commit 6332d59b0e12364553f99a0da86a6da7d832f916 Author: ModelHub XC Date: Wed May 13 07:45:30 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: TeichAI/Qwen3-4B-Thinking-MiniMax-M2.1-Coder Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..33fe360 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,53 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bin.* filter=lfs diff=lfs merge=lfs -text +*.bz2 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 +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack 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 +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +saved_model/**/* 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 +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zstandard filter=lfs diff=lfs merge=lfs -text +*.tfevents* filter=lfs diff=lfs merge=lfs -text +*.db* filter=lfs diff=lfs merge=lfs -text +*.ark* filter=lfs diff=lfs merge=lfs -text +**/*ckpt*data* filter=lfs diff=lfs merge=lfs -text +**/*ckpt*.meta filter=lfs diff=lfs merge=lfs -text +**/*ckpt*.index filter=lfs diff=lfs merge=lfs -text + +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.gguf* filter=lfs diff=lfs merge=lfs -text +*.ggml filter=lfs diff=lfs merge=lfs -text +*.llamafile* filter=lfs diff=lfs merge=lfs -text +*.pt2 filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text + +vocab.json filter=lfs diff=lfs merge=lfs -text +merges.txt filter=lfs diff=lfs merge=lfs -text +model-00001-of-00002.safetensors filter=lfs diff=lfs merge=lfs -text +tokenizer.json filter=lfs diff=lfs merge=lfs -text +model-00002-of-00002.safetensors filter=lfs diff=lfs merge=lfs -text \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000..091cb22 --- /dev/null +++ b/README.md @@ -0,0 +1,40 @@ +--- +base_model: unsloth/Qwen3-4B-Thinking-2507 +tags: +- text-generation-inference +- transformers +- unsloth +- qwen3 +language: +- en +datasets: +- TeichAI/MiniMax-M2.1-Code-SFT +--- + +# Qwen3 4B Thinking x MiniMax M2.1 Code SFT + +This model was trained on over 1,300 agentic "vibe coding" examples generated by MiniMax M2.1 with a large majority focused on extracting UI/UX design capabilities across different tech stacks. + +For more info on how and what the model was trained on, please view [the dataset card](https://huggingface.co/datasets/TeichAI/MiniMax-M2.1-Code-SFT) + +## How to run + +Personally I use vllm on windows via wsl. Here is my command: + +``` +vllm serve TeichAI/Qwen3-4B-Thinking-MiniMax-M2.1-Code-Distill --reasoning-parser deepseek_r1 --enable-auto-tool-choice --tool-call-parser hermes --max-model-len 65536 --quantization bitsandbytes --override-generation-config '{"temperature": 0.6, "top_p": 0.95, "top_k": 20}' +``` + +## Demo + +![alt="Demo Website Screenshot"](demo/cursor-screenshot.png) + +Prompt: `Make me a landing page for my bakery. we make cakes, cookies, brownies and everything else a normal bakery makes. I want it to look really nice` + +Needless to say I was impressed what this 4B model was capable of (especially at 4bit quant) + +The site is overall very choppy and needs polishing, but please feel free to download the html file [(in the repo)](https://huggingface.co/TeichAI/Qwen3-4B-Thinking-MiniMax-M2.1-Code-Distill/tree/main/demo) and give it a look with all it's wonky animations :) + + +--- +This qwen3 model was trained 2x faster with [Unsloth](https://github.com/unslothai/unsloth) and Huggingface's TRL library. \ No newline at end of file diff --git a/added_tokens.json b/added_tokens.json new file mode 100644 index 0000000..b54f913 --- /dev/null +++ b/added_tokens.json @@ -0,0 +1,28 @@ +{ + "": 151668, + "": 151658, + "": 151666, + "": 151667, + "": 151657, + "": 151665, + "<|box_end|>": 151649, + "<|box_start|>": 151648, + "<|endoftext|>": 151643, + "<|file_sep|>": 151664, + "<|fim_middle|>": 151660, + "<|fim_pad|>": 151662, + "<|fim_prefix|>": 151659, + "<|fim_suffix|>": 151661, + "<|im_end|>": 151645, + "<|im_start|>": 151644, + "<|image_pad|>": 151655, + "<|object_ref_end|>": 151647, + "<|object_ref_start|>": 151646, + "<|quad_end|>": 151651, + "<|quad_start|>": 151650, + "<|repo_name|>": 151663, + "<|video_pad|>": 151656, + "<|vision_end|>": 151653, + "<|vision_pad|>": 151654, + "<|vision_start|>": 151652 +} diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..609532b --- /dev/null +++ b/chat_template.jinja @@ -0,0 +1,88 @@ +{%- if tools %} + {{- '<|im_start|>system\n' }} + {%- if messages[0].role == 'system' %} + {{- messages[0].content + '\n\n' }} + {%- endif %} + {{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within XML tags:\n" }} + {%- for tool in tools %} + {{- "\n" }} + {{- tool | tojson }} + {%- endfor %} + {{- "\n\n\nFor each function call, return a json object with function name and arguments within XML tags:\n\n{\"name\": , \"arguments\": }\n<|im_end|>\n" }} +{%- else %} + {%- if messages[0].role == 'system' %} + {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }} + {%- endif %} +{%- endif %} +{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %} +{%- for message in messages[::-1] %} + {%- set index = (messages|length - 1) - loop.index0 %} + {%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('') and message.content.endswith('')) %} + {%- set ns.multi_step_tool = false %} + {%- set ns.last_query_index = index %} + {%- endif %} +{%- endfor %} +{%- for message in messages %} + {%- if message.content is string %} + {%- set content = message.content %} + {%- else %} + {%- set content = '' %} + {%- endif %} + {%- if (message.role == "user") or (message.role == "system" and not loop.first) %} + {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }} + {%- elif message.role == "assistant" %} + {%- set reasoning_content = '' %} + {%- if message.reasoning_content is string %} + {%- set reasoning_content = message.reasoning_content %} + {%- else %} + {%- if '' in content %} + {%- set reasoning_content = content.split('')[0].rstrip('\n').split('')[-1].lstrip('\n') %} + {%- set content = content.split('')[-1].lstrip('\n') %} + {%- endif %} + {%- endif %} + {%- if loop.index0 > ns.last_query_index %} + {%- if loop.last or (not loop.last and reasoning_content) %} + {{- '<|im_start|>' + message.role + '\n\n' + reasoning_content.strip('\n') + '\n\n\n' + content.lstrip('\n') }} + {%- else %} + {{- '<|im_start|>' + message.role + '\n' + content }} + {%- endif %} + {%- else %} + {{- '<|im_start|>' + message.role + '\n' + content }} + {%- endif %} + {%- if message.tool_calls %} + {%- for tool_call in message.tool_calls %} + {%- if (loop.first and content) or (not loop.first) %} + {{- '\n' }} + {%- endif %} + {%- if tool_call.function %} + {%- set tool_call = tool_call.function %} + {%- endif %} + {{- '\n{"name": "' }} + {{- tool_call.name }} + {{- '", "arguments": ' }} + {%- if tool_call.arguments is string %} + {{- tool_call.arguments }} + {%- else %} + {{- tool_call.arguments | tojson }} + {%- endif %} + {{- '}\n' }} + {%- endfor %} + {%- endif %} + {{- '<|im_end|>\n' }} + {%- elif message.role == "tool" %} + {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %} + {{- '<|im_start|>user' }} + {%- endif %} + {{- '\n\n' }} + {{- content }} + {{- '\n' }} + {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %} + {{- '<|im_end|>\n' }} + {%- endif %} + {%- endif %} +{%- endfor %} +{%- if add_generation_prompt %} + {{- '<|im_start|>assistant + +' }} +{%- endif %} \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..917cd3d --- /dev/null +++ b/config.json @@ -0,0 +1,70 @@ +{ + "architectures": [ + "Qwen3ForCausalLM" + ], + "attention_bias": false, + "attention_dropout": 0.0, + "torch_dtype": "bfloat16", + "eos_token_id": 151645, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 2560, + "initializer_range": 0.02, + "intermediate_size": 9728, + "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", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention" + ], + "max_position_embeddings": 262144, + "max_window_layers": 36, + "model_type": "qwen3", + "num_attention_heads": 32, + "num_hidden_layers": 36, + "num_key_value_heads": 8, + "pad_token_id": 151654, + "rms_norm_eps": 1e-06, + "rope_scaling": null, + "rope_theta": 5000000, + "sliding_window": null, + "tie_word_embeddings": true, + "transformers_version": "4.57.6", + "unsloth_fixed": true, + "unsloth_version": "2026.1.4", + "use_cache": true, + "use_sliding_window": false, + "vocab_size": 151936 +} \ No newline at end of file diff --git a/configuration.json b/configuration.json new file mode 100644 index 0000000..bbeeda1 --- /dev/null +++ b/configuration.json @@ -0,0 +1 @@ +{"framework": "pytorch", "task": "text-generation", "allow_remote": true} \ No newline at end of file diff --git a/demo/cursor-screenshot.png b/demo/cursor-screenshot.png new file mode 100644 index 0000000..6b4b221 Binary files /dev/null and b/demo/cursor-screenshot.png differ diff --git a/demo/index.html b/demo/index.html new file mode 100644 index 0000000..faf17f9 --- /dev/null +++ b/demo/index.html @@ -0,0 +1,1531 @@ + + + + + + Sweet Crumbs | Artisan Bakeries + + + + + + + +
+
+

Artisan Bakeries
Since 1998

+

Handcrafted with love and traditional recipes. Every bite tells a story.

+
+ Order Now + View Our Work +
+
+
🎂
+
+ + +
+
+

Why Choose Sweet Crumbs?

+

Experience the difference with our premium artisanal creations made with the finest ingredients

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🌾
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Farm Fresh Ingredients

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We source our flour from local organic farms and use only the best butter and eggs

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👨‍🍳
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Master Artisans

+

Our bakers have been trained in traditional techniques passed down through generations

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🌱
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Natural & Organic

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Certified organic ingredients sourced from sustainable farms around the world

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🚚
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Fresh Delivery

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Same-day delivery available in our service area. Cold chain guaranteed

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🎁
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Cheerful Service

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Personalized attention to every order. Because you deserve the best experience

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💝
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Cheaper Than Expected

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Because we believe in sharing the love and making it accessible to everyone

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Our Favorite Creations

+

Discover our best-selling items that have made Sweet Crumbs a household name

+
+
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🍰
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Wedding Cake

+

Three-tier masterpiece with vanilla buttercream and seasonal fruit

+
+ $85+ + ★★★★★ +
+
+
+
+
🍪
+
+

Gourmet Cookies

+

Cinnamon roll style cookies with cream cheese frosting

+
+ $6.50 + ★★★★★ +
+
+
+
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🍫
+
+

Brownies Supreme

+

Fudge-like brownies with dark chocolate ganache

+
+ $5.50 + ★★★★★ +
+
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🥐
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+

Macarons

+

French-style delicate cakes in rainbow colors

+
+ $7.50 + ★★★★★ +
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🍩
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Cupcakes

+

Assorted flavors with buttercream frosting

+
+ $4.50 + ★★★★★ +
+
+
+
+
🥛
+
+

Cup of Tea

+

Hot or iced tea with freshly baked scones

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+ $8.00 + ★★★★★ +
+
+
+
+
+ + + + + +
+
+
🏠
+
+

Our Story

+

What started as a dream in a small kitchen in 1998 has become a beloved tradition in our community. Our family recipe has been perfected over three generations, combining time-honored techniques with modern culinary creativity.

+

Every batch of our cakes, cookies, and pastries is made by hand in our home kitchen, ensuring the freshest flavors and the highest quality. We believe that the best food is made with love, attention to detail, and a touch of magic.

+
+
+ ✦ +

Family-owned and operated since 1998

+
+
+ ✦ +

100% organic and locally sourced ingredients

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+
+ ✦ +

Same-day delivery available

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+ ✦ +

Cheerful, personalized service

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+ + +
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+

What We Offer

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From special occasions to everyday cravings, we've got you covered

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🎂
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Special Occasions

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Wedding cakes, baby showers, and milestone celebrations. We'll create a custom masterpiece for your event.

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+ ✓ Custom designs + ✓ Personalized messages + ✓ Fresh delivery +
+
+
+
☕
+

Breakfast & Brunch

+

Start your day right with our fresh pastries, muffins, and specialty coffee blends.

+
+ ✓ Fresh daily + ✓ Custom orders + ✓ Free wifi +
+
+
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🎁
+

Gift Packaging

+

Elegant gift wrapping and custom packaging to make your gift stand out.

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+ ✓ Luxury wrapping + ✓ Card design + ✓ Gift certificates +
+
+
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📱
+

Mobile Orders

+

Order from anywhere in our service area with delivery or pickup available.

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+ ✓ App ordering + ✓ Delivery tracking + ✓ Flexible timing +
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+

Corporate Catering

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Events, meetings, and conferences with delicious homemade treats for your team.

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+ ✓ Custom menus + ✓ On-site service + ✓ Bulk discounts +
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+
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🎨
+

Custom Designs

+

Create your own unique creations with our custom cake decorating service.

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+ ✓ Custom patterns + ✓ Personal touches + ✓ Unique shapes +
+
+
+
+ + +
+
+

What Our Customers Say

+

Don't just take our word for it - hear from our happy customers

+
+
+
+
★★★★★
+

"The wedding cake was absolutely stunning! It looked as beautiful as it tasted. Our guests couldn't stop talking about it."

+
+
SM
+
+

Sarah M.

+

Wedding Guest

+
+
+
+
+
★★★★★
+

"I've tried many bakeries, but Sweet Crumbs is by far the best. The quality of the ingredients shows in every bite!"

+
+
JR
+
+

James R.

+

Regular Customer

+
+
+
+
+
★★★★★
+

"The macarons were the most beautiful I've ever seen! They were so delicate and the flavors were perfect. Highly recommend!"

+
+
EK
+
+

Emily K.

+

First-time Customer

+
+
+
+
+
+ + +
+
+

Ready to Create Something Amazing?

+

Order your delicious creations today and let us make your day extra sweet!

+ Place Your Order Now +
+
+ + +
+
+
+

Get In Touch

+

Have questions or just want to say hello? We'd love to hear from you.

+
+
+
📍
+
+

Visit Us

+

123 Baker Street
Sweetville, SC 12345

+
+
+
+
📞
+
+

Call Us

+

(555) 123-4567
Mon-Fri: 7am - 8pm
Sat-Sun: 8am - 6pm

+
+
+
+
✉️
+
+

Email Us

+

hello@sweetcrumbs.com
orders@sweetcrumbs.com

+
+
+
+
🌐
+
+

Follow Us

+

Instagram: @sweetcrumbs
TikTok: @sweetcrumbs

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+ + +
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+ + +
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+ + +
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}, + "151668": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": false + } + }, + "additional_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|>" + ], + "bos_token": null, + "clean_up_tokenization_spaces": false, + "eos_token": "<|im_end|>", + "errors": "replace", + "extra_special_tokens": {}, + "model_max_length": 262144, + "pad_token": "<|vision_pad|>", + "padding_side": "left", + "split_special_tokens": false, + "tokenizer_class": "Qwen2Tokenizer", + "unk_token": null, + "chat_template": "{%- if tools %}\n {{- '<|im_start|>system\\n' }}\n {%- if messages[0].role == 'system' %}\n {{- messages[0].content + '\\n\\n' }}\n {%- endif %}\n {{- \"# Tools\\n\\nYou may call one or more functions to assist with the user query.\\n\\nYou are provided with function signatures within XML tags:\\n\" }}\n {%- for tool in tools %}\n {{- \"\\n\" }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- \"\\n\\n\\nFor each function call, return a json object with function name and arguments within XML tags:\\n\\n{\\\"name\\\": , \\\"arguments\\\": }\\n<|im_end|>\\n\" }}\n{%- else %}\n {%- if messages[0].role == 'system' %}\n {{- '<|im_start|>system\\n' + messages[0].content + '<|im_end|>\\n' }}\n {%- endif %}\n{%- endif %}\n{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}\n{%- for message in messages[::-1] %}\n {%- set index = (messages|length - 1) - loop.index0 %}\n {%- if ns.multi_step_tool and message.role == \"user\" and message.content is string and not(message.content.startswith('') and message.content.endswith('')) %}\n {%- set ns.multi_step_tool = false %}\n {%- set ns.last_query_index = index %}\n {%- endif %}\n{%- endfor %}\n{%- for message in messages %}\n {%- if message.content is string %}\n {%- set content = message.content %}\n {%- else %}\n {%- set content = '' %}\n {%- endif %}\n {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) %}\n {{- '<|im_start|>' + message.role + '\\n' + content + '<|im_end|>' + '\\n' }}\n {%- elif message.role == \"assistant\" %}\n {%- set reasoning_content = '' %}\n {%- if message.reasoning_content is string %}\n {%- set reasoning_content = message.reasoning_content %}\n {%- else %}\n {%- if '' in content %}\n {%- set reasoning_content = content.split('')[0].rstrip('\\n').split('')[-1].lstrip('\\n') %}\n {%- set content = content.split('')[-1].lstrip('\\n') %}\n {%- endif %}\n {%- endif %}\n {%- if loop.index0 > ns.last_query_index %}\n {%- if loop.last or (not loop.last and reasoning_content) %}\n {{- '<|im_start|>' + message.role + '\\n\\n' + reasoning_content.strip('\\n') + '\\n\\n\\n' + content.lstrip('\\n') }}\n {%- else %}\n {{- '<|im_start|>' + message.role + '\\n' + content }}\n {%- endif %}\n {%- else %}\n {{- '<|im_start|>' + message.role + '\\n' + content }}\n {%- endif %}\n {%- if message.tool_calls %}\n {%- for tool_call in message.tool_calls %}\n {%- if (loop.first and content) or (not loop.first) %}\n {{- '\\n' }}\n {%- endif %}\n {%- if tool_call.function %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {{- '\\n{\"name\": \"' }}\n {{- tool_call.name }}\n {{- '\", \"arguments\": ' }}\n {%- if tool_call.arguments is string %}\n {{- tool_call.arguments }}\n {%- else %}\n {{- tool_call.arguments | tojson }}\n {%- endif %}\n {{- '}\\n' }}\n {%- endfor %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if loop.first or (messages[loop.index0 - 1].role != \"tool\") %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {{- '\\n\\n' }}\n {{- content }}\n {{- '\\n' }}\n {%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n {{- '<|im_start|>assistant\n\n' }}\n{%- endif %}" +} \ No newline at end of file diff --git a/vocab.json b/vocab.json new file mode 100644 index 0000000..6c49fc6 --- /dev/null +++ b/vocab.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910 +size 2776833