# transformers-stream-generator

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### Description
This is a text generation method which returns a generator, streaming out each token in real-time during inference, based on Huggingface/Transformers. 

### Web Demo
+ original
![](./pic/original.gif)
+ stream
![](./pic/stream.gif)

### Installation
```bash
pip install transformers-stream-generator
```

### Usage
1. just add two lines of code before your original code
```python
from transformers_stream_generator import init_stream_support
init_stream_support()
```

2. add `do_stream=True` in `model.generate` function and keep `do_sample=True`, then you can get a generator
```python
generator = model.generate(input_ids, do_stream=True, do_sample=True)
for token in generator:
    word = tokenizer.decode(token)
    print(word)
```

### Example
+ run python script [example](./example/run.py) by gpt2
+ run web [example](./example/run_web.py)  by gpt2 and test in client [example](./example/test_client.py)

This is a text generation method which returns a generator, streaming out each token in real-time during inference, based on Huggingface/Transformers.

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transformers-stream-generator

LowinLi

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Ambiguous License Classifier

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Bad text encoding

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Bad semver

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Bad dependency semver

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Bidirectional unicode control characters

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What is bin script confusion?

Bin script confusion

Semantic versions published out of chronological order.

What is a chronological version anomaly?

Chronological version anomaly

Project maintainer's SSH key has been compromised.

What is a compromised SSH key?

Compromised SSH key

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What do I need to know about license files?

Copyleft License

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Title

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What is a CVE?

High CVE

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What is debug access?

Debug access

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What is a deprecated package?

Deprecated

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Deprecated SPDX exception

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Deprecated license

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Possible typosquat attack

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Dynamic require

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Empty package

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Filesystem access

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What are wildcard dependencies?

Wildcard dependency

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What are git dependencies?

Git dependency

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What are GitHub dependencies?

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High entropy strings

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Unicode homoglyphs

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HTTP dependency

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Install scripts

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What's wrong with long strings?

Long strings

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Known malware

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Manifest confusion

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Modified license exception

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What is a modified license?

Modified license

What is network access?

Network access

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What is new author?

New author

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transformers-stream-generator