### Install zylora with pip

Source: https://github.com/zylora-dev/zylora-python/blob/main/README.md

Install the zylora package from PyPI using pip.

```bash
pip install zylora
```

--------------------------------

### Define a GPU function with @zylora.fn

Source: https://github.com/zylora-dev/zylora-python/blob/main/README.md

Decorator example that defines a GPU function using an H100 GPU. The function loads a Hugging Face model and returns embeddings.

```python
import zylora

@zylora.fn(gpu="H100")
def embed(text: str) -> list[float]:
    from transformers import AutoModel
    model = AutoModel.from_pretrained("BAAI/bge-large-en-v1.5")
    return model.encode(text).tolist()
```

--------------------------------

### Login via CLI

Source: https://github.com/zylora-dev/zylora-python/blob/main/README.md

Authenticate using the Zylora CLI login command.

```bash
zy login
```

--------------------------------

### Deploy with zy deploy

Source: https://github.com/zylora-dev/zylora-python/blob/main/README.md

Deploys the defined GPU function using the Zylora CLI.

```bash
zy deploy
```

--------------------------------

### Invoke functions locally, remotely, batch, streaming, and async

Source: https://github.com/zylora-dev/zylora-python/blob/main/README.md

Shows the different invocation modes: local call, remote call, batch map, streaming for LLMs, and async with job result.

```python
# Local (development)
result = embed("hello world")

# Remote (deployed)
result = embed.remote("hello world")

# Batch
results = embed.map(["hello", "world", "foo"])

# Streaming (for LLMs)
for token in generate.stream("Tell me a joke"):
    print(token, end="", flush=True)

# Async
job = embed.remote_async("hello")
result = job.result()
```

--------------------------------

### Set API key via environment variable

Source: https://github.com/zylora-dev/zylora-python/blob/main/README.md

Export the ZYLORA_API_KEY environment variable for authentication.

```bash
export ZYLORA_API_KEY="zy_live_..."
```

--------------------------------

### Client API without decorator

Source: https://github.com/zylora-dev/zylora-python/blob/main/README.md

Use the Zylora client to invoke a function by name and payload without using the decorator.

```python
from zylora import Zylora

zy = Zylora()
result = zy.invoke("embed", {"text": "hello"})
```

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