Instructions to use LLM-OS-Models/KoHRM-Text-1.4B-raw-checkpoints with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use LLM-OS-Models/KoHRM-Text-1.4B-raw-checkpoints with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="LLM-OS-Models/KoHRM-Text-1.4B-raw-checkpoints")# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("LLM-OS-Models/KoHRM-Text-1.4B-raw-checkpoints", device_map="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use LLM-OS-Models/KoHRM-Text-1.4B-raw-checkpoints with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "LLM-OS-Models/KoHRM-Text-1.4B-raw-checkpoints" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "LLM-OS-Models/KoHRM-Text-1.4B-raw-checkpoints", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker
docker model run hf.co/LLM-OS-Models/KoHRM-Text-1.4B-raw-checkpoints
- SGLang
How to use LLM-OS-Models/KoHRM-Text-1.4B-raw-checkpoints with SGLang:
Install from pip and serve model
# Install SGLang from pip: pip install sglang # Start the SGLang server: python3 -m sglang.launch_server \ --model-path "LLM-OS-Models/KoHRM-Text-1.4B-raw-checkpoints" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "LLM-OS-Models/KoHRM-Text-1.4B-raw-checkpoints", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker images
docker run --gpus all \ --shm-size 32g \ -p 30000:30000 \ -v ~/.cache/huggingface:/root/.cache/huggingface \ --env "HF_TOKEN=<secret>" \ --ipc=host \ lmsysorg/sglang:latest \ python3 -m sglang.launch_server \ --model-path "LLM-OS-Models/KoHRM-Text-1.4B-raw-checkpoints" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "LLM-OS-Models/KoHRM-Text-1.4B-raw-checkpoints", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }' - Docker Model Runner
How to use LLM-OS-Models/KoHRM-Text-1.4B-raw-checkpoints with Docker Model Runner:
docker model run hf.co/LLM-OS-Models/KoHRM-Text-1.4B-raw-checkpoints
Add files using upload-large-folder tool
Browse files- .gitattributes +18 -0
- stage4-korean-tool-finance/all_config.yaml +46 -0
- stage4-korean-tool-finance/carry_epoch_1.0.pt +3 -0
- stage4-korean-tool-finance/carry_epoch_1.1.pt +3 -0
- stage4-korean-tool-finance/carry_epoch_1.2.pt +3 -0
- stage4-korean-tool-finance/carry_epoch_1.3.pt +3 -0
- stage4-korean-tool-finance/carry_epoch_1.4.pt +3 -0
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- stage4-korean-tool-finance/carry_epoch_1.7.pt +3 -0
- stage4-korean-tool-finance/carry_step_230000.0.pt +3 -0
- stage4-korean-tool-finance/carry_step_230000.1.pt +3 -0
- stage4-korean-tool-finance/carry_step_230000.2.pt +3 -0
- stage4-korean-tool-finance/carry_step_230000.3.pt +3 -0
- stage4-korean-tool-finance/carry_step_230000.4.pt +3 -0
- stage4-korean-tool-finance/carry_step_230000.5.pt +3 -0
- stage4-korean-tool-finance/carry_step_230000.6.pt +3 -0
- stage4-korean-tool-finance/carry_step_230000.7.pt +3 -0
- stage4-korean-tool-finance/epoch_1_info.json +8 -0
- stage4-korean-tool-finance/fsdp2_epoch_1/.metadata +3 -0
- stage4-korean-tool-finance/fsdp2_epoch_1/__0_0.distcp +3 -0
- stage4-korean-tool-finance/fsdp2_epoch_1/__1_0.distcp +3 -0
- stage4-korean-tool-finance/fsdp2_epoch_1/__2_0.distcp +3 -0
- stage4-korean-tool-finance/fsdp2_epoch_1/__3_0.distcp +3 -0
- stage4-korean-tool-finance/fsdp2_epoch_1/__4_0.distcp +3 -0
- stage4-korean-tool-finance/fsdp2_epoch_1/__5_0.distcp +3 -0
- stage4-korean-tool-finance/fsdp2_epoch_1/__6_0.distcp +3 -0
- stage4-korean-tool-finance/fsdp2_epoch_1/__7_0.distcp +3 -0
- stage4-korean-tool-finance/fsdp2_step_230000/.metadata +3 -0
- stage4-korean-tool-finance/fsdp2_step_230000/__0_0.distcp +3 -0
- stage4-korean-tool-finance/fsdp2_step_230000/__1_0.distcp +3 -0
- stage4-korean-tool-finance/fsdp2_step_230000/__2_0.distcp +3 -0
- stage4-korean-tool-finance/fsdp2_step_230000/__3_0.distcp +3 -0
- stage4-korean-tool-finance/fsdp2_step_230000/__4_0.distcp +3 -0
- stage4-korean-tool-finance/fsdp2_step_230000/__5_0.distcp +3 -0
- stage4-korean-tool-finance/fsdp2_step_230000/__6_0.distcp +3 -0
- stage4-korean-tool-finance/fsdp2_step_230000/__7_0.distcp +3 -0
- stage4-korean-tool-finance/latest_checkpoint.txt +1 -0
- stage4-korean-tool-finance/step_230000_info.json +8 -0
- stage4-korean-tool-finance/train_metadata.yaml +13 -0
- stage4-korean-tool-finance/upload_manifest.json +10 -0
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arch:
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H_cycles: 2
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H_override: {}
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L_cycles: 3
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bp_max_steps: 5
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bp_warmup_ratio: 0.2
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expansion: 4
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half_layers: true
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head: lm_head@LMHead
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hidden_size: 1536
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init_type: lecun_normal
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n_layers: 32
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name: baselines.hrm_nocarry_bp_warmup@HierarchicalReasoningModel
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norm_eps: 1.0e-06
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norm_type: pre
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num_heads: 12
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pos_emb_type: rope
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rope_theta: 10000.0
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beta1: 0.9
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beta2: 0.95
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checkpoint_interval: 1
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checkpoint_keep_last: 2
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checkpoint_path: /home/work/.data/hrm_text_checkpoints/KoHRM-Text-1.4B-stage4-korean-tool-finance-gbs180
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checkpoint_step_interval: 10000
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data:
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path: /home/work/.data/hrm_text_prepared/koterm_korean_tool_finance_mix_v1
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target_only: true
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ema: 0.9999
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epochs: 1
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fwd_bwd_dtype: bfloat16
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global_batch_size: 180224
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log_interval: 5
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lr: 0.00022
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lr_min_ratio: 1.0
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lr_warmup_steps: 2000
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project_name: KoHRM-Text
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resume_epoch: null
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resume_from: /home/work/.data/hrm_text_checkpoints/KoHRM-Text-1.4B-stage3-local-terminal-gbs180
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resume_step: null
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resume_step_offset: 220433
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run_name: KoHRM-Text-1.4B-stage4-korean-tool-finance
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seed: 0
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skip_batches: 0
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total_steps_override: 465000
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weight_decay: 0.1
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weights_only_resume_from_ema: false
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stage4-korean-tool-finance/latest_checkpoint.txt
ADDED
|
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|
| 1 |
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epoch_1
|
stage4-korean-tool-finance/step_230000_info.json
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|
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| 7 |
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|
| 8 |
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}
|
stage4-korean-tool-finance/train_metadata.yaml
ADDED
|
@@ -0,0 +1,13 @@
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| 1 |
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max_seq_len: 4096
|
| 2 |
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tokenizer_info:
|
| 3 |
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boq: <|im_start|>
|
| 4 |
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condition_mapping:
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| 5 |
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cot: <|object_ref_end|>
|
| 6 |
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|
| 7 |
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noisy: <|quad_start|>
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| 8 |
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synth: <|quad_end|>
|
| 9 |
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eoa: <|box_end|>
|
| 10 |
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|
| 11 |
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tokenizer_path: /home/work/.data/hrm_text_prepared/koterm_korean_tool_finance_mix_v1
|
| 12 |
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total_length: 3020504008
|
| 13 |
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vocab_size: 131072
|
stage4-korean-tool-finance/upload_manifest.json
ADDED
|
@@ -0,0 +1,10 @@
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| 1 |
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{
|
| 2 |
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"source": "/home/work/.data/hrm_text_checkpoints/KoHRM-Text-1.4B-stage4-korean-tool-finance-gbs180",
|
| 3 |
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"stage": "stage4-korean-tool-finance",
|
| 4 |
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|
| 5 |
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|
| 6 |
+
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|
| 7 |
+
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|
| 8 |
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],
|
| 9 |
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"created_at": "2026-05-26T07:13:17Z"
|
| 10 |
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}
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