistral-Nemo-Instruct-2407
+base_model: mistralai/Mistral-Nemo-Instruct-2407
+inference: false
+model_creator: mistralai
+quantized_by: Second State Inc.
+language:
+  - en
+  - fr
+  - de
+  - es
+  - it
+  - pt
+  - ru
+  - zh
+  - ja
+---
+
+<!-- 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 -->
+
+# Mistral-Nemo-Instruct-2407-GGUF
+
+## Original Model
+
+[mistralai/Mistral-Nemo-Instruct-2407](https://huggingface.co/mistralai/Mistral-Nemo-Instruct-2407)
+
+## Run with LlamaEdge
+
+- LlamaEdge version: [v0.12.4](https://github.com/LlamaEdge/LlamaEdge/releases/tag/0.12.4)
+
+- Prompt template
+
+  - Prompt type: `mistral-instruct`
+
+  - Prompt string
+
+    ```text
+    <s>[INST] {user_message_1} [/INST]{assistant_message_1}</s>[INST] {user_message_2} [/INST]{assistant_message_2}</s>
+    ```
+
+- Context size: `128000`
+
+- Run as LlamaEdge service
+
+  ```bash
+  wasmedge --dir .:. --nn-preload default:GGML:AUTO:Mistral-Nemo-Instruct-2407-Q5_K_M.gguf \
+    llama-api-server.wasm \
+    --prompt-template mistral-instruct \
+    --ctx-size 128000 \
+    --model-name Mistral-Nemo-Instruct-2407
+  ```
+
+- Run as LlamaEdge command app
+
+  ```bash
+  wasmedge --dir .:. --nn-preload default:GGML:AUTO:Mistral-Nemo-Instruct-2407-Q5_K_M.gguf \
+    llama-chat.wasm \
+    --prompt-template mistral-instruct \
+    --ctx-size 128000
+  ```
+
+## Quantized GGUF Models
+
+| Name | Quant method | Bits | Size | Use case |
+| ---- | ---- | ---- | ---- | ----- |
+| [Mistral-Nemo-Instruct-2407-Q2_K.gguf](https://huggingface.co/second-state/Mistral-Nemo-Instruct-2407-GGUF/blob/main/Mistral-Nemo-Instruct-2407-Q2_K.gguf)         | Q2_K   | 2 | 4.79 GB| smallest, significant quality loss - not recommended for most purposes |
+| [Mistral-Nemo-Instruct-2407-Q3_K_L.gguf](https://huggingface.co/second-state/Mistral-Nemo-Instruct-2407-GGUF/blob/main/Mistral-Nemo-Instruct-2407-Q3_K_L.gguf)     | Q3_K_L | 3 | 6.56 GB| small, substantial quality loss |
+| [Mistral-Nemo-Instruct-2407-Q3_K_M.gguf](https://huggingface.co/second-state/Mistral-Nemo-Instruct-2407-GGUF/blob/main/Mistral-Nemo-Instruct-2407-Q3_K_M.gguf)     | Q3_K_M | 3 | 6.08 GB| very small, high quality loss |
+| [Mistral-Nemo-Instruct-2407-Q3_K_S.gguf](https://huggingface.co/second-state/Mistral-Nemo-Instruct-2407-GGUF/blob/main/Mistral-Nemo-Instruct-2407-Q3_K_S.gguf)     | Q3_K_S | 3 | 5.53 GB| very small, high quality loss |
+| [Mistral-Nemo-Instruct-2407-Q4_0.gguf](https://huggingface.co/second-state/Mistral-Nemo-Instruct-2407-GGUF/blob/main/Mistral-Nemo-Instruct-2407-Q4_0.gguf)         | Q4_0   | 4 | 7.07 GB| legacy; small, very high quality loss - prefer using Q3_K_M |
+| [Mistral-Nemo-Instruct-2407-Q4_K_M.gguf](https://huggingface.co/second-state/Mistral-Nemo-Instruct-2407-GGUF/blob/main/Mistral-Nemo-Instruct-2407-Q4_K_M.gguf)     | Q4_K_M | 4 | 7.48 GB| medium, balanced quality - recommended |
+| [Mistral-Nemo-Instruct-2407-Q4_K_S.gguf](https://huggingface.co/second-state/Mistral-Nemo-Instruct-2407-GGUF/blob/main/Mistral-Nemo-Instruct-2407-Q4_K_S.gguf)     | Q4_K_S | 4 | 7.12 GB| small, greater quality loss |
+| [Mistral-Nemo-Instruct-2407-Q5_0.gguf](https://huggingface.co/second-state/Mistral-Nemo-Instruct-2407-GGUF/blob/main/Mistral-Nemo-Instruct-2407-Q5_0.gguf)         | Q5_0   | 5 | 8.52 GB| legacy; medium, balanced quality - prefer using Q4_K_M |
+| [Mistral-Nemo-Instruct-2407-Q5_K_M.gguf](https://huggingface.co/second-state/Mistral-Nemo-Instruct-2407-GGUF/resolve/main/Mistral-Nemo-Instruct-2407-Q5_K_M.gguf)  | Q5_K_M | 5 | 8.73 GB| large, very low quality loss - recommended |
+| [Mistral-Nemo-Instruct-2407-Q5_K_S.gguf](https://huggingface.co/second-state/Mistral-Nemo-Instruct-2407-GGUF/blob/main/Mistral-Nemo-Instruct-2407-Q5_K_S.gguf)     | Q5_K_S | 5 | 8.52 GB| large, low quality loss - recommended |
+| [Mistral-Nemo-Instruct-2407-Q6_K.gguf](https://huggingface.co/second-state/Mistral-Nemo-Instruct-2407-GGUF/blob/main/Mistral-Nemo-Instruct-2407-Q6_K.gguf)         | Q6_K   | 6 | 10.1 GB| very large, extremely low quality loss |
+| [Mistral-Nemo-Instruct-2407-Q8_0.gguf](https://huggingface.co/second-state/Mistral-Nemo-Instruct-2407-GGUF/blob/main/Mistral-Nemo-Instruct-2407-Q8_0.gguf)         | Q8_0   | 8 | 13.0 GB| very large, extremely low quality loss - not recommended |
+| [Mistral-Nemo-Instruct-2407-f16.gguf](https://huggingface.co/second-state/Mistral-Nemo-Instruct-2407-GGUF/blob/main/Mistral-Nemo-Instruct-2407-f16.gguf)           | f16   | 16 | 24.5 GB|  |
+
+*Quantized with llama.cpp b3438.*
\ No newline at end of file
diff --git a/config.json b/config.json
new file mode 100644
index 0000000..13c2786
--- /dev/null
+++ b/config.json
@@ -0,0 +1,26 @@
+{
+  "architectures": [
+    "MistralForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 5120,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 1024000,
+  "model_type": "mistral",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 40,
+  "num_key_value_heads": 8,
+  "rms_norm_eps": 1e-05,
+  "rope_theta": 1000000.0,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.43.0.dev0",
+  "use_cache": true,
+  "vocab_size": 131072
+}
diff --git a/configuration.json b/configuration.json
new file mode 100644
index 0000000..bbeeda1
--- /dev/null
+++ b/configuration.json
@@ -0,0 +1 @@
+{"framework": "pytorch", "task": "text-generation", "allow_remote": true}
\ No newline at end of file