Fix HF Jobs command syntax: use experimental UV support with correct argument order

README.md

@@ -49,19 +49,20 @@ uv run atlas-export.py \
     --y-column umap_y
 ```
 
-### GPU Acceleration
+### GPU Acceleration (HF Jobs)
 
 ```bash
-# Run on HF Jobs with GPU for faster embedding generation
-hf jobs run vllm/vllm-openai:latest --flavor t4-small \
-    -s HF_TOKEN=$HF_TOKEN \
-    uv run https://huggingface.co/datasets/uv-scripts/build-atlas/raw/main/atlas-export.py \
+# Run on HF Jobs with GPU using experimental UV support
+hf jobs uv run --flavor t4-small \
+    https://huggingface.co/datasets/uv-scripts/build-atlas/raw/main/atlas-export.py \
     stanfordnlp/imdb \
     --space-name imdb-viz \
     --model sentence-transformers/all-mpnet-base-v2 \
     --sample 10000
 ```
 
+Note: HF Jobs will automatically use your HF token for authentication.
+
 ## Key Options
 
 | Option | Description | Default |

atlas-export.py

@@ -27,9 +27,9 @@ Example usage:
         --sample 10000
 
     # Run on HF Jobs with GPU (requires HF token for Space deployment)
-    hf jobs run vllm/vllm-openai:latest --flavor t4-small \
-        -s HF_TOKEN=$HF_TOKEN \
-        uv run https://huggingface.co/datasets/uv-scripts/build-atlas/raw/main/atlas-export.py \
+    hf jobs uv run \
+        --flavor t4-small \
+        https://huggingface.co/datasets/uv-scripts/build-atlas/raw/main/atlas-export.py \
         my-dataset \
         --space-name my-atlas \
         --model nomic-ai/nomic-embed-text-v1.5
@@ -433,8 +433,8 @@ if __name__ == "__main__":
         print("uv run atlas-export.py stanfordnlp/imdb --space-name imdb-atlas\n")
         print("# With custom model and sampling:")
         print("uv run atlas-export.py my-dataset --space-name my-viz --model nomic-ai/nomic-embed-text-v1.5 --sample 10000\n")
-        print("# For HF Jobs with GPU:")
-        print("hf jobs run vllm/vllm-openai:latest --flavor t4-small -s HF_TOKEN=$HF_TOKEN uv run https://huggingface.co/datasets/uv-scripts/build-atlas/raw/main/atlas-export.py dataset --space-name viz --model sentence-transformers/all-mpnet-base-v2\n")
+        print("# For HF Jobs with GPU (experimental UV support):")
+        print("hf jobs uv run --flavor t4-small https://huggingface.co/datasets/uv-scripts/build-atlas/raw/main/atlas-export.py dataset --space-name viz --model sentence-transformers/all-mpnet-base-v2\n")
         print("# Local generation only:")
         print("uv run atlas-export.py dataset --space-name test --local-only --output-dir ./atlas-output")
         sys.exit(0)