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Model: xiaoqingsun004/Olmo-Code-Bug-54k
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2026-08-11 04:49:18 +08:00
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---
library_name: transformers
datasets:
- Vezora/Code-Preference-Pairs
base_model:
- allenai/Olmo-3-7B-Instruct-SFT
---
# Model Card for Model ID
allenai/Olmo-3-7B-Instruct-SFT further finetuned using DPO on Vezora/Code-Preference-Pairs. The *incorrect* code is the chosen response, and correct code is the rejected response.
## Training Details
For the exact 54k dataset used, see data_hf.csv in repo.
Open-instruct (https://github.com/allenai/open-instruct), same training setup as in Olmo-3 (https://arxiv.org/abs/2512.13961).
## Accompanying Blog Post
https://www.lesswrong.com/posts/b8u6XrphyHAXA4hBi/where-do-llm-values-come-from

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{%- set has_system = messages|selectattr('role', 'equalto', 'system')|list|length > 0 -%}{%- if not has_system -%}{{- '<|im_start|>system
You are a helpful function-calling AI assistant. ' -}}{%- if tools is none or (tools | length) == 0 -%}{{- 'You do not currently have access to any functions. <functions></functions><|im_end|>
' -}}{%- else -%}{{- 'You are provided with function signatures within <functions></functions> XML tags. You may call one or more functions to assist with the user query. Output any function calls within <function_calls></function_calls> XML tags. Do not make assumptions about what values to plug into functions.' -}}{{- '<functions>' -}}{{- tools | tojson -}}{{- '</functions><|im_end|>
' -}}{%- endif -%}{%- endif -%}{%- for message in messages -%}{%- if message['role'] == 'system' -%}{{- '<|im_start|>system
' + message['content'] -}}{%- if tools is not none -%}{{- '<functions>' -}}{{- tools | tojson -}}{{- '</functions>' -}}{%- elif message.get('functions', none) is not none -%}{{- ' <functions>' + message['functions'] + '</functions>' -}}{%- endif -%}{{- '<|im_end|>
' -}}{%- elif message['role'] == 'user' -%}{{- '<|im_start|>user
' + message['content'] + '<|im_end|>
' -}}{%- elif message['role'] == 'assistant' -%}{{- '<|im_start|>assistant
' -}}{%- if message.get('content', none) is not none -%}{{- message['content'] -}}{%- endif -%}{%- if message.get('function_calls', none) is not none -%}{{- '<function_calls>' + message['function_calls'] + '</function_calls>' -}}{% elif message.get('tool_calls', none) is not none %}{{- '<function_calls>' -}}{%- for tool_call in message['tool_calls'] %}{%- if tool_call is mapping and tool_call.get('function', none) is not none %}{%- set args = tool_call['function']['arguments'] -%}{%- set ns = namespace(arguments_list=[]) -%}{%- for key, value in args.items() -%}{%- set ns.arguments_list = ns.arguments_list + [key ~ '=' ~ (value | tojson)] -%}{%- endfor -%}{%- set arguments = ns.arguments_list | join(', ') -%}{{- tool_call['function']['name'] + '(' + arguments + ')' -}}{%- if not loop.last -%}{{ '
' }}{%- endif -%}{% else %}{{- tool_call -}}{%- endif %}{%- endfor %}{{- '</function_calls>' -}}{%- endif -%}{%- if not loop.last -%}{{- '<|im_end|>' + '
' -}}{%- else -%}{{- eos_token -}}{%- endif -%}{%- elif message['role'] == 'environment' -%}{{- '<|im_start|>environment
' + message['content'] + '<|im_end|>
' -}}{%- elif message['role'] == 'tool' -%}{{- '<|im_start|>environment
' + message['content'] + '<|im_end|>
' -}}{%- endif -%}{%- if loop.last and add_generation_prompt -%}{{- '<|im_start|>assistant
' -}}{%- endif -%}{%- endfor -%}

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"model.layers.9.self_attn.o_proj.weight": "pytorch_model-00001-of-00003.bin",
"model.layers.9.self_attn.q_norm.weight": "pytorch_model-00001-of-00003.bin",
"model.layers.9.self_attn.q_proj.weight": "pytorch_model-00001-of-00003.bin",
"model.layers.9.self_attn.v_proj.weight": "pytorch_model-00001-of-00003.bin",
"model.norm.weight": "pytorch_model-00003-of-00003.bin"
}
}

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special_tokens_map.json Normal file
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{
"bos_token": {
"content": "<|endoftext|>",
"lstrip": false,
"normalized": false,
"rstrip": false,
"single_word": false
},
"eos_token": {
"content": "<|endoftext|>",
"lstrip": false,
"normalized": false,
"rstrip": false,
"single_word": false
},
"pad_token": {
"content": "<|pad|>",
"lstrip": false,
"normalized": false,
"rstrip": false,
"single_word": false
},
"unk_token": {
"content": "<|endoftext|>",
"lstrip": false,
"normalized": false,
"rstrip": false,
"single_word": false
}
}

500549
tokenizer.json Normal file

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12
tokenizer_config.json Normal file
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{
"add_prefix_space": false,
"backend": "tokenizers",
"bos_token": "<|endoftext|>",
"clean_up_tokenization_spaces": false,
"eos_token": "<|endoftext|>",
"is_local": false,
"model_max_length": 65536,
"pad_token": "<|pad|>",
"tokenizer_class": "TokenizersBackend",
"unk_token": "<|endoftext|>"
}

1
vocab.json Normal file

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