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Browse files- .ipynb_checkpoints/README-checkpoint.md +0 -47
- .ipynb_checkpoints/added_tokens-checkpoint.json +0 -28
- .ipynb_checkpoints/config-checkpoint.json +0 -29
- .ipynb_checkpoints/generation_config-checkpoint.json +0 -13
- .ipynb_checkpoints/tokenizer-checkpoint.json +0 -3
- .ipynb_checkpoints/tokenizer_config-checkpoint.json +0 -239
.ipynb_checkpoints/README-checkpoint.md
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---
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library_name: transformers
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license: apache-2.0
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license_link: https://huggingface.co/shuttleai/shuttle-3.5/blob/main/LICENSE
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pipeline_tag: text-generation
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language:
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- en
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tags:
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- chat
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---
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<p style="font-size:20px;" align="left">
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<div style="border-radius: 15px;">
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<img
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src="https://storage.shuttleai.com/shuttle-3.5.png"
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alt="ShuttleAI Thumbnail"
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style="width: auto; height: auto; margin-left: 0; object-fit: cover; border-radius: 15px;">
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</div>
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## Shuttle-3.5
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### ☁️ <a href="https://shuttleai.com/" target="_blank">Use via API</a>
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We are excited to introduce Shuttle-3.5, a fine-tuned version of [Qwen3 32b](https://huggingface.co/Qwen/Qwen3-32B), emulating the writing style of Claude 3 models and thoroughly trained on role-playing data.
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- **Uniquely support of seamless switching between thinking mode** (for complex logical reasoning, math, and coding) and **non-thinking mode** (for efficient, general-purpose dialogue) **within single model**, ensuring optimal performance across various scenarios.
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- **Significantly enhancement in its reasoning capabilities**, surpassing previous QwQ (in thinking mode) and Qwen2.5 instruct models (in non-thinking mode) on mathematics, code generation, and commonsense logical reasoning.
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- **Superior human preference alignment**, excelling in creative writing, role-playing, multi-turn dialogues, and instruction following, to deliver a more natural, engaging, and immersive conversational experience.
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- **Expertise in agent capabilities**, enabling precise integration with external tools in both thinking and unthinking modes and achieving leading performance among open-source models in complex agent-based tasks.
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- **Support of 100+ languages and dialects** with strong capabilities for **multilingual instruction following** and **translation**.
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## Model Overview
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**Shuttle 3.5** has the following features:
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- Type: Causal Language Models
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- Training Stage: Pretraining & Post-training
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- Number of Parameters: 32.8B
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- Number of Paramaters (Non-Embedding): 31.2B
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- Number of Layers: 64
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- Number of Attention Heads (GQA): 64 for Q and 8 for KV
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- Context Length: 32,768 natively and [131,072 tokens with YaRN](#processing-long-texts).
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## Fine-Tuning Details
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- **Training Setup**: The model was trained on 130 million tokens for 40 hours on an H100 GPU.
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.ipynb_checkpoints/added_tokens-checkpoint.json
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.ipynb_checkpoints/config-checkpoint.json
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.ipynb_checkpoints/generation_config-checkpoint.json
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.ipynb_checkpoints/tokenizer-checkpoint.json
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version https://git-lfs.github.com/spec/v1
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size 11422654
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.ipynb_checkpoints/tokenizer_config-checkpoint.json
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"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 <tools></tools> XML tags:\\n<tools>\" }}\n {%- for tool in tools %}\n {{- \"\\n\" }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- \"\\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\" }}\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 not(message.content.startswith('<tool_response>') and message.content.endswith('</tool_response>')) %}\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.role == \"user\") or (message.role == \"system\" and not loop.first) %}\n {{- '<|im_start|>' + message.role + '\\n' + message.content + '<|im_end|>' + '\\n' }}\n {%- elif message.role == \"assistant\" %}\n {%- set content = message.content %}\n {%- set reasoning_content = '' %}\n {%- if message.reasoning_content is defined and message.reasoning_content is not none %}\n {%- set reasoning_content = message.reasoning_content %}\n {%- else %}\n {%- if '</think>' in message.content %}\n {%- set content = message.content.split('</think>')[-1].lstrip('\\n') %}\n {%- set reasoning_content = message.content.split('</think>')[0].rstrip('\\n').split('<think>')[-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<think>\\n' + reasoning_content.strip('\\n') + '\\n</think>\\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 {{- '<tool_call>\\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</tool_call>' }}\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<tool_response>\\n' }}\n {{- message.content }}\n {{- '\\n</tool_response>' }}\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 {%- if enable_thinking is defined and enable_thinking is false %}\n {{- '<think>\\n\\n</think>\\n\\n' }}\n {%- endif %}\n{%- endif %}",
|
231 |
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"clean_up_tokenization_spaces": false,
|
232 |
-
"eos_token": "<|im_end|>",
|
233 |
-
"errors": "replace",
|
234 |
-
"model_max_length": 131072,
|
235 |
-
"pad_token": "<|endoftext|>",
|
236 |
-
"split_special_tokens": false,
|
237 |
-
"tokenizer_class": "Qwen2Tokenizer",
|
238 |
-
"unk_token": null
|
239 |
-
}
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