Instructions to use SattwikAyyagari/codegen-350M-NL-Java with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use SattwikAyyagari/codegen-350M-NL-Java with Transformers:

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

pipe = pipeline("text-generation", model="SattwikAyyagari/codegen-350M-NL-Java")

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("SattwikAyyagari/codegen-350M-NL-Java")
model = AutoModelForCausalLM.from_pretrained("SattwikAyyagari/codegen-350M-NL-Java", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use SattwikAyyagari/codegen-350M-NL-Java with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "SattwikAyyagari/codegen-350M-NL-Java"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "SattwikAyyagari/codegen-350M-NL-Java",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/SattwikAyyagari/codegen-350M-NL-Java

SGLang

How to use SattwikAyyagari/codegen-350M-NL-Java 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 "SattwikAyyagari/codegen-350M-NL-Java" \
    --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": "SattwikAyyagari/codegen-350M-NL-Java",
		"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 "SattwikAyyagari/codegen-350M-NL-Java" \
        --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": "SattwikAyyagari/codegen-350M-NL-Java",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use SattwikAyyagari/codegen-350M-NL-Java with Docker Model Runner:
```
docker model run hf.co/SattwikAyyagari/codegen-350M-NL-Java
```

SattwikAyyagari commited on Jun 13

Commit

05d7e75

verified ·

1 Parent(s): 4b3ec17

Upload CodeGenForCausalLM

Browse files

Files changed (4) hide show

README.md +3 -1
config.json +42 -0
generation_config.json +10 -0
model.safetensors +3 -0

README.md CHANGED Viewed

@@ -1,6 +1,8 @@
 ---
 library_name: transformers
-tags: []
 ---
 # Model Card for Model ID

 ---
 library_name: transformers
+tags:
+- trl
+- sft
 ---
 # Model Card for Model ID

config.json ADDED Viewed

	@@ -0,0 +1,42 @@

+{
+  "activation_function": "gelu_new",
+  "architectures": [
+    "CodeGenForCausalLM"
+  ],
+  "attn_pdrop": 0.0,
+  "bos_token_id": 50256,
+  "dtype": "float16",
+  "embd_pdrop": 0.0,
+  "eos_token_id": 50256,
+  "gradient_checkpointing": false,
+  "initializer_range": 0.02,
+  "layer_norm_epsilon": 1e-05,
+  "model_type": "codegen",
+  "n_ctx": 2048,
+  "n_embd": 1024,
+  "n_head": 16,
+  "n_inner": null,
+  "n_layer": 20,
+  "n_positions": 2048,
+  "pad_token_id": 50256,
+  "resid_pdrop": 0.0,
+  "rotary_dim": 32,
+  "scale_attn_weights": true,
+  "summary_activation": null,
+  "summary_first_dropout": 0.1,
+  "summary_proj_to_labels": true,
+  "summary_type": "cls_index",
+  "summary_use_proj": true,
+  "task_specific_params": {
+    "text-generation": {
+      "do_sample": true,
+      "max_length": 50,
+      "temperature": 1.0
+    }
+  },
+  "tie_word_embeddings": false,
+  "tokenizer_class": "GPT2Tokenizer",
+  "transformers_version": "5.0.0",
+  "use_cache": false,
+  "vocab_size": 51200
+}

generation_config.json ADDED Viewed

	@@ -0,0 +1,10 @@

+{
+  "_from_model_config": true,
+  "bos_token_id": 50256,
+  "eos_token_id": [
+    50256
+  ],
+  "pad_token_id": 50256,
+  "transformers_version": "5.0.0",
+  "use_cache": true
+}

model.safetensors ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:84c593211b43e14dec9d531902b2c84ed0975b89ae3a635197ed10018531388c
+size 713442224