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Model: KordAI/Typhoon-Gemma3-KordTranslate-EN-TH-4B
Source: Original Platform

.gitattributes

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README.md

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+---
+language:
+- en
+- th
+license: apache-2.0
+pipeline_tag: translation
+tags:
+- translation
+- thai
+- english
+- gemma-3
+- typhoon
+- machine-translation
+- bilingual
+- sft
+base_model: typhoon-ai/typhoon2.1-gemma3-4b
+
+
+---
+
+# 🇹🇭🇺🇸 Typhoon 2.1 Gemma 3 KordTranslate EN-TH 4B
+
+<p align="center">
+  <img src="https://i.ibb.co/q3H1WPgj/logo.png" width="220" alt="KordTranslate Logo">
+</p>
+
+**Typhoon 2.1 Gemma 3 KordTranslate EN-TH 4B** is a bilingual English ↔ Thai translation model fine-tuned from **`typhoon-ai/typhoon2.1-gemma3-4b`** for high-quality machine translation between Thai and English.
+
+The model is instruction-tuned specifically for translation tasks using bilingual translation datasets while preserving the strong language understanding inherited from the Typhoon base model.
+---
+
+# ✨ Features
+
+- 🇺🇸 English → Thai translation
+- 🇹🇭 Thai → English translation
+- Instruction-tuned for translation
+- Built on **Typhoon2.1 Gemma 3 4B**
+- Lightweight and suitable for local inference
+
+---
+
+| Item | Value |
+|------|-------|
+| Model | `KordAI/Typhoon-Gemma3-KordTranslate-EN-TH-4B` |
+| Base Model | `typhoon-ai/typhoon2.1-gemma3-4b` |
+| Architecture | Gemma 3 (4B) |
+| Task | Machine Translation |
+| Languages | English, Thai |
+| Fine-tuning | Supervised Fine-Tuning (SFT) |
+
+---
+
+This model is optimized for:
+
+- English → Thai translation
+- Thai → English translation
+- Localization
+- Educational applications
+- Chatbot translation
+- API integration
+- Batch document translation
+
+
+For the best performance, use the prompt templates below.
+
+---
+
+# 📝 Prompt Templates
+
+For optimal translation quality, structure your inputs exactly as shown below depending on the translation direction.
+
+## English → Thai
+
+```text
+Translate the following English text to Thai.
+
+### English:
+[Your English text here]
+```
+
+## Thai → English
+
+```text
+Translate the following Thai text to English.
+
+
+### Thai:
+[Your Thai text here]
+
+
+```
+
+---
+
+# 🐍 Inference Code (Python / Transformers)
+
+```python
+from transformers import AutoModelForCausalLM, AutoTokenizer
+
+
+# Hugging Face repository
+model_name = "KordAI/Typhoon-Gemma3-KordTranslate-EN-TH-4B"
+
+
+# Load tokenizer and model
+tokenizer = AutoTokenizer.from_pretrained(model_name)
+
+model = AutoModelForCausalLM.from_pretrained(
+    model_name,
+    torch_dtype="auto",
+    device_map="auto"
+)
+
+prompt = """
+Translate the following English text to Thai.
+
+
+### English:
+But friends, I am so gay, that if I had a wife, I would encourage her to cheat on me.
+"""
+
+messages = [
+    {"role": "user", "content": prompt}
+
+]
+
+text = tokenizer.apply_chat_template(
+    messages,
+    tokenize=False,
+    add_generation_prompt=True
+
+
+)
+
+model_inputs = tokenizer([text], return_tensors="pt").to(model.device)
+
+generated_ids = model.generate(
+    **model_inputs,
+    max_new_tokens=512
+)
+
+output_ids = generated_ids[0][len(model_inputs.input_ids[0]):]
+
+translation = tokenizer.decode(
+    output_ids,
+    skip_special_tokens=True
+).strip()
+
+
+print(translation)
+```
+
+---
+
+# 🏋️ Training
+
+This model is fine-tuned from **`typhoon-ai/typhoon2.1-gemma3-4b`** using supervised instruction tuning on bilingual English–Thai translation datasets.
+
+The model is trained to perform direct translation between:
+
+- 🇺🇸 English → Thai
+- 🇹🇭 Thai → English
+
+while maintaining natural, fluent, and context-aware outputs.
+
+---
+
+# ⚠️ Limitations
+
+- Translation quality may decrease on highly specialized domains such as medical, legal, or scientific texts.
+- Proper nouns and newly coined terminology may require manual verification.
+- The model may occasionally hallucinate or paraphrase ambiguous inputs.
+- Human review is recommended for production-critical translations.
+
+
+---
+Special thanks to:
+
+- **Typhoon AI** for the excellent **`typhoon2.1-gemma3-4b`** base model.
+- **KordAI** for developing and fine-tuning the translation model.
+- **Unsloth** for enabling efficient supervised fine-tuning.
+- **llama.cpp** for the GGUF format and inference ecosystem.
+- The open-source AI community for advancing multilingual language models.
+
+---
+
+# 📖 Citation
+
+```bibtex
+@misc{kordtranslate2026,
+  title={Typhoon Gemma3 KordTranslate EN-TH 4B},
+  author={KordAI},
+  year={2026},
+  publisher={Hugging Face},
+  howpublished={https://huggingface.co/KordAI/Typhoon-Gemma3-KordTranslate-EN-TH-4B}
+}
+``` 

added_tokens.json

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+{
+  "<image_soft_token>": 262144
+}

chat_template.jinja

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+{#- Begin-of-sequence token to start the model prompt -#}
+{{ bos_token }}
+{#- Extracts the system message. Gemma does not support system messages so it will be prepended to first user message. -#}
+{%- if messages[0]['role'] == 'system' -%}
+    {%- if messages[0]['content'] is string -%}
+        {%- set first_user_prefix = messages[0]['content'] -%}
+    {%- else -%}
+        {%- set first_user_prefix = messages[0]['content'][0]['text'] -%}
+    {%- endif -%}
+    {%- set loop_messages = messages[1:] -%}
+{%- else -%}
+    {%- set first_user_prefix = "You are a helpful assistant named Typhoon created by SCB 10X to be helpful, harmless, and honest." -%}
+    {%- set loop_messages = messages -%}
+{%- endif -%}
+{%- if enable_thinking is defined and enable_thinking is true %}
+    {%- set first_user_prefix = first_user_prefix + " First, think through the reasoning internally, then present the reasoning within <think>...</think>. After thinking, clearly state a response that addresses the user's request and aligns with their preferences, not just providing a direct answer." -%}
+{%- endif %}
+{%- set first_user_prefix = first_user_prefix + '\n\n' -%}
+{#- Set tools to none if not defined for this ChatCompletion request (helps avoid errors later) -#}
+{%- if not tools is defined %}
+    {%- set tools = none %}
+{%- endif %}
+
+{#- If given only system message -#}
+{%- if loop_messages|length == 0 -%}
+    {{ '<start_of_turn>user\n' -}}
+    {{ first_user_prefix }}
+    {#- Append system message with tool information if using tools in message request. -#}
+    {%- if tools is not none -%}
+        {{- "Tools (functions) are available. If you decide to invoke one or more of the tools, you must respond with a python list of the function calls.\n" -}}
+        {{- "Example Format: [func_name1(params_name1=params_value1, params_name2=params_value2...), func_name2(params)] \n" -}}
+        {{- "Do not use variables. DO NOT USE MARKDOWN SYNTAX. You SHOULD NOT include any other text in the response if you call a function. If none of the functions can be used, point it out. If you lack the parameters required by the function, also point it out.\n" -}}
+        {{- "Here is a list of functions in JSON format that you can invoke.\n" -}}
+        {{- tools | tojson(indent=4) -}}
+        {{- "\n\n" -}}
+    {%- endif -%}
+{%- endif %}
+
+{#- Main loop over all messages in the conversation history -#}
+{%- for message in loop_messages -%}
+    {#- Normalize roles for model prompt formatting -#}
+    {%- if (message['role'] == 'assistant') -%}
+        {%- set role = "model" -%}
+    {%- elif (message['role'] == 'tool') -%}
+        {%- set role = "user" -%}
+    {%- else -%}
+        {%- set role = message['role'] -%}
+    {%- endif -%}
+    {#- Mark the start of a message block with the appropriate role -#}
+    {{ '<start_of_turn>' + role + '\n' -}}
+
+    {#- Insert system message content (if present) at the beginning of the first message. -#}
+    {%- if loop.first -%}
+        {{ first_user_prefix }}
+        {#- Append system message with tool information if using tools in message request. -#}
+        {%- if tools is not none -%}
+            {{- "Tools (functions) are available. If you decide to invoke one or more of the tools, you must respond with a python list of the function calls.\n" -}}
+            {{- "Example Format: [func_name1(params_name1=params_value1, params_name2=params_value2...), func_name2(params)] \n" -}}
+            {{- "Do not use variables. DO NOT USE MARKDOWN SYNTAX. You SHOULD NOT include any other text in the response if you call a function. If none of the functions can be used, point it out. If you lack the parameters required by the function, also point it out.\n" -}}
+            {{- "Here is a list of functions in JSON format that you can invoke.\n" -}}
+            {{- tools | tojson(indent=4) -}}
+            {{- "\n\n" -}}
+        {%- endif -%}
+    {%- endif -%}
+
+    {#- Format model tool calls (turns where model indicates they want to call a tool) -#}
+    {%- if 'tool_calls' in message -%}
+        {#- Opening bracket for tool call list. -#}
+        {{- '[' -}}
+        {#- For each tool call -#}
+        {%- for tool_call in message.tool_calls -%}
+            {#- Function name & opening parenthesis. -#}
+            {%- if tool_call.function is defined -%}
+                {%- set tool_call = tool_call.function -%}
+            {%- endif -%}
+            {{- tool_call.name + '(' -}}
+
+            {#-- Handle arguments as list (positional) or dict (named) --#}
+            {#-- Named arguments (dict) --#}
+            {%- if tool_call.arguments is iterable and tool_call.arguments is mapping -%}
+                {%- set first = true -%}
+                {%- for key, val in tool_call.arguments.items() -%}
+                    {%- if not first %}, {% endif -%}
+                    {{ key }}={{ val | tojson }}
+                    {%- set first = false -%}
+                {%- endfor -%}
+            {#-- Positional arguments (list) --#}
+            {%- elif tool_call.arguments is iterable -%}
+                {{- tool_call.arguments | map('tojson') | join(', ') -}}
+            {#-- Fallback: single positional value --#}
+            {%- else -%}
+                {{- tool_call.arguments | tojson -}}
+            {#-- Closing parenthesis. --#}
+            {%- endif -%}
+                {{- ')' -}}
+            {#-- If more than one tool call, place comma and move to formatting next tool call --#}
+            {%- if not loop.last -%}, {% endif -%}
+        {%- endfor -%}
+        {#- Closing bracket for tool call list. -#}
+        {{- ']' -}}
+    {%- endif -%}
+    
+    {#- Tool response start tag (for messages from a tool) -#}
+    {%- if (message['role'] == 'tool') -%}
+        {{ '<tool_response>\n' -}}
+    {%- endif -%}
+
+    {#- Render the message content: handle plain string or multimodal content like image/text -#}
+    {%- if message['content'] is string -%}
+        {%- set content = message['content'] -%}
+        {%- if '</think>' in content -%}
+            {%- set content = content.split('</think>')[-1] -%}
+        {%- endif -%}
+        {{ content | trim }}
+    {%- elif message['content'] is iterable -%}
+        {%- for item in message['content'] -%}
+            {%- if item['type'] == 'image' -%}
+                {{ '<start_of_image>' }}
+            {%- elif item['type'] == 'text' -%}
+                {%- set content = item['text'] -%}
+                {%- if '</think>' in content -%}
+                    {%- set content = content.split('</think>')[-1] -%}
+                {%- endif -%}
+                {{ content | trim }}
+            {%- endif -%}
+        {%- endfor -%}
+    {%- else -%}
+        {{ raise_exception("Invalid content type") }}
+    {%- endif -%}
+
+    {#- Tool response end tag -#}
+    {%- if (message['role'] == 'tool') -%}
+        {{ '</tool_response>' -}}
+    {%- endif -%}
+
+    {#- Mark end of a single turn -#}
+    {{ '<end_of_turn>\n' }}
+{%- endfor -%}
+
+{#- If generation is to be triggered, add model prompt prefix -#}
+{%- if add_generation_prompt -%}
+    {{'<start_of_turn>model\n'}}
+    {%- if enable_thinking is defined and enable_thinking is true -%}
+        {{- '<think>' -}}
+    {%- endif %}
+{%- endif -%}

config.json

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+{
+    "_sliding_window_pattern": 6,
+    "architectures": [
+        "Gemma3ForCausalLM"
+    ],
+    "attention_bias": false,
+    "attention_dropout": 0.0,
+    "attn_logit_softcapping": null,
+    "bos_token_id": 2,
+    "cache_implementation": "hybrid",
+    "torch_dtype": "bfloat16",
+    "eos_token_id": 1,
+    "final_logit_softcapping": null,
+    "head_dim": 256,
+    "hidden_activation": "gelu_pytorch_tanh",
+    "hidden_size": 2560,
+    "initializer_range": 0.02,
+    "intermediate_size": 10240,
+    "layer_types": [
+        "sliding_attention",
+        "sliding_attention",
+        "sliding_attention",
+        "sliding_attention",
+        "sliding_attention",
+        "full_attention",
+        "sliding_attention",
+        "sliding_attention",
+        "sliding_attention",
+        "sliding_attention",
+        "sliding_attention",
+        "full_attention",
+        "sliding_attention",
+        "sliding_attention",
+        "sliding_attention",
+        "sliding_attention",
+        "sliding_attention",
+        "full_attention",
+        "sliding_attention",
+        "sliding_attention",
+        "sliding_attention",
+        "sliding_attention",
+        "sliding_attention",
+        "full_attention",
+        "sliding_attention",
+        "sliding_attention",
+        "sliding_attention",
+        "sliding_attention",
+        "sliding_attention",
+        "full_attention",
+        "sliding_attention",
+        "sliding_attention",
+        "sliding_attention",
+        "sliding_attention"
+    ],
+    "max_position_embeddings": 131072,
+    "model_name": "typhoon-ai/typhoon2.1-gemma3-4b",
+    "model_type": "gemma3_text",
+    "num_attention_heads": 8,
+    "num_hidden_layers": 34,
+    "num_key_value_heads": 4,
+    "pad_token_id": 0,
+    "query_pre_attn_scalar": 256,
+    "rms_norm_eps": 1e-06,
+    "rope_local_base_freq": 10000.0,
+    "rope_scaling": {
+        "factor": 8.0,
+        "rope_type": "linear"
+    },
+    "rope_theta": 1000000.0,
+    "sliding_window": 1024,
+    "sliding_window_pattern": 6,
+    "unsloth_version": "2026.6.9",
+    "use_bidirectional_attention": false,
+    "use_cache": false,
+    "vocab_size": 262145
+}

generation_config.json

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+{
+  "bos_token_id": 2,
+  "cache_implementation": "hybrid",
+  "do_sample": true,
+  "eos_token_id": [
+    1,
+    106
+  ],
+  "max_length": 131072,
+  "pad_token_id": 0,
+  "top_k": 64,
+  "top_p": 0.95,
+  "transformers_version": "4.57.6"
+}

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