> For the complete documentation index, see [llms.txt](https://docs.roboflow.com/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.roboflow.com/roboflow/roboflow-hi/deploy/supported-models/easyocr.md).

# EasyOCR

[EasyOCR](https://github.com/JaidedAI/EasyOCR) एक बहुभाषी ऑप्टिकल कैरेक्टर रिकग्निशन मॉडल है, जिसे हमारे माध्यम से तैनात किया जा सकता है [Serverless Hosted API](/roboflow/roboflow-hi/deploy/serverless-hosted-api-v2.md). समर्थित भाषाओं में अंग्रेज़ी, जापानी, कन्नड़, कोरियाई, लैटिन (जिसमें स्पेनिश, फ़्रेंच, इतालवी, पुर्तगाली, जर्मन, पोलिश, और डच शामिल हैं), तेलुगु, और सरलीकृत चीनी शामिल हैं।

## कोड उदाहरण

कॉल करें `/easy_ocr/ocr` एंडपॉइंट को सीधे `curl`:

```bash
curl --location 'https://serverless.roboflow.com/easy_ocr/ocr' \
  --header 'Content-Type: application/json' \
  --data '{
    "api_key": "YOUR_API_KEY",
    "image": {"type": "url", "value": "https://media.roboflow.com/swift.png"},
    "language_codes": ["en"]
  }'
```

SDK के माध्यम से वही call. इसे install करें:

```bash
pip install inference-sdk
```

एक छवि पर EasyOCR चलाएँ। अपना [Roboflow API Key](https://app.roboflow.com/settings/api) के माध्यम से `API_KEY` env variable.

```python
import os
import urllib.request
from inference_sdk import InferenceHTTPClient

image_url = "https://media.roboflow.com/swift.png"
image_path = "swift.png"
urllib.request.urlretrieve(image_url, image_path)

client = InferenceHTTPClient(
    api_url="https://serverless.roboflow.com",
    api_key=os.getenv("API_KEY"),
)

result = client.ocr_image(
    inference_input=image_path,
    model="easy_ocr",
    language_codes=["en"],
)

print(result["result"]) # निकाला गया पाठ
```

ऊपर दिया गया कोड inference परिणामों को टर्मिनल पर प्रिंट करता है:

```
मैं आज पहले सोच रहा था कि, लिंगो में कहें तो, Swift के हर Era को सुनने के दौर से गुज़रा हूँ। सच में मेटा: Ms. Swift का संगीत Midnights एल्बम सुनने के बाद सुनना शुरू किया; पहली बार एल्बम सुनने के कुछ हफ्तों बाद, मैंने खुद को अलग-अलग गाने बार-बार बजाते हुए पाया। एल्बम को क्रम में कई बार सुना:
```

{% hint style="info" %}
सेट करें `api_url` को अपने deployment target से मिलाने के लिए:

* `https://serverless.roboflow.com` Serverless Hosted API के लिए।
* `http://localhost:9001` एक स्थानीय [Inference](https://inference.roboflow.com/) सर्वर।
* आपका [Dedicated Deployment](/roboflow/roboflow-hi/deploy/dedicated-deployments.md) एक private endpoint के लिए URL।
  {% endhint %}


---

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