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Model: second-state/Llama-3.2-3B-Instruct-GGUF Source: Original Platform
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---
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base_model: meta-llama/Llama-3.2-3B-Instruct
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license: llama3.2
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model_creator: meta
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model_name: Llama-3.2-3B-Instruct
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quantized_by: Second State Inc.
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language:
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- en
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- de
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- fr
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- it
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- pt
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- hi
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- es
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- th
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library_name: transformers
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pipeline_tag: text-generation
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tags:
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- chat
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- llama
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- llama-3
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---
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<!-- header start -->
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<!-- 200823 -->
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<div style="width: auto; margin-left: auto; margin-right: auto">
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<img src="https://github.com/LlamaEdge/LlamaEdge/raw/dev/assets/logo.svg" style="width: 100%; min-width: 400px; display: block; margin: auto;">
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</div>
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<hr style="margin-top: 1.0em; margin-bottom: 1.0em;">
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<!-- header end -->
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# Llama-3.2-3B-Instruct-GGUF
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## Original Model
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[meta-llama/Llama-3.2-3B-Instruct](https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct)
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## Run with LlamaEdge
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- LlamaEdge version: [v0.16.5](https://github.com/LlamaEdge/LlamaEdge/releases/tag/0.16.5) and above
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- Prompt template
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- Prompt type for chat: `llama-3-chat`
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- Prompt string
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```text
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<|begin_of_text|><|start_header_id|>system<|end_header_id|>
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{{ system_prompt }}<|eot_id|><|start_header_id|>user<|end_header_id|>
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{{ user_message_1 }}<|eot_id|><|start_header_id|>assistant<|end_header_id|>
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{{ model_answer_1 }}<|eot_id|><|start_header_id|>user<|end_header_id|>
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{{ user_message_2 }}<|eot_id|><|start_header_id|>assistant<|end_header_id|>
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```
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- Prompt type for tool use: `llama-3-tool`
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- Prompt string
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```text
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<|begin_of_text|><|start_header_id|>system<|end_header_id|>
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{system_message}<|eot_id|><|start_header_id|>user<|end_header_id|>
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Given the following functions, please respond with a JSON for a function call with its proper arguments that best answers the given prompt.
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Respond in the format {"name": function name, "parameters": dictionary of argument name and its value}. Do not use variables.
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[{"type":"function","function":{"name":"get_current_weather","description":"Get the current weather in a given location","parameters":{"type":"object","properties":{"location":{"type":"string","description":"The city and state, e.g. San Francisco, CA"},"unit":{"type":"string","description":"The temperature unit to use. Infer this from the users location.","enum":["celsius","fahrenheit"]}},"required":["location","unit"]}}}]
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Question: {user_message}<|eot_id|><|start_header_id|>assistant<|end_header_id|>
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```
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- Context size: `128000`
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- Run as LlamaEdge service
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- Chat
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```bash
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wasmedge --dir .:. --nn-preload default:GGML:AUTO:Llama-3.2-3B-Instruct-Q5_K_M.gguf \
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llama-api-server.wasm \
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--prompt-template llama-3-chat \
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--ctx-size 128000 \
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--model-name Llama-3.2-3b
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```
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- Tool use
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```bash
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wasmedge --dir .:. --nn-preload default:GGML:AUTO:Llama-3.2-3B-Instruct-Q5_K_M.gguf \
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llama-api-server.wasm \
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--prompt-template llama-3-tool \
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--ctx-size 128000 \
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--model-name Llama-3.2-3b
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```
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- Run as LlamaEdge command app
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```bash
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wasmedge --dir .:. --nn-preload default:GGML:AUTO:Llama-3.2-3B-Instruct-Q5_K_M.gguf \
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llama-chat.wasm \
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--prompt-template llama-3-chat \
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--ctx-size 128000
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```
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## Quantized GGUF Models
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| Name | Quant method | Bits | Size | Use case |
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| ---- | ---- | ---- | ---- | ----- |
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| [Llama-3.2-3B-Instruct-Q2_K.gguf](https://huggingface.co/second-state/Llama-3.2-3B-Instruct-GGUF/blob/main/Llama-3.2-3B-Instruct-Q2_K.gguf) | Q2_K | 2 | 581 MB| smallest, significant quality loss - not recommended for most purposes |
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| [Llama-3.2-3B-Instruct-Q3_K_L.gguf](https://huggingface.co/second-state/Llama-3.2-3B-Instruct-GGUF/blob/main/Llama-3.2-3B-Instruct-Q3_K_L.gguf) | Q3_K_L | 3 | 733 MB| small, substantial quality loss |
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| [Llama-3.2-3B-Instruct-Q3_K_M.gguf](https://huggingface.co/second-state/Llama-3.2-3B-Instruct-GGUF/blob/main/Llama-3.2-3B-Instruct-Q3_K_M.gguf) | Q3_K_M | 3 | 691 MB| very small, high quality loss |
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| [Llama-3.2-3B-Instruct-Q3_K_S.gguf](https://huggingface.co/second-state/Llama-3.2-3B-Instruct-GGUF/blob/main/Llama-3.2-3B-Instruct-Q3_K_S.gguf) | Q3_K_S | 3 | 642 MB| very small, high quality loss |
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| [Llama-3.2-3B-Instruct-Q4_0.gguf](https://huggingface.co/second-state/Llama-3.2-3B-Instruct-GGUF/blob/main/Llama-3.2-3B-Instruct-Q4_0.gguf) | Q4_0 | 4 | 771 MB| legacy; small, very high quality loss - prefer using Q3_K_M |
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| [Llama-3.2-3B-Instruct-Q4_K_M.gguf](https://huggingface.co/second-state/Llama-3.2-3B-Instruct-GGUF/blob/main/Llama-3.2-3B-Instruct-Q4_K_M.gguf) | Q4_K_M | 4 | 808 MB| medium, balanced quality - recommended |
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| [Llama-3.2-3B-Instruct-Q4_K_S.gguf](https://huggingface.co/second-state/Llama-3.2-3B-Instruct-GGUF/blob/main/Llama-3.2-3B-Instruct-Q4_K_S.gguf) | Q4_K_S | 4 | 776 MB| small, greater quality loss |
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| [Llama-3.2-3B-Instruct-Q5_0.gguf](https://huggingface.co/second-state/Llama-3.2-3B-Instruct-GGUF/blob/main/Llama-3.2-3B-Instruct-Q5_0.gguf) | Q5_0 | 5 | 893 MB| legacy; medium, balanced quality - prefer using Q4_K_M |
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| [Llama-3.2-3B-Instruct-Q5_K_M.gguf](https://huggingface.co/second-state/Llama-3.2-3B-Instruct-GGUF/blob/main/Llama-3.2-3B-Instruct-Q5_K_M.gguf) | Q5_K_M | 5 | 912 MB| large, very low quality loss - recommended |
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| [Llama-3.2-3B-Instruct-Q5_K_S.gguf](https://huggingface.co/second-state/Llama-3.2-3B-Instruct-GGUF/blob/main/Llama-3.2-3B-Instruct-Q5_K_S.gguf) | Q5_K_S | 5 | 893 MB| large, low quality loss - recommended |
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| [Llama-3.2-3B-Instruct-Q6_K.gguf](https://huggingface.co/second-state/Llama-3.2-3B-Instruct-GGUF/blob/main/Llama-3.2-3B-Instruct-Q6_K.gguf) | Q6_K | 6 | 1.02 GB| very large, extremely low quality loss |
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| [Llama-3.2-3B-Instruct-Q8_0.gguf](https://huggingface.co/second-state/Llama-3.2-3B-Instruct-GGUF/blob/main/Llama-3.2-3B-Instruct-Q8_0.gguf) | Q8_0 | 8 | 1.32 GB| very large, extremely low quality loss - not recommended |
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| [Llama-3.2-3B-Instruct-f16.gguf](https://huggingface.co/second-state/Llama-3.2-3B-Instruct-GGUF/blob/main/Llama-3.2-3B-Instruct-f16.gguf) | f16 | 16 | 2.48 GB| |
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*Quantized with llama.cpp b4466*
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config.json
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{
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"architectures": [
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"LlamaForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 128000,
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"eos_token_id": [
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128001,
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128008,
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128009
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],
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 3072,
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"initializer_range": 0.02,
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"intermediate_size": 8192,
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"max_position_embeddings": 131072,
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"mlp_bias": false,
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"model_type": "llama",
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"num_attention_heads": 24,
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"num_hidden_layers": 28,
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"num_key_value_heads": 8,
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"pretraining_tp": 1,
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"rms_norm_eps": 1e-05,
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"rope_scaling": {
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"factor": 32.0,
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"high_freq_factor": 4.0,
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"low_freq_factor": 1.0,
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"original_max_position_embeddings": 8192,
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"rope_type": "llama3"
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},
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"rope_theta": 500000.0,
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"tie_word_embeddings": true,
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"torch_dtype": "bfloat16",
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"transformers_version": "4.45.0.dev0",
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"use_cache": true,
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"vocab_size": 128256
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}
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{"framework": "pytorch", "task": "text-generation", "allow_remote": true}
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