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Model: fs90/Llama-3.2-1B-Instruct-bnb-4bit-lima-GGUF
Source: Original Platform

.gitattributes

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+Llama-3.2-1B-Instruct-bnb-4bit-lima-F16.gguf filter=lfs diff=lfs merge=lfs -text
+Llama-3.2-1B-Instruct-bnb-4bit-lima-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+Llama-3.2-1B-Instruct-bnb-4bit-lima-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text
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Llama-3.2-1B-Instruct-bnb-4bit-lima-F16.gguf

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+size 2479595584

Llama-3.2-1B-Instruct-bnb-4bit-lima-Q4_K_M.gguf

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+version https://git-lfs.github.com/spec/v1
+oid sha256:27e52fd910a09abc3ed3e8c9e923f24a795492fc85ce5790330d78413eaec4d2
+size 807694400

Llama-3.2-1B-Instruct-bnb-4bit-lima-Q6_K.gguf

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+version https://git-lfs.github.com/spec/v1
+oid sha256:adefada17fddd0e20c886e2a63240b4d5c8b6f10f6a70424b02876ee7e91ec6d
+size 1021800512

Llama-3.2-1B-Instruct-bnb-4bit-lima-Q8_0.gguf

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+version https://git-lfs.github.com/spec/v1
+oid sha256:b241a0d629863eed1d4a0505edfc096d1a9bef5e960af5f910d98cafd50ca18d
+size 1321082944

Modelfile

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+# Modelfile for Ollama (GGUF)
+# Auto-generated using Unsloth's template mapper
+# This uses the Llama-3.2-1B-Instruct-bnb-4bit-lima-Q4_K_M.gguf quantization
+#
+# Note: You can change the FROM line to use a different quantization
+# Available quantizations in this directory:
+#   - Llama-3.2-1B-Instruct-bnb-4bit-lima-F16.gguf
+#   - Llama-3.2-1B-Instruct-bnb-4bit-lima-Q8_0.gguf
+#   - Llama-3.2-1B-Instruct-bnb-4bit-lima-Q6_K.gguf
+#   - Llama-3.2-1B-Instruct-bnb-4bit-lima-Q4_K_M.gguf
+
+
+FROM ./Llama-3.2-1B-Instruct-bnb-4bit-lima-Q4_K_M.gguf
+TEMPLATE """{{ if .Messages }}
+{{- if or .System .Tools }}<|start_header_id|>system<|end_header_id|>
+{{- if .System }}
+
+{{ .System }}
+{{- end }}
+{{- if .Tools }}
+
+You are a helpful assistant with tool calling capabilities. When you receive a tool call response, use the output to format an answer to the original use question.
+{{- end }}
+{{- end }}<|eot_id|>
+{{- range $i, $_ := .Messages }}
+{{- $last := eq (len (slice $.Messages $i)) 1 }}
+{{- if eq .Role "user" }}<|start_header_id|>user<|end_header_id|>
+{{- if and $.Tools $last }}
+
+Given the following functions, please respond with a JSON for a function call with its proper arguments that best answers the given prompt.
+
+Respond in the format {"name": function name, "parameters": dictionary of argument name and its value}. Do not use variables.
+
+{{ $.Tools }}
+{{- end }}
+
+{{ .Content }}<|eot_id|>{{ if $last }}<|start_header_id|>assistant<|end_header_id|>
+
+{{ end }}
+{{- else if eq .Role "assistant" }}<|start_header_id|>assistant<|end_header_id|>
+{{- if .ToolCalls }}
+
+{{- range .ToolCalls }}{"name": "{{ .Function.Name }}", "parameters": {{ .Function.Arguments }}}{{ end }}
+{{- else }}
+
+{{ .Content }}{{ if not $last }}<|eot_id|>{{ end }}
+{{- end }}
+{{- else if eq .Role "tool" }}<|start_header_id|>ipython<|end_header_id|>
+
+{{ .Content }}<|eot_id|>{{ if $last }}<|start_header_id|>assistant<|end_header_id|>
+
+{{ end }}
+{{- end }}
+{{- end }}
+{{- else }}
+{{- if .System }}<|start_header_id|>system<|end_header_id|>
+
+{{ .System }}<|eot_id|>{{ end }}{{ if .Prompt }}<|start_header_id|>user<|end_header_id|>
+
+{{ .Prompt }}<|eot_id|>{{ end }}<|start_header_id|>assistant<|end_header_id|>
+
+{{ end }}{{ .Response }}{{ if .Response }}<|eot_id|>{{ end }}"""
+PARAMETER stop "<|start_header_id|>"
+PARAMETER stop "<|end_header_id|>"
+PARAMETER stop "<|eot_id|>"
+PARAMETER stop "<|eom_id|>"
+PARAMETER temperature 1.5
+PARAMETER min_p 0.1

README.md

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+---
+base_model: unsloth/Llama-3.2-1B-Instruct-bnb-4bit
+library_name: transformers
+pipeline_tag: text-generation
+tags:
+- gguf
+- fine-tuned
+- lima
+language:
+- en
+license: apache-2.0
+---
+
+# Llama-3.2-1B-Instruct-bnb-4bit-lima - GGUF Format
+
+GGUF format quantizations for llama.cpp/Ollama.
+
+## Model Details
+
+- **Base Model**: [unsloth/Llama-3.2-1B-Instruct-bnb-4bit](https://huggingface.co/unsloth/Llama-3.2-1B-Instruct-bnb-4bit)
+- **Format**: gguf
+- **Dataset**: [GAIR/lima](https://huggingface.co/datasets/GAIR/lima)
+- **Size**: 0.75 GB - 2.31 GB
+- **Usage**: llama.cpp / Ollama
+
+## Related Models
+
+- **LoRA Adapters**: [fs90/Llama-3.2-1B-Instruct-bnb-4bit-lima-lora](https://huggingface.co/fs90/Llama-3.2-1B-Instruct-bnb-4bit-lima-lora) - Smaller LoRA-only adapters
+- **Merged FP16 Model**: [fs90/Llama-3.2-1B-Instruct-bnb-4bit-lima](https://huggingface.co/fs90/Llama-3.2-1B-Instruct-bnb-4bit-lima) - Original unquantized model in FP16
+
+
+## Prompt Format
+
+This model uses the **Llama 3.2** chat template.
+
+### Ollama Template Format
+
+```
+{{ if .Messages }}
+{{- if or .System .Tools }}<|start_header_id|>system<|end_header_id|>
+{{- if .System }}
+
+{{ .System }}
+{{- end }}
+{{- if .Tools }}
+
+You are a helpful assistant with tool calling capabilities. When you receive a tool call response, use the output to format an answer to the original use question.
+{{- end }}
+{{- end }}<|eot_id|>
+{{- range $i, $_ := .Messages }}
+{{- $last := eq (len (slice $.Messages $i)) 1 }}
+{{- if eq .Role "user" }}<|start_header_id|>user<|end_header_id|>
+{{- if and $.Tools $last }}
+
+Given the following functions, please respond with a JSON for a function call with its proper arguments that best answers the given prompt.
+
+Respond in the format {"name": function name, "parameters": dictionary of argument name and its value}. Do not use variables.
+
+{{ $.Tools }}
+{{- end }}
+
+{{ .Content }}<|eot_id|>{{ if $last }}<|start_header_id|>assistant<|end_header_id|>
+
+{{ end }}
+{{- else if eq .Role "assistant" }}<|start_header_id|>assistant<|end_header_id|>
+{{- if .ToolCalls }}
+
+{{- range .ToolCalls }}{"name": "{{ .Function.Name }}", "parameters": {{ .Function.Arguments }}}{{ end }}
+{{- else }}
+
+{{ .Content }}{{ if not $last }}<|eot_id|>{{ end }}
+{{- end }}
+{{- else if eq .Role "tool" }}<|start_header_id|>ipython<|end_header_id|>
+
+{{ .Content }}<|eot_id|>{{ if $last }}<|start_header_id|>assistant<|end_header_id|>
+
+{{ end }}
+{{- end }}
+{{- end }}
+{{- else }}
+{{- if .System }}<|start_header_id|>system<|end_header_id|>
+
+{{ .System }}<|eot_id|>{{ end }}{{ if .Prompt }}<|start_header_id|>user<|end_header_id|>
+
+{{ .Prompt }}<|eot_id|>{{ end }}<|start_header_id|>assistant<|end_header_id|>
+
+{{ end }}{{ .Response }}{{ if .Response }}<|eot_id|>{{ end }}
+```
+
+
+## Training Details
+
+- **LoRA Rank**: 64
+- **Training Steps**: 480
+- **Training Loss**: 1.1123
+- **Max Seq Length**: 2048
+- **Training Scope**: 1,278 samples (3.0 epoch(s), full dataset)
+
+For complete training configuration, see the LoRA adapters repository/directory.
+
+## Available Quantizations
+
+| Quantization | File | Size | Quality |
+|--------------|------|------|---------|
+| **F16** | [Llama-3.2-1B-Instruct-bnb-4bit-lima-F16.gguf](Llama-3.2-1B-Instruct-bnb-4bit-lima-F16.gguf) | 2.31 GB | Full precision (largest) |
+| **Q4_K_M** | [Llama-3.2-1B-Instruct-bnb-4bit-lima-Q4_K_M.gguf](Llama-3.2-1B-Instruct-bnb-4bit-lima-Q4_K_M.gguf) | 0.75 GB | Good balance (recommended) |
+| **Q6_K** | [Llama-3.2-1B-Instruct-bnb-4bit-lima-Q6_K.gguf](Llama-3.2-1B-Instruct-bnb-4bit-lima-Q6_K.gguf) | 0.95 GB | High quality |
+| **Q8_0** | [Llama-3.2-1B-Instruct-bnb-4bit-lima-Q8_0.gguf](Llama-3.2-1B-Instruct-bnb-4bit-lima-Q8_0.gguf) | 1.23 GB | Very high quality, near original |
+
+**Usage:** Use the dropdown menu above to select a quantization, then follow HuggingFace's provided instructions.
+
+## License
+
+Based on unsloth/Llama-3.2-1B-Instruct-bnb-4bit and trained on GAIR/lima.
+Please refer to the original model and dataset licenses.
+
+## Credits
+
+**Trained by:** Farhan Syah
+
+**Training pipeline:**
+- [unsloth-finetuning](https://github.com/farhan-syah/unsloth-finetuning) by [@farhan-syah](https://github.com/farhan-syah)
+- [Unsloth](https://github.com/unslothai/unsloth) - 2x faster LLM fine-tuning
+
+**Base components:**
+- Base model: [unsloth/Llama-3.2-1B-Instruct-bnb-4bit](https://huggingface.co/unsloth/Llama-3.2-1B-Instruct-bnb-4bit)
+- Training dataset: [GAIR/lima](https://huggingface.co/datasets/GAIR/lima) by GAIR