初始化项目，由ModelHub XC社区提供模型

Model: omerkaragulmez/XbyK-0.1
Source: Original Platform

.gitattributes

@@ -0,0 +1,37 @@
+*.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
+gguf/XbyK-0.1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+tokenizer.json filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,137 @@
+---
+license: apache-2.0
+base_model: mistralai/Mistral-Nemo-Instruct-2407
+tags:
+  - kentico
+  - xperience
+  - fine-tuned
+  - community
+  - multilingual
+language:
+  - en
+  - tr
+pipeline_tag: text-generation
+---
+
+# XbyK-0.1
+
+**XbyK-0.1** is a fine-tuned version of [mistralai/Mistral-Nemo-Instruct-2407](https://huggingface.co/mistralai/Mistral-Nemo-Instruct-2407) specialized for **Xperience by Kentico** — a digital experience platform (DXP).
+
+> ⚠️ **This is not an official Kentico product.** XbyK-0.1 is a community-driven research project with no affiliation to Kentico a.s. It is not endorsed, sponsored, or maintained by Kentico. No commercial intent of any kind.
+
+---
+
+## Who we are?
+
+**As Portalgrup AI team,** we develop, build and maintane AI solutions.
+Portalgrup founded in 2007, PortalGrup entered the thriving internet ecosystem with a singular focus: creating and managing web portals. 
+But as time unfolded, our journey took an exhilarating turn. 
+We transformed into a versatile digital solutions provider, extending our reach across a diverse spectrum of services.
+
+Portalgrup website: [More detail](https://portalgrup.com)
+
+## Version: 0.1 — Why So Early?
+
+This model is at version **0.1** because its current evaluation results reflect meaningful room for improvement.
+
+Evaluated on 30 questions drawn from the official Kentico Xperience documentation, scored by **Qwen3:32b** as an independent judge (0–10 scale):
+
+| Metric | Result |
+|--------|--------|
+| Average score | **5.7 / 10** |
+| Score ≥ 7 rate | **40%** (12 / 30) |
+| Average response time | 1.4s |
+
+The 0.1 versioning is intentional and honest — the model is functional and useful for many queries, but there are known dataset quality issues that will be addressed in future iterations.
+
+---
+
+## Known Issues & Planned Improvements
+
+The following problems were identified through systematic evaluation and are documented here for full transparency:
+
+### Format Issues
+
+- **Question echo as heading** — Most responses start with `## {question text}` or `### {question text}`. This is caused by training examples where assistant answers included the question as a heading.  
+  *Fix: strip heading prefixes from all assistant turns in the training data.*
+
+- **One-sentence truncated answers** — Some responses end abruptly after a single sentence (e.g., *"Xperience gives you complete control over your content."*).  
+  *Fix: enforce minimum response depth in training examples.*
+
+### Factual Errors
+
+| Topic | Error |
+|-------|-------|
+| Headless draft vs. published | Model incorrectly states that draft items are accessible via the headless API — only **Published** items are |
+| Content sync — image variants | Model gave an irrelevant e-commerce paragraph instead of answering the actual question |
+| Automation license tier | Incomplete or incorrect license tier information |
+| Email channel license tier | Wrong license threshold stated |
+
+### Terminology Inconsistencies
+
+- Model uses "Asset tiles" instead of the correct term **"content item assets"**
+- Inconsistent usage of "Content Hub" vs. older naming conventions from previous Kentico versions
+
+### Weak Topic Coverage
+
+The following topics scored lowest and need additional training examples:
+
+| Topic | Issue |
+|-------|-------|
+| Pages vs. Content items | Core conceptual difference covered too superficially in training data |
+| Content sync — image variants | Too few specific examples in the dataset |
+| Headless draft / publish lifecycle | Frequently misunderstood; needs correct, emphatic examples |
+| License tier comparisons (Automation, Email) | License feature tables not well-represented in training data |
+| Smart Folder creation (step-by-step) | Procedural steps are missing from examples |
+
+---
+
+## Capabilities
+
+- **Chat**: Answer questions about Kentico Xperience development, content management, digital marketing, e-commerce, and best practices
+- **Multilingual**: English (primary) + inherited multilingual capabilities from Mistral-Nemo base
+
+## Training Data
+
+Fine-tuned on the official Kentico Xperience documentation:
+- [docs.kentico.com](https://docs.kentico.com/) — Documentation, guides, and training materials
+- [api-reference.kentico.com](https://api-reference.kentico.com/) — API reference
+
+The full training dataset is available at [omerkaragulmez/XbyK-0.1-dataset](https://huggingface.co/datasets/omerkaragulmez/XbyK-0.1-dataset).
+
+## Usage
+
+```python
+from transformers import pipeline
+
+pipe = pipeline("text-generation", model="omerkaragulmez/XbyK-0.1", torch_dtype="bfloat16", device_map="auto")
+
+messages = [
+    {"role": "user", "content": "How do I create a content type in Kentico Xperience?"}
+]
+
+response = pipe(messages, max_new_tokens=512, temperature=0.3)
+print(response[0]["generated_text"][-1]["content"])
+```
+
+### With Ollama (recommended)
+
+The quantized GGUF (`gguf/XbyK-0.1-Q4_K_M.gguf`) is available in this repo and can be used directly with Ollama:
+
+```bash
+ollama create xbyk-0.1 -f gguf/Modelfile
+ollama run xbyk-0.1 "How do I use the Delivery API?"
+```
+
+## Training Details
+
+- **Base model**: mistralai/Mistral-Nemo-Instruct-2407 (12B parameters)
+- **Method**: LoRA (Low-Rank Adaptation)
+- **Hardware**: 2× NVIDIA GH200
+- **Framework**: HuggingFace TRL + PEFT
+
+---
+
+## Disclaimer
+
+Xperience by Kentico™ is a registered trademark of Kentico a.s. This project is an independent community research effort and has no commercial intent. All documentation used for training is publicly available at docs.kentico.com

chat_template.jinja

@@ -0,0 +1,87 @@
+{%- if messages[0]["role"] == "system" %}
+    {%- set system_message = messages[0]["content"] %}
+    {%- set loop_messages = messages[1:] %}
+{%- else %}
+    {%- set loop_messages = messages %}
+{%- endif %}
+{%- if not tools is defined %}
+    {%- set tools = none %}
+{%- endif %}
+{%- set user_messages = loop_messages | selectattr("role", "equalto", "user") | list %}
+
+{#- This block checks for alternating user/assistant messages, skipping tool calling messages #}
+{%- set ns = namespace() %}
+{%- set ns.index = 0 %}
+{%- for message in loop_messages %}
+    {%- if not (message.role == "tool" or message.role == "tool_results" or (message.tool_calls is defined and message.tool_calls is not none)) %}
+        {%- if (message["role"] == "user") != (ns.index % 2 == 0) %}
+            {{- raise_exception("After the optional system message, conversation roles must alternate user/assistant/user/assistant/...") }}
+        {%- endif %}
+        {%- set ns.index = ns.index + 1 %}
+    {%- endif %}
+{%- endfor %}
+
+{{- bos_token }}
+{%- for message in loop_messages %}
+    {%- if message["role"] == "user" %}
+        {%- if tools is not none and (message == user_messages[-1]) %}
+            {{- "[AVAILABLE_TOOLS][" }}
+            {%- for tool in tools %}
+                {%- set tool = tool.function %}
+                {{- '{"type": "function", "function": {' }}
+                {%- for key, val in tool.items() if key != "return" %}
+                    {%- if val is string %}
+                        {{- '"' + key + '": "' + val + '"' }}
+                    {%- else %}
+                        {{- '"' + key + '": ' + val|tojson }}
+                    {%- endif %}
+                    {%- if not loop.last %}
+                        {{- ", " }}
+                    {%- endif %}
+                {%- endfor %}
+                {{- "}}" }}
+                {%- if not loop.last %}
+                    {{- ", " }}
+                {%- else %}
+                    {{- "]" }}
+                {%- endif %}
+            {%- endfor %}
+            {{- "[/AVAILABLE_TOOLS]" }}
+            {%- endif %}
+        {%- if loop.last and system_message is defined %}
+            {{- "[INST]" + system_message + "\n\n" + message["content"] + "[/INST]" }}
+        {%- else %}
+            {{- "[INST]" + message["content"] + "[/INST]" }}
+        {%- endif %}
+    {%- elif (message.tool_calls is defined and message.tool_calls is not none) %}
+        {{- "[TOOL_CALLS][" }}
+        {%- for tool_call in message.tool_calls %}
+            {%- set out = tool_call.function|tojson %}
+            {{- out[:-1] }}
+            {%- if not tool_call.id is defined or tool_call.id|length != 9 %}
+                {{- raise_exception("Tool call IDs should be alphanumeric strings with length 9!") }}
+            {%- endif %}
+            {{- ', "id": "' + tool_call.id + '"}' }}
+            {%- if not loop.last %}
+                {{- ", " }}
+            {%- else %}
+                {{- "]" + eos_token }}
+            {%- endif %}
+        {%- endfor %}
+    {%- elif message["role"] == "assistant" %}
+        {{- message["content"] + eos_token}}
+    {%- elif message["role"] == "tool_results" or message["role"] == "tool" %}
+        {%- if message.content is defined and message.content.content is defined %}
+            {%- set content = message.content.content %}
+        {%- else %}
+            {%- set content = message.content %}
+        {%- endif %}
+        {{- '[TOOL_RESULTS]{"content": ' + content|string + ", " }}
+        {%- if not message.tool_call_id is defined or message.tool_call_id|length != 9 %}
+            {{- raise_exception("Tool call IDs should be alphanumeric strings with length 9!") }}
+        {%- endif %}
+        {{- '"call_id": "' + message.tool_call_id + '"}[/TOOL_RESULTS]' }}
+    {%- else %}
+        {{- raise_exception("Only user and assistant roles are supported, with the exception of an initial optional system message!") }}
+    {%- endif %}
+{%- endfor %}

config.json

@@ -0,0 +1,30 @@
+{
+  "architectures": [
+    "MistralForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 1,
+  "dtype": "bfloat16",
+  "eos_token_id": 2,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 5120,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 131072,
+  "model_type": "mistral",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 40,
+  "num_key_value_heads": 8,
+  "pad_token_id": null,
+  "rms_norm_eps": 1e-05,
+  "rope_parameters": {
+    "rope_theta": 1000000.0,
+    "rope_type": "default"
+  },
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "transformers_version": "5.4.0",
+  "use_cache": true,
+  "vocab_size": 131072
+}

generation_config.json

@@ -0,0 +1,6 @@
+{
+  "_from_model_config": true,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "transformers_version": "5.4.0"
+}

gguf/Modelfile

@@ -0,0 +1,11 @@
+FROM ./XbyK-0.1-Q4_K_M.gguf
+
+PARAMETER temperature 0.3
+PARAMETER top_p 0.9
+PARAMETER num_ctx 4096
+
+SYSTEM """You are XbyK-0.1, an expert AI assistant for Xperience by Kentico.
+You help developers, marketers, and administrators with questions about
+Kentico Xperience — including development, content management, deployment,
+API usage, and best practices. You provide accurate, detailed answers
+based on the official Kentico documentation."""

gguf/XbyK-0.1-Q4_K_M.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:66e8adf9ac8d022d241729af84f2639d9c8a2d4a9f1351b550d6d5f3297b923d
+size 7477207968

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ad9e4165bf011198e733a62bb70f70cf31f42681352792ed2aee4c00edb2c28b
+size 24495607560

tokenizer.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b0240ce510f08e6c2041724e9043e33be9d251d1e4a4d94eb68cd47b954b61d2
+size 17078292

tokenizer_config.json

@@ -0,0 +1,16 @@
+{
+  "add_prefix_space": false,
+  "backend": "tokenizers",
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "</s>",
+  "is_local": false,
+  "model_input_names": [
+    "input_ids",
+    "attention_mask"
+  ],
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "</s>",
+  "tokenizer_class": "TokenizersBackend",
+  "unk_token": "<unk>"
+}

training_info.json

@@ -0,0 +1,7 @@
+{
+  "model_name": "XbyK-0.1",
+  "base_model": "mistralai/Mistral-Nemo-Instruct-2407",
+  "merge_dtype": "bfloat16",
+  "lora_rank": 32,
+  "lora_alpha": 64
+}