Instructions to use Baekpica/Solar-Open2-148B-A15B-REAP-184E-NVFP4 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use Baekpica/Solar-Open2-148B-A15B-REAP-184E-NVFP4 with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="Baekpica/Solar-Open2-148B-A15B-REAP-184E-NVFP4")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoModelForCausalLM
model = AutoModelForCausalLM.from_pretrained("Baekpica/Solar-Open2-148B-A15B-REAP-184E-NVFP4", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use Baekpica/Solar-Open2-148B-A15B-REAP-184E-NVFP4 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "Baekpica/Solar-Open2-148B-A15B-REAP-184E-NVFP4"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "Baekpica/Solar-Open2-148B-A15B-REAP-184E-NVFP4",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/Baekpica/Solar-Open2-148B-A15B-REAP-184E-NVFP4

SGLang

How to use Baekpica/Solar-Open2-148B-A15B-REAP-184E-NVFP4 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 "Baekpica/Solar-Open2-148B-A15B-REAP-184E-NVFP4" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "Baekpica/Solar-Open2-148B-A15B-REAP-184E-NVFP4",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

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 "Baekpica/Solar-Open2-148B-A15B-REAP-184E-NVFP4" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "Baekpica/Solar-Open2-148B-A15B-REAP-184E-NVFP4",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use Baekpica/Solar-Open2-148B-A15B-REAP-184E-NVFP4 with Docker Model Runner:
```
docker model run hf.co/Baekpica/Solar-Open2-148B-A15B-REAP-184E-NVFP4
```

Baekpica commited on Jul 22

Commit

a26c5c8

verified ·

1 Parent(s): 1a74ab8

Rename model suffix to NVFP4

Browse files

Files changed (3) hide show

README.md +1 -1
hub_artifact_manifest.json +7 -7
nvfp4a16_audit.json +3 -3

README.md CHANGED Viewed

@@ -25,7 +25,7 @@ tags:
 ---
 <!-- solar-reap-hub-card:v1 -->
-# Solar-Open2-148B-A15B-REAP-184E-NVFP4A16
 ## English

 ---
 <!-- solar-reap-hub-card:v1 -->
+# Solar-Open2-148B-A15B-REAP-184E-NVFP4
 ## English

hub_artifact_manifest.json CHANGED Viewed

@@ -9,8 +9,8 @@
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     },
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-      "sha256": "d6804188b23781697b210358beed6e41278265392032d994855a786b1b045bdc"
     },
     "bf16_audit.json": {
       "bytes": 2716,
@@ -25,8 +25,8 @@
       "source_report_sha256": "3aef2b10240391f39ef10d2c1830b23a95533fbca3dd5e734600eff320594a06"
     },
     "nvfp4a16_audit.json": {
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     },
     "nvfp4a16_manifest.json": {
       "bytes": 6331,
@@ -111,9 +111,9 @@
     "tensor_key_count": 80427
   },
   "generated_by": "solar_reap/prepare_hub_artifacts.py",
-  "hub_id": "Baekpica/Solar-Open2-148B-A15B-REAP-184E-NVFP4A16",
   "kind": "nvfp4a16",
-  "prepared_at_utc": "2026-07-22T19:17:26+00:00",
   "publication_inventory": [
     ".gitattributes",
     "LICENSE",
@@ -144,7 +144,7 @@
     "tokenizer_config.json"
   ],
   "schema_version": 1,
-  "script_sha256": "cb5726beb71abe34b0fd5ffc182dd7184a49a4f7441a24ed639d6e972b0067d8",
   "source_license_sha256": "de031be88349e197e9ae20b7051679f55eb50ca53f7ffb2362343f8516b02d66",
   "source_model": "upstage/Solar-Open2-250B",
   "source_revision": "8d1dda5ad2af58207c65348d825772d2f4d72481"

       "sha256": "de031be88349e197e9ae20b7051679f55eb50ca53f7ffb2362343f8516b02d66"
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+      "sha256": "4cdc83c0623999416aca649a7366ae0209b84efd7fffe57c057e8e2476681e99"
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       "bytes": 6331,
     "tensor_key_count": 80427
   },
   "generated_by": "solar_reap/prepare_hub_artifacts.py",
+  "hub_id": "Baekpica/Solar-Open2-148B-A15B-REAP-184E-NVFP4",
   "kind": "nvfp4a16",
+  "prepared_at_utc": "2026-07-22T19:39:04+00:00",
   "publication_inventory": [
     ".gitattributes",
     "LICENSE",
     "tokenizer_config.json"
   ],
   "schema_version": 1,
+  "script_sha256": "69a277bb54759a576cede2f9dbfc7a85f1f659e080fb6ffe3986466efda98e36",
   "source_license_sha256": "de031be88349e197e9ae20b7051679f55eb50ca53f7ffb2362343f8516b02d66",
   "source_model": "upstage/Solar-Open2-250B",
   "source_revision": "8d1dda5ad2af58207c65348d825772d2f4d72481"

nvfp4a16_audit.json CHANGED Viewed

@@ -1,10 +1,10 @@
 {
-  "audit_completed_at_utc": "2026-07-22T19:17:26+00:00",
-  "audit_started_at_utc": "2026-07-22T19:17:06+00:00",
   "checkpoint_payload_aggregate_sha256": "d78397f08e8b20eb9164006a3384914c74c66d2645291326d28e064d1d762690",
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   "generated_by": "solar_reap/prepare_hub_artifacts.py",
-  "hub_id": "Baekpica/Solar-Open2-148B-A15B-REAP-184E-NVFP4A16",
   "kind": "nvfp4a16",
   "report": {
     "audit_type": "SolarOpen2 routed-only NVFP4A16 tensor and payload audit",

 {
+  "audit_completed_at_utc": "2026-07-22T19:39:04+00:00",
+  "audit_started_at_utc": "2026-07-22T19:38:44+00:00",
   "checkpoint_payload_aggregate_sha256": "d78397f08e8b20eb9164006a3384914c74c66d2645291326d28e064d1d762690",
   "checkpoint_snapshot_sha256": "ce47de4268d7e48bfd9f8eea07ffb6e944dcf5e4cdf08d347e7fb4ddfc37f322",
   "generated_by": "solar_reap/prepare_hub_artifacts.py",
+  "hub_id": "Baekpica/Solar-Open2-148B-A15B-REAP-184E-NVFP4",
   "kind": "nvfp4a16",
   "report": {
     "audit_type": "SolarOpen2 routed-only NVFP4A16 tensor and payload audit",