> 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/glm-ocr.md).

# GLM-OCR

GLM-OCR, GLM vision-language model family पर आधारित एक OCR model है। यह एक image से text transcribe करता है और दस्तावेज़ों, संकेतों, तथा mixed layouts वाले labels के लिए बहुत उपयुक्त है। हम GLM-OCR को हमारे [Serverless Hosted API](/roboflow/roboflow-hi/deploy/serverless-hosted-api-v2.md), [Dedicated Deployments](/roboflow/roboflow-hi/deploy/dedicated-deployments.md), और [self-hosted Inference](https://inference.roboflow.com/).

## कोड उदाहरण

GLM-OCR साझा `/infer/lmm` endpoint. इसे सीधे call करें with `curl`:

```bash
curl --location 'https://serverless.roboflow.com/infer/lmm' \
  --header 'Content-Type: application/json' \
  --data '{
    "api_key": "YOUR_API_KEY",
    "image": {"type": "url", "value": "https://media.roboflow.com/inference/license_plate_1.jpg"},
    "model_id": "glm-ocr",
    "prompt": "OCR",
    "max_new_tokens": 128
  }'
```

SDK के माध्यम से वही call. इसे install करें:

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

अपना [Roboflow API Key](https://app.roboflow.com/settings/api) के माध्यम से `API_KEY` environment variable.

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

image_url = "https://media.roboflow.com/inference/license_plate_1.jpg"
image_path = "license_plate_1.jpg"
urllib.request.urlretrieve(image_url, image_path)

client = InferenceHTTPClient(
    api_url="https://serverless.roboflow.com",
    api_key=os.getenv("API_KEY"),
)
result = client.infer_lmm(
    image_path,
    model_id="glm-ocr",
    prompt="OCR",
    max_new_tokens=128,
)
print(result["response"])
```

ऊपर दिया गया code पहचाना गया text terminal पर print करता है:

```
280 SE
AUTOMATIC
34 T 6511
```

{% 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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