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FIX spelling fixes
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dantegd committed Sep 22, 2023
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6 changes: 3 additions & 3 deletions docs/source/raft_ann_benchmarks.md
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Expand Up @@ -44,7 +44,7 @@ docker run --gpus all --rm -it \
"--dataset deep-image-96-angular" \ # <- dataset name
"--normalize" \ # <- whether to normalize the dataset, leave string empty ("") to not normalize.
"--algorithms raft_cagra" \ # <- what algorithm(s) to use as a ; separated list, as well as any other argument to pass to `raft_ann_benchmarks.run`
"" # optional argumetns to pass to `raft_ann_benchmarks.plot`
"" # optional arguments to pass to `raft_ann_benchmarks.plot`
```

For CPU systems the same interface applies, except for not needing the gpus argument and using the cpu images:
Expand Down Expand Up @@ -75,7 +75,7 @@ This will drop you into a command line in the container, with the `raft_ann_benc

Additionally, the containers could be run in dettached form without any issue.

For details on how to use the python package from the command line, see the [corresponding section](#python-pacakge-usage).
For details on how to use the python package from the command line, see the [corresponding section](#python-package-usage).

### Conda

Expand All @@ -99,7 +99,7 @@ Please see the [build instructions](ann_benchmarks_build.md) to build the benchm

## Running the benchmarks

### Python Pacakge Usage
### Python Package Usage
There are 4 general steps to running the benchmarks and visualizing the results:
1. Prepare Dataset
2. Build Index and Search Index
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