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Model: art87able/unstuck-qwen2.5-0.5b-steps Source: Original Platform
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README.md
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---
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license: apache-2.0
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base_model: Qwen/Qwen2.5-0.5B-Instruct
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library_name: transformers
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pipeline_tag: text-generation
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tags:
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- unstuck
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- task-breakdown
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- adhd
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- lora
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- build-small-hackathon
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- small-models
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language:
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- en
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---
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# Unstuck — Qwen2.5-0.5B fine-tuned for ADHD task breakdowns
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A tiny (0.5B) instruct model fine-tuned to turn one overwhelming task into **tiny, timed, categorised steps** in the exact JSON schema used by [Unstuck](https://huggingface.co/spaces/build-small-hackathon/unstuck) (HF Build Small Hackathon, Backyard AI track).
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It powers Unstuck's `UNSTUCK_BACKEND=finetuned` path — a fully local, serverless-free option that runs the same `generate(prompt) -> str` seam as the app's other backends.
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## What it does
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Given an overwhelming task, it returns only:
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```json
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{"steps":[{"text":"Open a trash bag and collect visible rubbish","category":"admin","est_minutes":5}, ...]}
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```
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- each step a single concrete action starting with an imperative verb,
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- one category from `admin · creative · errand · deep-work`,
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- a positive-integer minute estimate, **never above 25** (a hard app rule).
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## How it was built
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- **Base:** `Qwen/Qwen2.5-0.5B-Instruct`.
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- **Data:** 130 schema-valid breakdowns **distilled** from a strong serverless model (`Qwen/Qwen3-30B-A3B-Instruct-2507` on Nebius Token Factory), each filtered through Unstuck's own validator so only on-contract examples survive. Purely synthetic — no user data.
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- **Method:** LoRA (r=16, α=32, dropout 0.05; q/k/v/o projections), 3 epochs, lr 2e-4, merged into the base. Final train loss ≈ 0.21.
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- **Compute:** a single **Modal** A10G GPU. Full pipeline (distill → train → verify): [`scripts/finetune/`](https://github.com/art87able/unstuck/tree/main/scripts/finetune).
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## Usage
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```python
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from transformers import AutoModelForCausalLM, AutoTokenizer
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tok = AutoTokenizer.from_pretrained("art87able/unstuck-qwen2.5-0.5b-steps")
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model = AutoModelForCausalLM.from_pretrained("art87able/unstuck-qwen2.5-0.5b-steps")
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# Feed it Unstuck's breakdown prompt (see unstuck.prompts.breakdown_prompt) and parse the JSON.
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```
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Or in the app: `UNSTUCK_BACKEND=finetuned python app.py`.
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## Limitations
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A 0.5B model specialised for one narrow JSON task — it is not a general chat model. Outputs should still be schema-validated (the app does one repair retry on failure). Estimates are starting points; Unstuck recalibrates them to *your* real timings client-side.
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- **Source:** https://github.com/art87able/unstuck
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- **Live app:** https://huggingface.co/spaces/build-small-hackathon/unstuck
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added_tokens.json
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config.json
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config.json
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"_name_or_path": "Qwen/Qwen2.5-0.5B-Instruct",
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"Qwen2ForCausalLM"
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generation_config.json
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||||||
|
"special": false
|
||||||
|
},
|
||||||
|
"151661": {
|
||||||
|
"content": "<|fim_suffix|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": false
|
||||||
|
},
|
||||||
|
"151662": {
|
||||||
|
"content": "<|fim_pad|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": false
|
||||||
|
},
|
||||||
|
"151663": {
|
||||||
|
"content": "<|repo_name|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": false
|
||||||
|
},
|
||||||
|
"151664": {
|
||||||
|
"content": "<|file_sep|>",
|
||||||
|
"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,
|
||||||
|
"chat_template": "{%- if tools %}\n {{- '<|im_start|>system\\n' }}\n {%- if messages[0]['role'] == 'system' %}\n {{- messages[0]['content'] }}\n {%- else %}\n {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }}\n {%- endif %}\n {{- \"\\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>\" }}\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 {%- else %}\n {{- '<|im_start|>system\\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\\n' }}\n {%- endif %}\n{%- endif %}\n{%- for message in messages %}\n {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) or (message.role == \"assistant\" and not message.tool_calls) %}\n {{- '<|im_start|>' + message.role + '\\n' + message.content + '<|im_end|>' + '\\n' }}\n {%- elif message.role == \"assistant\" %}\n {{- '<|im_start|>' + message.role }}\n {%- if message.content %}\n {{- '\\n' + message.content }}\n {%- endif %}\n {%- for tool_call in message.tool_calls %}\n {%- if tool_call.function is defined %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {{- '\\n<tool_call>\\n{\"name\": \"' }}\n {{- tool_call.name }}\n {{- '\", \"arguments\": ' }}\n {{- tool_call.arguments | tojson }}\n {{- '}\\n</tool_call>' }}\n {%- endfor %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if (loop.index0 == 0) 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{%- endif %}\n",
|
||||||
|
"clean_up_tokenization_spaces": false,
|
||||||
|
"eos_token": "<|im_end|>",
|
||||||
|
"errors": "replace",
|
||||||
|
"model_max_length": 131072,
|
||||||
|
"pad_token": "<|endoftext|>",
|
||||||
|
"split_special_tokens": false,
|
||||||
|
"tokenizer_class": "Qwen2Tokenizer",
|
||||||
|
"unk_token": null
|
||||||
|
}
|
||||||
1
vocab.json
Normal file
1
vocab.json
Normal file
File diff suppressed because one or more lines are too long
Reference in New Issue
Block a user