Merge branch 'main' into model-revamp

Author: CodeWithKyrian

README.md

@@ -382,4 +382,4 @@ This package is a WIP, but here's a list of tasks and architectures currently te
 1. **[YOLOS](https://huggingface.co/docs/transformers/model_doc/yolos)** (from Huazhong University of Science &
    Technology) released with the
    paper [You Only Look at One Sequence: Rethinking Transformer in Vision through Object Detection](https://arxiv.org/abs/2106.00666)
-   by Yuxin Fang, Bencheng Liao, Xinggang Wang, Jiemin Fang, Jiyang Qi, Rui Wu, Jianwei Niu, Wenyu Liu.
+   by Yuxin Fang, Bencheng Liao, Xinggang Wang, Jiemin Fang, Jiyang Qi, Rui Wu, Jianwei Niu, Wenyu Liu.

docs/.vitepress/config.mts

@@ -4,7 +4,7 @@ import {defineConfig} from 'vitepress'
 export default defineConfig({
     title: "TransformersPHP",
     description: "State-of-the-art Machine Learning for PHP. Run Transformers in PHP",
-    base: "/transformers-php/",
+    base: "/",
     themeConfig: {
         // https://vitepress.dev/reference/default-theme-config
         nav: [
@@ -131,6 +131,6 @@ export default defineConfig({
                 'data-domain': 'codewithkyrian.github.io/transformers-php',
                 'src': 'https://analytics.codewithkyrian.com/js/script.js'
             }
-        ]
+        ],
     ]
 })

examples/pipelines/asr.php

@@ -28,7 +28,8 @@
 $streamer = WhisperTextStreamer::make()
     ->onStream(fn($text) => print($text));
 
-$output = $transcriber($audioUrl,
+$output = $transcriber(
+    $audioUrl,
     maxNewTokens: 256,
     chunkLengthSecs: 24,
     streamer: $streamer,

src/Models/Pretrained/PretrainedModel.php

@@ -263,6 +263,7 @@ public static function fromPretrained(
      * @param callable|null $onProgress
      * @param mixed ...$sessionOptions
      *
+     *
      * @return InferenceSession|null
      * @throws HubException
      */
@@ -302,6 +303,7 @@ public function __invoke(array $modelInputs): array|ModelOutput
      *
      * @param array $modelInputs The input data to the model in the format specified in the ONNX model.
      *
+     *
      * @return array{logits: Tensor, hidden_states: Tensor, attentions: Tensor} The output data from the model in the format specified in the ONNX model.
      */
     public function forward(array $modelInputs): array

src/Models/Pretrained/Qwen2PreTrainedModel.php

@@ -7,4 +7,4 @@
 /**
  * The bare Qwen2 Model outputting raw hidden-states without any specific head on top.
  */
-class Qwen2PreTrainedModel extends PreTrainedModel {}
+class Qwen2PreTrainedModel extends PretrainedModel {}

src/Pipelines/ZeroShotClassificationPipeline.php

@@ -8,6 +8,7 @@
 use Codewithkyrian\Transformers\Models\Output\SequenceClassifierOutput;
 use Codewithkyrian\Transformers\Models\Pretrained\PretrainedModel;
 use Codewithkyrian\Transformers\PreTrainedTokenizers\PreTrainedTokenizer;
+use Codewithkyrian\Transformers\Transformers;
 use Codewithkyrian\Transformers\Utils\Math;
 use Codewithkyrian\Transformers\Transformers;
 

src/PreTrainedTokenizers/AutoTokenizer.php

@@ -43,6 +43,7 @@ class AutoTokenizer
         'CodeGenTokenizer' => CodeGenTokenizer::class,
         'CLIPTokenizer' => CLIPTokenizer::class,
         'SiglipTokenizer' => SiglipTokenizer::class,
+        'SiglipTokenizer' => SiglipTokenizer::class,
         // 'MarianTokenizer' => MarianTokenizer::class,
         'BloomTokenizer' => BloomTokenizer::class,
         'NllbTokenizer' => NllbTokenizer::class,
@@ -83,6 +84,7 @@ class AutoTokenizer
      * @param string $revision
      * @param mixed $legacy
      * @param OutputInterface|null $output
+     *
      * @return PreTrainedTokenizer|null
      */
     public static function fromPretrained(

src/Transformers.php

@@ -5,8 +5,8 @@
 namespace Codewithkyrian\Transformers;
 
 use Codewithkyrian\Transformers\Utils\ImageDriver;
-use RuntimeException;
 use Psr\Log\LoggerInterface;
+use RuntimeException;
 use Psr\Log\NullLogger;
 
 class Transformers
@@ -25,7 +25,6 @@ class Transformers
 
     protected static ?LoggerInterface $logger = null;
 
-
     /**
      * Returns a new instance of the static class.
      *