Clean up README examples

examples/contrastive-image-text/README.md

@@ -163,61 +163,8 @@ python3 ../gaudi_spawn.py --world_size 8 --use_mpi run_clip.py \
 
 ### DeepSpeed
 
-Run the following command for training with DeepSpeed:
-
-```bash
-PT_HPU_LAZY_MODE=0 PT_ENABLE_INT64_SUPPORT=1 \
-python3 ../gaudi_spawn.py --world_size 8 --use_deepspeed run_clip.py \
-    --output_dir=/tmp/clip_roberta \
-    --model_name_or_path=./clip-roberta \
-    --data_dir $PWD/data \
-    --dataset_name ydshieh/coco_dataset_script \
-    --dataset_config_name 2017 \
-    --image_column image_path \
-    --caption_column caption \
-    --remove_unused_columns=False \
-    --do_train --do_eval \
-    --mediapipe_dataloader \
-    --per_device_train_batch_size="64" \
-    --per_device_eval_batch_size="64" \
-    --learning_rate="5e-5" --warmup_steps="0" --weight_decay 0.1 \
-    --overwrite_output_dir \
-    --use_habana \
-    --use_lazy_mode=False \
-    --gaudi_config_name="Habana/clip" \
-    --throughput_warmup_steps=30 \
-    --save_strategy="no" \
-    --dataloader_num_workers=2 \
-    --use_hpu_graphs \
-    --max_steps=100 \
-    --torch_compile_backend=hpu_backend \
-    --torch_compile \
-    --logging_nan_inf_filter \
-    --trust_remote_code \
-    --deepspeed <path_to_my_deepspeed_config>
-
-```
-
-You can look at the [documentation](https://huggingface.co/docs/optimum/habana/usage_guides/deepspeed) for more information about how to use DeepSpeed in Optimum Habana.
-Here is a DeepSpeed configuration you can use to train your models on Gaudi:
-```json
-{
-    "steps_per_print": 64,
-    "train_batch_size": "auto",
-    "train_micro_batch_size_per_gpu": "auto",
-    "gradient_accumulation_steps": "auto",
-    "bf16": {
-        "enabled": true
-    },
-    "gradient_clipping": 1.0,
-    "zero_optimization": {
-        "stage": 2,
-        "overlap_comm": false,
-        "reduce_scatter": false,
-        "contiguous_gradients": false
-    }
-}
-```
+You can check the [DeepSpeed](https://github.com/huggingface/optimum-habana/tree/main/examples#deepspeed) section in Optimum Habana examples for how to run DeepSpeed.
+You can also look at the [documentation](https://huggingface.co/docs/optimum/habana/usage_guides/deepspeed) for more information about how to use DeepSpeed in Optimum Habana.
 
 
 ## BridgeTower