初始化项目，由ModelHub XC社区提供模型

Model: saidutta69/Ghosty-7B Source: Original Platform
2026-07-14 20:39:10 +08:00
commit e21e9a4770
11 changed files with 307 additions and 0 deletions
--- a/.gitattributes
+++ b/.gitattributes
@@ -0,0 +1,39 @@
+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+tokenizer.json filter=lfs diff=lfs merge=lfs -text
+ghosty-7b-q8_0.gguf filter=lfs diff=lfs merge=lfs -text
+ghosty-7b-q5_k_m.gguf filter=lfs diff=lfs merge=lfs -text
+ghosty-7b-q4_k_m.gguf filter=lfs diff=lfs merge=lfs -text
--- a/README.md
+++ b/README.md
@@ -0,0 +1,95 @@
+---
+license: apache-2.0
+language:
+- en
+- hi
+tags:
+- qwen2.5
+- paranormal
+- ghost-hunting
+- hinglish
+- investigator
+- 7b
+- finetuned
+pipeline_tag: text-generation
+widget:
+  - text: "Maine ek raat ko ghar me ajeeb awaaz suni. Kya ho sakta hai?"
+  - text: "Kya bhoot sach me hote hain?"
+  - text: "Mere ghar me raat ko plates apne aap hilne lagti hain. Kya karun?"
+---
+
+# Ghosty-7B 👻
+
+A **Paranormal Investigator LLM** — fine-tuned from Qwen2.5-7B-Instruct on a curated corpus of Indian paranormal encounter transcripts, investigator blogs, and first-person supernatural experience accounts.
+
+Designed to respond like an experienced paranormal investigator: open-minded yet analytical, fluent in Hinglish, and respectful of both scientific inquiry and lived supernatural experiences.
+
+## Model Capabilities
+
+- 🎙️ **Hinglish-first**: Responds naturally in Hindi-English code-mixing, matching how Indian paranormal communities communicate
+- 🔍 **Investigator persona**: Balances skepticism with belief — investigates claims seriously without dismissing or fear-mongering
+- 🏠 **Indian context**: Understands local ghost lore (bhoot-pret, tantra-mantra, aatma), regional beliefs, and culturally relevant advice
+- 📖 **Storytelling**: Can narrate Indian folklore and paranormal encounter stories in an engaging first-person investigator style
+
+## Example Interaction
+
+```
+User: Maine ek raat ko ghar me ajeeb awaaz suni. Kya ho sakta hai?
+Ghosty: Aise ajeeb awaaze ki koi common reasons hote hain:
+1. Electrical interference (like faulty appliances)
+2. Humming from AC/ventilator
+3. Koi animal (katra, bat)
+4. Wind noise through windows
+...
+
+User: Kya bhoot sach me hote hain?
+Ghosty: Bhoot ka concept India ke folklore aur spiritual traditions mein bahut purana hai,
+lekin modern scientific perspective se aise entities ko "unexplained phenomena" ya
+"paranormal activity" ke roop mein label kiya jata hai...
+```
+
+## Training Data
+
+Trained on a diverse collection of:
+- **Paranormal investigator blogs & transcripts** (Creative Commons licensed, used with permission)
+- **Indian ghost encounter narratives** from verified public sources
+- **First-person supernatural experience accounts** from Indian online communities
+- **Hinglish conversational data** spanning urban and rural paranormal reporting styles
+
+Dataset: ~3,000 SFT question-answer pairs in Qwen chat format.
+
+All data sourced from publicly available, permissively licensed Indian paranormal content.
+
+## Training Details
+
+| Parameter | Value |
+|-----------|-------|
+| Base Model | Qwen2.5-7B-Instruct (abliterated variant) |
+| Fine-tuning | Full parameter FT (not LoRA) |
+| Hardware | NVIDIA H100 80GB |
+| Precision | BF16 |
+| Attention | SDPA (PyTorch built-in) |
+| Epochs | 5 |
+| Batch Size | 8 (effective 16 with grad accum) |
+| Learning Rate | 2e-5 (cosine, warmup 185 steps) |
+| Max Length | 2048 tokens |
+| Gradient Checkpointing | Yes |
+
+## Intended Use
+
+Ghosty-7B is designed for:
+- **Paranormal investigation RP/chatbots**
+- **Indian folklore & ghost story generation**
+- **First-responder paranormal advice systems**
+- **Educational demonstrations of Indian supernatural beliefs**
+
+## Limitations
+
+- May occasionally hallucinate specific case details (standard for LLMs)
+- Best at Hinglish — performance in pure English or pure Hindi may vary
+- Not a replacement for professional mental health or law enforcement advice
+- Trained on publicly shared experiences — individual accounts may not be verified
+
+## License
+
+Apache 2.0
--- a/chat_template.jinja
+++ b/chat_template.jinja
@@ -0,0 +1,54 @@
+{%- if tools %}
+    {{- '<|im_start|>system\n' }}
+    {%- if messages[0]['role'] == 'system' %}
+        {{- messages[0]['content'] }}
+    {%- else %}
+        {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }}
+    {%- endif %}
+    {{- "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
+    {%- for tool in tools %}
+        {{- "\n" }}
+        {{- tool | tojson }}
+    {%- endfor %}
+    {{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
+{%- else %}
+    {%- if messages[0]['role'] == 'system' %}
+        {{- '<|im_start|>system\n' + messages[0]['content'] + '<|im_end|>\n' }}
+    {%- else %}
+        {{- '<|im_start|>system\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\n' }}
+    {%- endif %}
+{%- endif %}
+{%- for message in messages %}
+    {%- if (message.role == "user") or (message.role == "system" and not loop.first) or (message.role == "assistant" and not message.tool_calls) %}
+        {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }}
+    {%- elif message.role == "assistant" %}
+        {{- '<|im_start|>' + message.role }}
+        {%- if message.content %}
+            {{- '\n' + message.content }}
+        {%- endif %}
+        {%- for tool_call in message.tool_calls %}
+            {%- if tool_call.function is defined %}
+                {%- set tool_call = tool_call.function %}
+            {%- endif %}
+            {{- '\n<tool_call>\n{"name": "' }}
+            {{- tool_call.name }}
+            {{- '", "arguments": ' }}
+            {{- tool_call.arguments | tojson }}
+            {{- '}\n</tool_call>' }}
+        {%- endfor %}
+        {{- '<|im_end|>\n' }}
+    {%- elif message.role == "tool" %}
+        {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != "tool") %}
+            {{- '<|im_start|>user' }}
+        {%- endif %}
+        {{- '\n<tool_response>\n' }}
+        {{- message.content }}
+        {{- '\n</tool_response>' }}
+        {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+            {{- '<|im_end|>\n' }}
+        {%- endif %}
+    {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+    {{- '<|im_start|>assistant\n' }}
+{%- endif %}
--- a/config.json
+++ b/config.json
@@ -0,0 +1,61 @@
+{
+  "architectures": [
+    "Qwen2ForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": null,
+  "dtype": "bfloat16",
+  "eos_token_id": 151645,
+  "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": 32768,
+  "max_window_layers": 28,
+  "model_type": "qwen2",
+  "num_attention_heads": 28,
+  "num_hidden_layers": 28,
+  "num_key_value_heads": 4,
+  "pad_token_id": 151643,
+  "rms_norm_eps": 1e-06,
+  "rope_parameters": {
+    "rope_theta": 1000000.0,
+    "rope_type": "default"
+  },
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "transformers_version": "5.13.0",
+  "use_cache": false,
+  "use_sliding_window": false,
+  "vocab_size": 152064
+}
--- a/generation_config.json
+++ b/generation_config.json
@@ -0,0 +1,13 @@
+{
+  "do_sample": true,
+  "eos_token_id": [
+    151645,
+    151643
+  ],
+  "pad_token_id": 151643,
+  "repetition_penalty": 1.05,
+  "temperature": 0.7,
+  "top_k": 20,
+  "top_p": 0.8,
+  "transformers_version": "5.13.0"
+}
--- a/ghosty-7b-q4_k_m.gguf
+++ b/ghosty-7b-q4_k_m.gguf
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:02217ab8a8c2cdbfe7fdab41f75ce6eac7062639aade4d123d329fc9df8e964c
+size 4683073696
--- a/ghosty-7b-q5_k_m.gguf
+++ b/ghosty-7b-q5_k_m.gguf
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:93a150971848b98c7fdbdbf171983b43032b09f14a072e787fde7085953b1b28
+size 5444831392
--- a/ghosty-7b-q8_0.gguf
+++ b/ghosty-7b-q8_0.gguf
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:acf960e879cec5e9c0a249471af8aecce01b0c44b26c9bac5fa9c1122890da2e
+size 8098525344
--- a/model.safetensors
+++ b/model.safetensors
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2491c91ab7817fee3ca772645b1be25ae24a86c30b0a775997085fd884e10df8
+size 15231272152
--- a/tokenizer.json
+++ b/tokenizer.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3fd169731d2cbde95e10bf356d66d5997fd885dd8dbb6fb4684da3f23b2585d8
+size 11421892
--- a/tokenizer_config.json
+++ b/tokenizer_config.json
@@ -0,0 +1,30 @@
+{
+  "add_prefix_space": false,
+  "backend": "tokenizers",
+  "bos_token": null,
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "errors": "replace",
+  "extra_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>",
+    "<|object_ref_start|>",
+    "<|object_ref_end|>",
+    "<|box_start|>",
+    "<|box_end|>",
+    "<|quad_start|>",
+    "<|quad_end|>",
+    "<|vision_start|>",
+    "<|vision_end|>",
+    "<|vision_pad|>",
+    "<|image_pad|>",
+    "<|video_pad|>"
+  ],
+  "is_local": false,
+  "local_files_only": false,
+  "model_max_length": 131072,
+  "pad_token": "<|endoftext|>",
+  "split_special_tokens": false,
+  "tokenizer_class": "Qwen2Tokenizer",
+  "unk_token": null
+}