chore: Fix multiple typos (#28574)
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@@ -1153,7 +1153,7 @@ In the following, we will describe how to do so using a standard console, but yo
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2. Once you've installed the google cloud sdk, you should set your account by running the following command. Make sure that `<your-email-address>` corresponds to the gmail address you used to sign up for this event.
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```bash
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$ gcloud config set account <your-email-adress>
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$ gcloud config set account <your-email-address>
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```
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3. Let's also make sure the correct project is set in case your email is used for multiple gcloud projects:
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@@ -57,4 +57,4 @@ wget https://huggingface.co/datasets/vasudevgupta/natural-questions-validation/r
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python3 evaluate.py
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```
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You can find our checkpoint on HuggingFace Hub ([see this](https://huggingface.co/vasudevgupta/flax-bigbird-natural-questions)). In case you are interested in PyTorch BigBird fine-tuning, you can refer to [this repositary](https://github.com/thevasudevgupta/bigbird).
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You can find our checkpoint on HuggingFace Hub ([see this](https://huggingface.co/vasudevgupta/flax-bigbird-natural-questions)). In case you are interested in PyTorch BigBird fine-tuning, you can refer to [this repository](https://github.com/thevasudevgupta/bigbird).
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@@ -27,7 +27,7 @@ To adapt the script for other models, we need to also change the `ParitionSpec`
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TODO: Add more explantion.
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Before training, let's prepare our model first. To be able to shard the model, the sharded dimention needs to be a multiple of devices it'll be sharded on. But GPTNeo's vocab size is 50257, so we need to resize the embeddings accordingly.
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Before training, let's prepare our model first. To be able to shard the model, the sharded dimension needs to be a multiple of devices it'll be sharded on. But GPTNeo's vocab size is 50257, so we need to resize the embeddings accordingly.
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```python
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from transformers import FlaxGPTNeoForCausalLM, GPTNeoConfig
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