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Model: rizkysulaeman/llama-3.2-3B-reasoning-en-ft-v1
Source: Original Platform

.gitattributes

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README.md

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+---
+language: en
+license: apache-2.0
+tags:
+- llama
+- reasoning
+- fine-tuned
+- english
+- 3B
+- conversational
+- gguf
+- 4-bit
+- 5-bit
+- 8-bit
+pipeline_tag: text-generation
+library_name: transformers
+base_model:
+- meta-llama/Llama-3.2-3B-Instruct
+datasets:
+- openai/gsm8k
+---
+
+# CALISTA-INDUSTRY/llama-3.2-3B-reasoning-en-ft-v1
+
+## Model Summary
+
+**CALISTA-INDUSTRY/llama-3.2-3B-reasoning-en-ft-v1** is a fine-tuned version of Meta's LLaMA 3 3B model, optimized for English-language reasoning tasks. This model has been adapted to enhance performance in logical reasoning, problem-solving, and conversational understanding.
+
+## Model Details
+
+- **Developed by**: Mohammad Yani & Rizky Sulaeman, Politeknik Negeri Indramayu
+- **Model type**: Decoder-only transformer (LLaMA 3 architecture)
+- **Parameter count**: 3.21 billion
+- **Quantization formats**: 4-bit (Q4_K_M), 5-bit (Q5_K_M), 8-bit (Q8_0)
+- **Training data**: [Specify datasets or data sources used]
+- **License**: Apache License 2.0
+- **Base model**: [meta-llama/Llama-3-3B](https://huggingface.co/meta-llama/Llama-3-3B)
+
+## Intended Uses & Limitations
+
+### Intended Uses
+
+- **Applications**:
+  - Logical reasoning tasks
+  - Conversational agents requiring enhanced reasoning capabilities
+  - Educational tools focusing on critical thinking
+- **Users**:
+  - Researchers in natural language processing
+  - Developers building AI-driven applications
+  - Educators and students in AI-related fields
+
+### Limitations
+
+- The model's performance may degrade on tasks outside its fine-tuned domain.
+- Not suitable for real-time applications without further optimization.
+- May produce incorrect or nonsensical answers; outputs should be verified in critical applications.
+
+## How to Use
+
+```python
+# Use a pipeline as a high-level helper
+from transformers import pipeline
+
+pipe = pipeline("text-generation", model="CALISTA-INDUSTRY/llama-3.2-3B-reasoning-en-ft-v1")
+messages = [
+    {"role": "user", "content": "Who are you?"},
+]
+pipe(messages)
+```
+

config.json

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+{
+    "model_type": "llama"
+}

generation_config.json

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+{
+  "_from_model_config": true,
+  "bos_token_id": 128000,
+  "eos_token_id": 128009,
+  "max_length": 131072,
+  "pad_token_id": 0,
+  "transformers_version": "4.51.3"
+}

modelfile_ollama_llama_grpo

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+FROM C:\Users\Rizky Sulaeman\.ollama\models\blobs\sha256-5e9bedd19374d609f5186b161c7cb32207357185d09059182a464953325c5fe4
+
+system """You are given a problem.
+Think about the problem and provide your working out.
+Place it between <start_working_out> and <end_working_out>.
+Then, provide your solution between <SOLUTION></SOLUTION>"""
+
+
+TEMPLATE """{{- if or .System .Tools }}<|start_header_id|>system<|end_header_id|>
+{{- if .System }}
+
+{{ .System }}
+{{- end }}
+{{- if .Tools }}
+
+Cutting Knowledge Date: December 2023
+
+When you receive a tool call response, use the output to format an answer to the orginal user question.
+
+You are a helpful assistant with tool calling capabilities.
+{{- end }}<|eot_id|>
+{{- end }}
+{{- 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.
+
+{{ range $.Tools }}
+{{- . }}
+{{ end }}
+Question: {{ .Content }}<|eot_id|>
+{{- else }}
+
+{{ .Content }}<|eot_id|>
+{{- end }}{{ 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 }}
+{{- end }}{{ if not $last }}<|eot_id|>{{ 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 }}"""
+PARAMETER stop <|start_header_id|>
+PARAMETER stop <|end_header_id|>
+PARAMETER stop <|eot_id|>

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