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Model: MihailBazarov/qwen2.5-coder-14b-bitrix-developer Source: Original Platform
2026-09-04 23:26:53 +08:00
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--- a/README.md
+++ b/README.md
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+---
+language: ru
+library_name: mlx
+pipeline_tag: text-generation
+tags:
+- mlx
+- gguf
+- safetensors
+- qwen2
+- qwen2.5-coder
+- bitrix
+- 1c-bitrix
+- qlora
+- text-generation-inference
+- endpoints_compatible
+- 8-bit
+---
+
+# BX-GURU v6 — Qwen2.5-Coder-14B-Bitrix-Developer
+
+**Подробная статья на русском:** [bazarow.ru/blog-note/16997/](https://bazarow.ru/blog-note/16997/) — история создания, 5 версий Devstral, почему перешли на Qwen.
+
+QLoRA fine-tune of Qwen2.5-Coder-14B-Instruct (8-bit). Specialized in 1C-Bitrix BUS: D7 ORM, events, components, Highload-blocks, Router, REST API, agents, SQL.
+
+## Formats
+
+| Format | File | Usage |
+|--------|------|-------|
+| 🍎 **MLX** (safetensors) | `model-*-of-*.safetensors` | Mac Apple Silicon (mlx-lm, LM Studio MLX) |
+| 🏭 **GGUF** Q8_0 | `bxguru_v6_Q8_0.gguf` | LM Studio GGUF, Ollama, llama.cpp |
+
+## How to use
+
+### LM Studio
+
+Search `MihailBazarov/qwen2.5-coder-14b-bitrix-developer` in LM Studio. Both MLX and GGUF versions are available:
+
+- **MLX** → uses `model-*-of-*.safetensors` (native Apple Silicon)
+- **GGUF** → uses `bxguru_v6_Q8_0.gguf` (broader compatibility)
+
+System prompt: *"Ты — BX-GURU, Senior Bitrix fullstack разработчик. Знаешь D7 ORM, компоненты, события, модули, AJAX-контроллеры, инфоблоки, Highload-блоки, Router, REST API, админку."*
+
+### Ollama
+
+```bash
+ollama create bxguru -f - << 'EOF'
+FROM ./bxguru_v6_Q8_0.gguf
+SYSTEM "Ты — BX-GURU, Senior Bitrix fullstack разработчик."
+EOF
+ollama run bxguru
+```
+
+## Capabilities
+
+- D7 ORM: `ElementTable::getList()`, `SectionTable`, filters, sorting, `ExpressionField`, `ReferenceField`
+- Events: `EventManager::addEventHandler()`, `OnBefore/OnAfter` handlers
+- Highload-blocks: `HighloadBlockTable::compileEntity()`
+- REST API, routing, AJAX controllers
+- Agents & CRON: `CAgent::AddAgent()`
+- SQL: JOIN, GROUP BY, subqueries
+
+## Links
+
+- Source code & training guide: [gitverse](https://gitverse.ru/mibazarow/devstral-small-24b-senior-bitrix-developer)
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--- a/chat_template.jinja
+++ b/chat_template.jinja
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+{%- 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
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+{
+    "architectures": [
+        "Qwen2ForCausalLM"
+    ],
+    "attention_dropout": 0.0,
+    "bos_token_id": 151643,
+    "eos_token_id": 151645,
+    "hidden_act": "silu",
+    "hidden_size": 5120,
+    "initializer_range": 0.02,
+    "intermediate_size": 13824,
+    "max_position_embeddings": 32768,
+    "max_window_layers": 70,
+    "model_type": "qwen2",
+    "num_attention_heads": 40,
+    "num_hidden_layers": 48,
+    "num_key_value_heads": 8,
+    "quantization": {
+        "group_size": 64,
+        "bits": 8
+    },
+    "quantization_config": {
+        "group_size": 64,
+        "bits": 8
+    },
+    "rms_norm_eps": 1e-06,
+    "rope_theta": 1000000.0,
+    "sliding_window": 131072,
+    "tie_word_embeddings": false,
+    "torch_dtype": "bfloat16",
+    "transformers_version": "4.43.1",
+    "use_cache": true,
+    "use_sliding_window": false,
+    "vocab_size": 152064
+}
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--- a/tokenizer_config.json
+++ b/tokenizer_config.json
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+{
+  "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": true,
+  "local_files_only": false,
+  "model_max_length": 131072,
+  "pad_token": "<|endoftext|>",
+  "split_special_tokens": false,
+  "tokenizer_class": "Qwen2Tokenizer",
+  "tool_parser_type": "json_tools",
+  "unk_token": null
+}