commit e1b7772567d63e4d597f67c7d9051a1ff0e0983a
Author: ModelHub XC <noreply@modelhub.org.cn>
Date:   Tue May 5 11:08:48 2026 +0800

    初始化项目，由ModelHub XC社区提供模型
    
    Model: RedneckBOT/typescript-slm-7b-reasoning-full
    Source: Original Platform

diff --git a/.gitattributes b/.gitattributes
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diff --git a/README.md b/README.md
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--- /dev/null
+++ b/README.md
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+---
+language:
+- en
+license: mit
+library_name: transformers
+tags:
+- code
+- typescript
+- reasoning
+- react
+- nextjs
+- angular
+- nodejs
+- deepseek
+- gguf
+- ollama
+base_model: deepseek-ai/DeepSeek-R1-Distill-Qwen-7B
+datasets:
+- github-code
+model-index:
+- name: TypeScript-SLM-7B-Reasoning-Full
+  results: []
+---
+
+# TypeScript-SLM-7B-Reasoning-Full
+
+**TypeScript-SLM-7B-Reasoning** is a 7B-parameter DeepSeek-based model fine-tuned for step-by-step TypeScript reasoning. It merges the base model with LoRA adapters and includes GGUF quantization for local/Ollama workflows.
+
+This repository hosts the **full merged model** plus **GGUF (q4_k_m)** for lightweight inference.
+
+## Model Description
+
+- **Base Model**: [deepseek-ai/DeepSeek-R1-Distill-Qwen-7B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-7B)
+- **Model Type**: Causal LM (code reasoning)
+- **Parameters**: 7B
+- **Context Length**: Inherits base DeepSeek-R1-Distill-Qwen-7B window
+- **Fine-tuning**: LoRA on TypeScript reasoning/debugging tasks
+- **License**: MIT
+- **Language**: English, TypeScript/JavaScript code
+- **System Prompt**: Focus on step-by-step debugging, refactoring, and design-level explanations before giving the final typed solution.
+
+### What it is good at
+- ✅ Explaining TypeScript bugs and fixes
+- ✅ Refactoring and API design discussions
+- ✅ Generating strongly-typed code for React/Next.js/Angular/Node.js
+- ✅ Producing clear reasoning traces before final answers
+
+## Intended Uses
+
+**Primary**: TypeScript reasoning, debugging, refactoring, and guided code generation.  
+**Out-of-scope**: Arbitrary natural-language chat unrelated to code; safety-sensitive or factual tasks outside TypeScript.
+
+### Prompt Examples
+
+```
+"Debug this TypeScript function and explain the bug step by step:\n\nfunction add(a?: number, b?: number) { return a + b; }"
+
+"Design a typed API surface for a Next.js todo service. Explain design choices, then show the final code."
+```
+
+## How to Use
+
+### Ollama (recommended for local)
+
+```bash
+ollama create typescript-slm-7b-reasoning -f gguf/Modelfile-q4_k_m
+ollama run typescript-slm-7b-reasoning "Explain why this React hook re-renders too often..."
+```
+
+### Transformers
+
+```python
+from transformers import AutoModelForCausalLM, AutoTokenizer
+import torch
+
+model = AutoModelForCausalLM.from_pretrained(
+    "sylvester-francis/typescript-slm-7b-reasoning-full",
+    torch_dtype=torch.float16,
+    device_map="auto",
+)
+tokenizer = AutoTokenizer.from_pretrained("sylvester-francis/typescript-slm-7b-reasoning-full")
+
+prompt = "Refactor this TypeScript service for better typing and error handling..."
+inputs = tokenizer(prompt, return_tensors="pt").to(model.device)
+outputs = model.generate(
+    **inputs,
+    max_new_tokens=512,
+    temperature=0.3,
+    top_p=0.95,
+    do_sample=True,
+    pad_token_id=tokenizer.eos_token_id,
+)
+print(tokenizer.decode(outputs[0], skip_special_tokens=True))
+```
+
+### GGUF (llama.cpp)
+
+```bash
+huggingface-cli download sylvester-francis/typescript-slm-7b-reasoning-full \
+  gguf/typescript-slm-7b-reasoning-q4_k_m.gguf --local-dir ./models
+
+./llama-cli -m ./models/gguf/typescript-slm-7b-reasoning-q4_k_m.gguf \
+  -p "Explain and fix this TypeScript type error..."
+```
+
+## Model Files
+
+- `gguf/typescript-slm-7b-reasoning-q4_k_m.gguf` (≈4.7GB)
+- `gguf/Modelfile-q4_k_m` (Ollama import)
+
+## Training Data (summary)
+
+- Curated TypeScript code from popular GitHub repos (React, Next.js, Angular, Node.js)
+- StackOverflow Q&A focused on debugging and reasoning
+- Filters for strong typing, framework best practices, and reasoning-rich examples
+
+## Training Configuration (LoRA)
+
+```yaml
+Base Model: deepseek-ai/DeepSeek-R1-Distill-Qwen-7B
+Method: LoRA fine-tuning
+Target Domains: TypeScript reasoning, debugging, refactoring
+LoRA Rank / Alpha: tuned for stability and reasoning depth
+Optimizer: AdamW
+Max Sequence Length: inherits base model context window
+```
+
+## Evaluation
+
+Qualitative checks on TypeScript debugging/refactoring prompts show:
+- Clear reasoning steps before final code
+- Strong type usage and framework-aware patterns
+- Concise, actionable fixes
+
+## Safety & Limitations
+
+- May generate incorrect code or hallucinate APIs—review before production use.
+- Not a security scanner; do not rely on it for vulnerability assessments.
+- Avoid non-code or high-stakes factual tasks.
+
+## License
+
+MIT for the fine-tuned model; base model license and dataset terms also apply.
+
+## Contact
+
+- Maintainer: Sylvester Francis (`@sylvester-francis` on Hugging Face)
+- Issues/feedback: open a discussion on the model repo
diff --git a/chat_template.jinja b/chat_template.jinja
new file mode 100644
index 0000000..c2066bd
--- /dev/null
+++ b/chat_template.jinja
@@ -0,0 +1 @@
+{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% set ns = namespace(is_first=false, is_tool=false, is_output_first=true, system_prompt='') %}{%- for message in messages %}{%- if message['role'] == 'system' %}{% set ns.system_prompt = message['content'] %}{%- endif %}{%- endfor %}{{bos_token}}{{ns.system_prompt}}{%- for message in messages %}{%- if message['role'] == 'user' %}{%- set ns.is_tool = false -%}{{'<｜User｜>' + message['content']}}{%- endif %}{%- if message['role'] == 'assistant' and message['content'] is none %}{%- set ns.is_tool = false -%}{%- for tool in message['tool_calls']%}{%- if not ns.is_first %}{{'<｜Assistant｜><｜tool▁calls▁begin｜><｜tool▁call▁begin｜>' + tool['type'] + '<｜tool▁sep｜>' + tool['function']['name'] + '\n' + '```json' + '\n' + tool['function']['arguments'] + '\n' + '```' + '<｜tool▁call▁end｜>'}}{%- set ns.is_first = true -%}{%- else %}{{'\n' + '<｜tool▁call▁begin｜>' + tool['type'] + '<｜tool▁sep｜>' + tool['function']['name'] + '\n' + '```json' + '\n' + tool['function']['arguments'] + '\n' + '```' + '<｜tool▁call▁end｜>'}}{{'<｜tool▁calls▁end｜><｜end▁of▁sentence｜>'}}{%- endif %}{%- endfor %}{%- endif %}{%- if message['role'] == 'assistant' and message['content'] is not none %}{%- if ns.is_tool %}{{'<｜tool▁outputs▁end｜>' + message['content'] + '<｜end▁of▁sentence｜>'}}{%- set ns.is_tool = false -%}{%- else %}{% set content = message['content'] %}{% if '</think>' in content %}{% set content = content.split('</think>')[-1] %}{% endif %}{{'<｜Assistant｜>' + content + '<｜end▁of▁sentence｜>'}}{%- endif %}{%- endif %}{%- if message['role'] == 'tool' %}{%- set ns.is_tool = true -%}{%- if ns.is_output_first %}{{'<｜tool▁outputs▁begin｜><｜tool▁output▁begin｜>' + message['content'] + '<｜tool▁output▁end｜>'}}{%- set ns.is_output_first = false %}{%- else %}{{'\n<｜tool▁output▁begin｜>' + message['content'] + '<｜tool▁output▁end｜>'}}{%- endif %}{%- endif %}{%- endfor -%}{% if ns.is_tool %}{{'<｜tool▁outputs▁end｜>'}}{% endif %}{% if add_generation_prompt and not ns.is_tool %}{{'<｜Assistant｜><think>\n'}}{% endif %}
\ No newline at end of file
diff --git a/config.json b/config.json
new file mode 100644
index 0000000..e514735
--- /dev/null
+++ b/config.json
@@ -0,0 +1,59 @@
+{
+  "architectures": [
+    "Qwen2ForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 151643,
+  "dtype": "float16",
+  "eos_token_id": 151643,
+  "hidden_act": "silu",
+  "hidden_size": 3584,
+  "initializer_range": 0.02,
+  "intermediate_size": 18944,
+  "layer_types": [
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention"
+  ],
+  "max_position_embeddings": 131072,
+  "max_window_layers": 28,
+  "model_type": "qwen2",
+  "num_attention_heads": 28,
+  "num_hidden_layers": 28,
+  "num_key_value_heads": 4,
+  "rms_norm_eps": 1e-06,
+  "rope_scaling": null,
+  "rope_theta": 10000,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "transformers_version": "4.57.3",
+  "use_cache": true,
+  "use_mrope": false,
+  "use_sliding_window": false,
+  "vocab_size": 152064
+}
diff --git a/generation_config.json b/generation_config.json
new file mode 100644
index 0000000..ae7578e
--- /dev/null
+++ b/generation_config.json
@@ -0,0 +1,9 @@
+{
+  "_from_model_config": true,
+  "bos_token_id": 151646,
+  "do_sample": true,
+  "eos_token_id": 151643,
+  "temperature": 0.6,
+  "top_p": 0.95,
+  "transformers_version": "4.57.3"
+}
diff --git a/gguf/Modelfile-q4_k_m b/gguf/Modelfile-q4_k_m
new file mode 100644
index 0000000..1054bd1
--- /dev/null
+++ b/gguf/Modelfile-q4_k_m
@@ -0,0 +1,9 @@
+FROM hf.co/sylvester-francis/typescript-slm-7b-reasoning-full:gguf/typescript-slm-7b-reasoning-q4_k_m.gguf
+
+PARAMETER temperature 0.3
+PARAMETER num_ctx 8192
+PARAMETER top_p 0.95
+
+SYSTEM """You are TypeScript-SLM 7B Reasoning: a deep reasoning assistant for TypeScript.
+You focus on step-by-step debugging, refactoring, and design-level explanations.
+Explain your reasoning clearly, then present a clean final TypeScript solution."""
diff --git a/gguf/typescript-slm-7b-reasoning-q4_k_m.gguf b/gguf/typescript-slm-7b-reasoning-q4_k_m.gguf
new file mode 100644
index 0000000..cfdaaea
--- /dev/null
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