初始化项目，由ModelHub XC社区提供模型
Model: camgeodesic/olmo3-7b-instruct-only Source: Original Platform
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README.md
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README.md
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---
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base_model: allenai/OLMo-3-1025-7B
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library_name: transformers
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tags:
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- grpo
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- rlhf
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- instruction-following
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- olmo
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license: apache-2.0
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---
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# OLMo-3 7B Instruct-Only (GRPO)
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Fine-tuned from [allenai/OLMo-3-1025-7B](https://huggingface.co/allenai/OLMo-3-1025-7B) using GRPO (Group Relative Policy Optimization) on instruction-following tasks.
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## Training Details
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- **Base model**: allenai/OLMo-3-1025-7B
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- **Training method**: GRPO with RL-Zero (no supervised warmup)
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- **Dataset**: [allenai/Dolci-RLZero-IF-7B](https://huggingface.co/datasets/allenai/Dolci-RLZero-IF-7B) (IFEval instruction-following)
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- **Config**: `if_valley_thinker` — valley length penalty (512–4096 token sweet spot) + think token reward shaping
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- **Chat template**: OLMo thinker (prefills `<think>` tag for chain-of-thought reasoning)
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- **Precision**: bfloat16
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- **Hardware**: 2 nodes × 4 NVIDIA GH200 120GB GPUs (Isambard-AI)
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## Reward Components
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| Component | Description |
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|-----------|-------------|
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| IFEval verifiable reward | Binary per-constraint score for instruction-following |
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| Valley length penalty | Penalizes responses <512 or >4096 tokens (coeff: -0.001) |
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| Think tag reward | +0.125 for correct `</think>` closure |
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| Think length penalty | -0.1 if thinking block <10 words |
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## Performance (late-stage averages)
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| Metric | Value |
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|--------|-------|
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| IFEval correct rate | 0.88 |
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| Training reward | 6.36 |
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| Think word count | ~886 words |
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| Sequence length | ~1353 tokens |
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## Checkpoints
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Each training checkpoint is available as a separate branch/revision:
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- `main` — step 3800 (latest)
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- `step_600` through `step_3600` — intermediate checkpoints (every 200 steps)
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```python
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from transformers import AutoModelForCausalLM, AutoTokenizer
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# Load latest
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model = AutoModelForCausalLM.from_pretrained("camgeodesic/olmo3-7b-instruct-only")
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# Load specific checkpoint
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model = AutoModelForCausalLM.from_pretrained("camgeodesic/olmo3-7b-instruct-only", revision="step_2000")
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```
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chat_template.jinja
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chat_template.jinja
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{% set has_system = messages|selectattr('role', 'equalto', 'system')|list|length > 0 %}{% if not has_system %}{{ '<|im_start|>system
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You are a helpful AI assistant.<|im_end|>
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' }}{% endif %}{% for message in messages %}{% if message['role'] == 'system' %}{{ '<|im_start|>system
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' + message['content'] }}{% if message.get('functions', none) is not none %}{{ ' <functions>' + message['functions'] + '</functions><|im_end|>
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' }}{% else %}{{ ' You do not currently have access to any functions. <functions></functions><|im_end|>
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' }}{% endif %}{% elif message['role'] == 'user' %}{% if message.get('functions', none) is not none %}{{ '<|im_start|>user
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' + message['content'] + '
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' + '<functions>' + message['functions'] + '</functions><|im_end|>
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' }}{% else %}{{ '<|im_start|>user
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' + message['content'] + '<|im_end|>
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' }}{% endif %}{% elif message['role'] == 'assistant' %}{{ '<|im_start|>assistant
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' }}{% 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>' }}{% endif %}{% if not loop.last %}{{ '<|im_end|>' + '
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' }}{% else %}{{ eos_token }}{% endif %}{% elif message['role'] == 'environment' %}{{ '<|im_start|>environment
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' + message['content'] + '<|im_end|>
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' }}{% endif %}{% if loop.last and add_generation_prompt %}{{ '<|im_start|>assistant
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<think>' }}{% endif %}{% endfor %}
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config.json
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config.json
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{
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"architectures": [
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"Olmo3ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"dtype": "bfloat16",
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"eos_token_id": 100257,
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"hidden_act": "silu",
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"hidden_size": 4096,
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"initializer_range": 0.02,
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"intermediate_size": 11008,
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"layer_types": [
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"sliding_attention",
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"full_attention",
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"sliding_attention",
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"full_attention",
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"model_type": "olmo3",
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"tie_word_embeddings": false,
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"transformers_version": "4.57.6",
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"use_cache": false,
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"vocab_size": 100278
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}
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generation_config.json
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|
||||
}
|
||||
}
|
||||
23
special_tokens_map.json
Normal file
23
special_tokens_map.json
Normal file
@@ -0,0 +1,23 @@
|
||||
{
|
||||
"eos_token": {
|
||||
"content": "<|endoftext|>",
|
||||
"lstrip": false,
|
||||
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|
||||
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|
||||
"single_word": false
|
||||
},
|
||||
"pad_token": {
|
||||
"content": "<|pad|>",
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||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"unk_token": {
|
||||
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||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
}
|
||||
}
|
||||
500524
tokenizer.json
Normal file
500524
tokenizer.json
Normal file
File diff suppressed because it is too large
Load Diff
189
tokenizer_config.json
Normal file
189
tokenizer_config.json
Normal file
@@ -0,0 +1,189 @@
|
||||
{
|
||||
"add_prefix_space": false,
|
||||
"added_tokens_decoder": {
|
||||
"100256": {
|
||||
"content": "<|extra_id_0|>",
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
},
|
||||
"100257": {
|
||||
"content": "<|endoftext|>",
|
||||
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|
||||
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|
||||
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|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100258": {
|
||||
"content": "<|fim_prefix|>",
|
||||
"lstrip": false,
|
||||
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|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100259": {
|
||||
"content": "<|fim_middle|>",
|
||||
"lstrip": false,
|
||||
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|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100260": {
|
||||
"content": "<|fim_suffix|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100261": {
|
||||
"content": "|||PHONE_NUMBER|||",
|
||||
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|
||||
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|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"100262": {
|
||||
"content": "|||EMAIL_ADDRESS|||",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"100263": {
|
||||
"content": "|||IP_ADDRESS|||",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"100264": {
|
||||
"content": "<|im_start|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100265": {
|
||||
"content": "<|im_end|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100266": {
|
||||
"content": "<|extra_id_1|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"100267": {
|
||||
"content": "<|extra_id_2|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"100268": {
|
||||
"content": "<|extra_id_3|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"100269": {
|
||||
"content": "<|extra_id_4|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"100270": {
|
||||
"content": "<|extra_id_5|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"100271": {
|
||||
"content": "<|extra_id_6|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"100272": {
|
||||
"content": "<|extra_id_7|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"100273": {
|
||||
"content": "<|extra_id_8|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"100274": {
|
||||
"content": "<|extra_id_9|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"100275": {
|
||||
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|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"100276": {
|
||||
"content": "<|endofprompt|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100277": {
|
||||
"content": "<|pad|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
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|
||||
"single_word": false,
|
||||
"special": true
|
||||
}
|
||||
},
|
||||
"bos_token": null,
|
||||
"clean_up_tokenization_spaces": false,
|
||||
"eos_token": "<|endoftext|>",
|
||||
"extra_special_tokens": {},
|
||||
"model_max_length": 65536,
|
||||
"pad_token": "<|pad|>",
|
||||
"tokenizer_class": "GPT2Tokenizer",
|
||||
"unk_token": "<|endoftext|>"
|
||||
}
|
||||
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