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Model: divahno/cx-SmolLM2-360M-Q8_0 Source: Original Platform
2026-09-20 00:50:29 +08:00
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--- a/README.md
+++ b/README.md
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+---
+license: apache-2.0
+base_model: HuggingFaceTB/SmolLM2-360M-Instruct
+tags:
+  - llama-cpp
+  - gguf
+  - cx-analytics
+  - fine-tuned
+  - lora
+model_type: llama
+quantized_by: llama.cpp
+pipeline_tag: text-generation
+---
+
+# CX SmolLM2-360M Q8_0 GGUF
+
+Fine-tuned [SmolLM2-360M-Instruct](https://huggingface.co/HuggingFaceTB/SmolLM2-360M-Instruct) for **CX (Customer Experience) analytics insights** — part of the Action-XM AI Guide system.
+
+## Model Details
+
+| Property | Value |
+|----------|-------|
+| Base model | HuggingFaceTB/SmolLM2-360M-Instruct |
+| Architecture | LlamaForCausalLM |
+| Parameters | 360M |
+| Quantization | Q8_0 (GGUF) |
+| File size | 369 MB |
+| Context length | 8192 tokens |
+| Training framework | MLX-LM (Apple Silicon) |
+
+## Training
+
+- **Method**: LoRA (r=16, alpha=32, targets: q/k/v/o projections)
+- **Dataset**: 9,828 synthetic CX analytics examples (ChatML format)
+- **Iterations**: 1,000
+- **Learning rate**: 2e-5
+- **Batch size**: 2
+- **LoRA layers**: 16 (of 32)
+- **Peak memory**: 3.2 GB
+- **Hardware**: Apple Silicon (MLX)
+
+### Training Data
+
+Synthetic CX insight pairs generated via Claude Sonnet 4.6, covering:
+- Funnel analysis and drop-off diagnosis
+- Rage click / dead click interpretation
+- Session replay pattern analysis
+- Core Web Vitals optimization
+- Scroll depth and engagement insights
+- Heatmap and click pattern analysis
+- Quick-back / bounce diagnosis
+- Segment comparison and cohort analysis
+
+Quality-gated: each example passed JSON structure, length, hallucination, and actionability checks.
+
+## Usage
+
+### llama.cpp
+
+```bash
+llama-cli -m cx-SmolLM2-360M-Q8_0.gguf -n 256 --temp 0.7 --chat-template chatml
+```
+
+### Python (llama-cpp-python)
+
+```python
+from llama_cpp import Llama
+
+llm = Llama(model_path="cx-SmolLM2-360M-Q8_0.gguf", n_ctx=2048)
+response = llm.create_chat_completion(messages=[
+    {"role": "system", "content": "You are a CX analytics assistant."},
+    {"role": "user", "content": "Cart abandonment is 71%. Average payment page duration is 12s. Insights?"},
+])
+print(response["choices"][0]["message"]["content"])
+```
+
+## Performance
+
+On Apple Silicon (M1 Pro):
+- Prompt processing: ~579 tokens/sec
+- Generation: ~164 tokens/sec
+
+## License
+
+Apache 2.0 (same as base model)
--- a/config.json
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+}
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+{% for message in messages %}{% if loop.first and messages[0]['role'] != 'system' %}{{ '<|im_start|>system
+You are a helpful AI assistant named SmolLM, trained by Hugging Face<|im_end|>
+' }}{% endif %}{{'<|im_start|>' + message['role'] + '
+' + message['content'] + '<|im_end|>' + '
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