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

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
```

gyung commited on May 28

Commit

a969891

verified ·

1 Parent(s): fac6fef

Add files using upload-large-folder tool

Browse files

Files changed (23) hide show

.gitattributes +9 -0
stage3b-local-terminal-repeat-step450000/all_config.yaml +46 -0
stage3b-local-terminal-repeat-step450000/carry_step_450000.0.pt +3 -0
stage3b-local-terminal-repeat-step450000/carry_step_450000.1.pt +3 -0
stage3b-local-terminal-repeat-step450000/carry_step_450000.2.pt +3 -0
stage3b-local-terminal-repeat-step450000/carry_step_450000.3.pt +3 -0
stage3b-local-terminal-repeat-step450000/carry_step_450000.4.pt +3 -0
stage3b-local-terminal-repeat-step450000/carry_step_450000.5.pt +3 -0
stage3b-local-terminal-repeat-step450000/carry_step_450000.6.pt +3 -0
stage3b-local-terminal-repeat-step450000/carry_step_450000.7.pt +3 -0
stage3b-local-terminal-repeat-step450000/fsdp2_step_450000/.metadata +3 -0
stage3b-local-terminal-repeat-step450000/fsdp2_step_450000/__0_0.distcp +3 -0
stage3b-local-terminal-repeat-step450000/fsdp2_step_450000/__1_0.distcp +3 -0
stage3b-local-terminal-repeat-step450000/fsdp2_step_450000/__2_0.distcp +3 -0
stage3b-local-terminal-repeat-step450000/fsdp2_step_450000/__3_0.distcp +3 -0
stage3b-local-terminal-repeat-step450000/fsdp2_step_450000/__4_0.distcp +3 -0
stage3b-local-terminal-repeat-step450000/fsdp2_step_450000/__5_0.distcp +3 -0
stage3b-local-terminal-repeat-step450000/fsdp2_step_450000/__6_0.distcp +3 -0
stage3b-local-terminal-repeat-step450000/fsdp2_step_450000/__7_0.distcp +3 -0
stage3b-local-terminal-repeat-step450000/latest_checkpoint.txt +1 -0
stage3b-local-terminal-repeat-step450000/step_450000_info.json +8 -0
stage3b-local-terminal-repeat-step450000/train_metadata.yaml +13 -0
stage3b-local-terminal-repeat-step450000/upload_manifest.json +1 -0

.gitattributes CHANGED Viewed

@@ -546,3 +546,12 @@ stage3b-local-terminal-repeat-step440000/fsdp2_step_440000/__0_0.distcp filter=l
 stage3b-local-terminal-repeat-step440000/fsdp2_step_440000/__7_0.distcp filter=lfs diff=lfs merge=lfs -text
 stage3b-local-terminal-repeat-step440000/fsdp2_step_440000/__4_0.distcp filter=lfs diff=lfs merge=lfs -text
 stage3b-local-terminal-repeat-step440000/fsdp2_step_440000/__5_0.distcp filter=lfs diff=lfs merge=lfs -text

 stage3b-local-terminal-repeat-step440000/fsdp2_step_440000/__7_0.distcp filter=lfs diff=lfs merge=lfs -text
 stage3b-local-terminal-repeat-step440000/fsdp2_step_440000/__4_0.distcp filter=lfs diff=lfs merge=lfs -text
 stage3b-local-terminal-repeat-step440000/fsdp2_step_440000/__5_0.distcp filter=lfs diff=lfs merge=lfs -text
+stage3b-local-terminal-repeat-step450000/fsdp2_step_450000/__2_0.distcp filter=lfs diff=lfs merge=lfs -text
+stage3b-local-terminal-repeat-step450000/fsdp2_step_450000/__4_0.distcp filter=lfs diff=lfs merge=lfs -text
+stage3b-local-terminal-repeat-step450000/fsdp2_step_450000/.metadata filter=lfs diff=lfs merge=lfs -text
+stage3b-local-terminal-repeat-step450000/fsdp2_step_450000/__0_0.distcp filter=lfs diff=lfs merge=lfs -text
+stage3b-local-terminal-repeat-step450000/fsdp2_step_450000/__1_0.distcp filter=lfs diff=lfs merge=lfs -text
+stage3b-local-terminal-repeat-step450000/fsdp2_step_450000/__7_0.distcp filter=lfs diff=lfs merge=lfs -text
+stage3b-local-terminal-repeat-step450000/fsdp2_step_450000/__3_0.distcp filter=lfs diff=lfs merge=lfs -text
+stage3b-local-terminal-repeat-step450000/fsdp2_step_450000/__5_0.distcp filter=lfs diff=lfs merge=lfs -text
+stage3b-local-terminal-repeat-step450000/fsdp2_step_450000/__6_0.distcp filter=lfs diff=lfs merge=lfs -text

stage3b-local-terminal-repeat-step450000/all_config.yaml ADDED Viewed

	@@ -0,0 +1,46 @@

+arch:
+  H_cycles: 2
+  H_override: {}
+  L_cycles: 3
+  bp_max_steps: 5
+  bp_warmup_ratio: 0.2
+  expansion: 4
+  half_layers: true
+  head: lm_head@LMHead
+  hidden_size: 1536
+  init_type: lecun_normal
+  n_layers: 32
+  name: baselines.hrm_nocarry_bp_warmup@HierarchicalReasoningModel
+  norm_eps: 1.0e-06
+  norm_type: pre
+  num_heads: 12
+  pos_emb_type: rope
+  rope_theta: 10000.0
+beta1: 0.9
+beta2: 0.95
+checkpoint_interval: 1
+checkpoint_keep_last: 2
+checkpoint_path: /home/work/.data/hrm_text_checkpoints/KoHRM-Text-1.4B-stage3b-local-terminal-repeat-gbs180
+checkpoint_step_interval: 10000
+data:
+  path: /home/work/.data/hrm_text_prepared/local_terminal_conversations_ctx9k_resp6k_v1
+  target_only: true
+ema: 0.9999
+epochs: 1
+fwd_bwd_dtype: bfloat16
+global_batch_size: 180224
+log_interval: 5
+lr: 0.00022
+lr_min_ratio: 1.0
+lr_warmup_steps: 2000
+project_name: KoHRM-Text
+resume_epoch: null
+resume_from: /home/work/.data/hrm_text_checkpoints/KoHRM-Text-1.4B-stage2b-hrm-full-nocap-extra-epoch1-gbs180
+resume_step: null
+resume_step_offset: 398437
+run_name: KoHRM-Text-1.4B-stage3b-local-terminal-repeat
+seed: 0
+skip_batches: 0
+total_steps_override: 700000
+weight_decay: 0.1
+weights_only_resume_from_ema: false

stage3b-local-terminal-repeat-step450000/carry_step_450000.0.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:4075bd0d488d7a323d844acd616013742f42eefce313d2255678126a698acd46
+size 1333

stage3b-local-terminal-repeat-step450000/carry_step_450000.1.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:09fdcbd3b62a88d489c2c7523e52fc2bf9e8ae37c300edaeded518f1f4e35eeb
+size 1333

stage3b-local-terminal-repeat-step450000/carry_step_450000.2.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:e96a5d5700bf9e4ca3ba2da31b1cd99a5cf2f6a85ec31e012fcef569f783ca39
+size 1333

stage3b-local-terminal-repeat-step450000/carry_step_450000.3.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:6def2eb6906a9d99513ea425d4810f6905e82020539668f7e560960b5ab458d6
+size 1333

stage3b-local-terminal-repeat-step450000/carry_step_450000.4.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:c1ed80477164dfcd50999a974aee3bd1aec1ae2f8f03309e336d247a279bad22
+size 1333

stage3b-local-terminal-repeat-step450000/carry_step_450000.5.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:ac3833474f8017a17d1198107eac432aca3e8d9dc183fa4d29328a79351d3e7e
+size 1333

stage3b-local-terminal-repeat-step450000/carry_step_450000.6.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:e0e18e843835b45a2c289cc5dc58abbf18d42ec7958d495a4812462ae83bce95
+size 1333

stage3b-local-terminal-repeat-step450000/carry_step_450000.7.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:a8a50b8bdc18c95361b2906c0a5998fceb38122e7bf6aa54bd58a1f476db337e
+size 1333

stage3b-local-terminal-repeat-step450000/fsdp2_step_450000/.metadata ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:922d66ee7805ccc99a64488dee62fc5256b44b5bd80abbc023aa4777a0c5ba29
+size 983814

stage3b-local-terminal-repeat-step450000/fsdp2_step_450000/__0_0.distcp ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:e50fe68a5674d9b877162142518955e2bd389d11c68da8c095597bbaca40ea2f
+size 2769065329

stage3b-local-terminal-repeat-step450000/fsdp2_step_450000/__1_0.distcp ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:289cae85c41219b37dbdfeeafb9729eea251b646b62ccd3a409b115601b24fe3
+size 2769090643

stage3b-local-terminal-repeat-step450000/fsdp2_step_450000/__2_0.distcp ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:addee24875021becbe3e58c859a3c7f9bc5baf9861bb5ea6c31c2cedabb6d879
+size 2769090643

stage3b-local-terminal-repeat-step450000/fsdp2_step_450000/__3_0.distcp ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:e9563341700d36377b854f33cce32928683f1e38d82e4d1026684548a220d909
+size 2769090643

stage3b-local-terminal-repeat-step450000/fsdp2_step_450000/__4_0.distcp ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:f5b42670addf075d1d4a46d740803f0d777fe321c8a48ae696a1a7a6a74128b8
+size 2769090643

stage3b-local-terminal-repeat-step450000/fsdp2_step_450000/__5_0.distcp ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:dfd02f3cf942ddf9dbcaaa22756df8550f225b9e310cf958a8d9e3a698e59794
+size 2769090643

stage3b-local-terminal-repeat-step450000/fsdp2_step_450000/__6_0.distcp ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:49a896b7cb9408a4658e39795bd796fa378d32947593343fd419edf433c30a43
+size 2769091588

stage3b-local-terminal-repeat-step450000/fsdp2_step_450000/__7_0.distcp ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:24dd9c55af7ecbda49ddb9d3de0c4d38685d213c7429d85b658ef1cd486db5ad
+size 2769098756

stage3b-local-terminal-repeat-step450000/latest_checkpoint.txt ADDED Viewed

	@@ -0,0 +1 @@


1	+ step_450000

stage3b-local-terminal-repeat-step450000/step_450000_info.json ADDED Viewed

	@@ -0,0 +1,8 @@

+{
+  "tag": "step_450000",
+  "global_step": 450000,
+  "stage_start_step": 398437,
+  "skip_batches_hint": 51563,
+  "data_path": "/home/work/.data/hrm_text_prepared/local_terminal_conversations_ctx9k_resp6k_v1",
+  "global_batch_size": 180224
+}

stage3b-local-terminal-repeat-step450000/train_metadata.yaml ADDED Viewed

	@@ -0,0 +1,13 @@

+max_seq_len: 4096
+tokenizer_info:
+  boq: <|im_start|>
+  condition_mapping:
+    cot: <|object_ref_end|>
+    direct: <|object_ref_start|>
+    noisy: <|quad_start|>
+    synth: <|quad_end|>
+  eoa: <|box_end|>
+  eoq: <|im_end|>
+  tokenizer_path: /home/work/.data/hrm_text_prepared/local_terminal_conversations_ctx9k_resp6k_v1
+total_length: 9386532467
+vocab_size: 131072

stage3b-local-terminal-repeat-step450000/upload_manifest.json ADDED Viewed

	@@ -0,0 +1 @@


1	+ stage3b-local-terminal-repeat step_450000 raw resume checkpoint