Instructions to use anthrapper/tcrocr-captcha with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use anthrapper/tcrocr-captcha with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("image-text-to-text", model="anthrapper/tcrocr-captcha")

# Load model directly
from transformers import AutoTokenizer, AutoModelForMultimodalLM

tokenizer = AutoTokenizer.from_pretrained("anthrapper/tcrocr-captcha")
model = AutoModelForMultimodalLM.from_pretrained("anthrapper/tcrocr-captcha", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use anthrapper/tcrocr-captcha with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "anthrapper/tcrocr-captcha"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "anthrapper/tcrocr-captcha",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/anthrapper/tcrocr-captcha

SGLang

How to use anthrapper/tcrocr-captcha with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "anthrapper/tcrocr-captcha" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "anthrapper/tcrocr-captcha",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "anthrapper/tcrocr-captcha" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "anthrapper/tcrocr-captcha",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use anthrapper/tcrocr-captcha with Docker Model Runner:
```
docker model run hf.co/anthrapper/tcrocr-captcha
```

anthrapper commited on Oct 3, 2023

Commit

900c1f8

1 Parent(s): decde3c

Upload folder using huggingface_hub

Browse files

Files changed (4) hide show

captcha_model/config.json +3 -2
captcha_model/generation_config.json +3 -2
captcha_model/pytorch_model.bin +1 -1
captcha_model/training_args.bin +1 -1

captcha_model/config.json CHANGED Viewed

@@ -165,13 +165,14 @@
   "eos_token_id": 2,
   "is_encoder_decoder": true,
   "length_penalty": 2.0,
-  "max_length": 64,
   "model_type": "vision-encoder-decoder",
   "no_repeat_ngram_size": 3,
   "num_beams": 4,
   "pad_token_id": 1,
   "tie_word_embeddings": false,
   "torch_dtype": "float32",
-  "transformers_version": "4.33.3",
   "vocab_size": 50265
 }

   "eos_token_id": 2,
   "is_encoder_decoder": true,
   "length_penalty": 2.0,
+  "max_length": 5,
+  "min_length": 5,
   "model_type": "vision-encoder-decoder",
   "no_repeat_ngram_size": 3,
   "num_beams": 4,
   "pad_token_id": 1,
   "tie_word_embeddings": false,
   "torch_dtype": "float32",
+  "transformers_version": "4.33.0",
   "vocab_size": 50265
 }

captcha_model/generation_config.json CHANGED Viewed

@@ -4,10 +4,11 @@
   "early_stopping": true,
   "eos_token_id": 2,
   "length_penalty": 2.0,
-  "max_length": 64,
   "no_repeat_ngram_size": 3,
   "num_beams": 4,
   "pad_token_id": 1,
-  "transformers_version": "4.33.3",
   "use_cache": false
 }

   "early_stopping": true,
   "eos_token_id": 2,
   "length_penalty": 2.0,
+  "max_length": 5,
+  "min_length": 5,
   "no_repeat_ngram_size": 3,
   "num_beams": 4,
   "pad_token_id": 1,
+  "transformers_version": "4.33.0",
   "use_cache": false
 }

captcha_model/pytorch_model.bin CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:740b2fbbfe77e8e163b4f961ce8e799abfc33d4ffcf9e34b23396567d71e4b24
 size 1539625673

 version https://git-lfs.github.com/spec/v1
+oid sha256:586e88f77ccd1f41ead35d4e1fbce459f490a86a87a7036bbda167a482f5f597
 size 1539625673

captcha_model/training_args.bin CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3503910de5ead7a1e12ca6c24a10064abdd87c9947dcbf043ea5acde734207de
 size 4155

 version https://git-lfs.github.com/spec/v1
+oid sha256:38d59a5e5767fed3b122e8f0244a89603640bc3155e0b06246ee8e29ce3c5fbb
 size 4155