Instructions to use DigitalLearningGmbH/educa-ai-nemo-dpo-8bit-gptq with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use DigitalLearningGmbH/educa-ai-nemo-dpo-8bit-gptq with Transformers:

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

pipe = pipeline("text-generation", model="DigitalLearningGmbH/educa-ai-nemo-dpo-8bit-gptq")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForMultimodalLM

tokenizer = AutoTokenizer.from_pretrained("DigitalLearningGmbH/educa-ai-nemo-dpo-8bit-gptq")
model = AutoModelForMultimodalLM.from_pretrained("DigitalLearningGmbH/educa-ai-nemo-dpo-8bit-gptq")
messages = [
    {"role": "user", "content": "Who are you?"},
]
inputs = tokenizer.apply_chat_template(
	messages,
	add_generation_prompt=True,
	tokenize=True,
	return_dict=True,
	return_tensors="pt",
).to(model.device)

outputs = model.generate(**inputs, max_new_tokens=40)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use DigitalLearningGmbH/educa-ai-nemo-dpo-8bit-gptq with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "DigitalLearningGmbH/educa-ai-nemo-dpo-8bit-gptq"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "DigitalLearningGmbH/educa-ai-nemo-dpo-8bit-gptq",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/DigitalLearningGmbH/educa-ai-nemo-dpo-8bit-gptq

SGLang

How to use DigitalLearningGmbH/educa-ai-nemo-dpo-8bit-gptq 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 "DigitalLearningGmbH/educa-ai-nemo-dpo-8bit-gptq" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "DigitalLearningGmbH/educa-ai-nemo-dpo-8bit-gptq",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

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 "DigitalLearningGmbH/educa-ai-nemo-dpo-8bit-gptq" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "DigitalLearningGmbH/educa-ai-nemo-dpo-8bit-gptq",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use DigitalLearningGmbH/educa-ai-nemo-dpo-8bit-gptq with Docker Model Runner:
```
docker model run hf.co/DigitalLearningGmbH/educa-ai-nemo-dpo-8bit-gptq
```

LenDigLearn commited on Jan 31, 2025

Commit

91febcd

1 Parent(s): b0070f3

added model

Browse files

Files changed (7) hide show

config.json +40 -0
generation_config.json +8 -0
output-00001-of-00002.safetensors +3 -0
output-00002-of-00002.safetensors +3 -0
special_tokens_map.json +30 -0
tokenizer.json +3 -0
tokenizer_config.json +0 -0

config.json ADDED Viewed

	@@ -0,0 +1,40 @@

+{
+  "_name_or_path": "DigitalLearningGmbh/educa-ai-nemo-dpo-8bit-gptq",
+  "architectures": [
+    "MistralForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 5120,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 1024000,
+  "model_type": "mistral",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 40,
+  "num_key_value_heads": 8,
+  "pad_token_id": 10,
+  "rms_norm_eps": 1e-05,
+  "rope_theta": 1000000.0,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.48.1",
+  "unsloth_version": "2024.9",
+  "use_cache": true,
+  "vocab_size": 131072,
+  "quantization_config": {
+    "quant_method": "exl2",
+    "version": "0.2.7",
+    "bits": 8.0,
+    "head_bits": 8,
+    "calibration": {
+      "rows": 115,
+      "length": 2048,
+      "dataset": "(default)"
+    }
+  }
+}

generation_config.json ADDED Viewed

	@@ -0,0 +1,8 @@

+{
+  "_from_model_config": true,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "max_length": 1024000,
+  "pad_token_id": 10,
+  "transformers_version": "4.48.1"
+}

output-00001-of-00002.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:6465a785a0b22a12fda8f030d26b2200588f72d0d24dcb87dabcfa952c26cbd6
+size 8582145936

output-00002-of-00002.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:03b89281d0e647b0a8d57c4b42e7ec37efb4400c06e0407ee091d49a59556495
+size 3752615128

special_tokens_map.json ADDED Viewed

	@@ -0,0 +1,30 @@

+{
+  "bos_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<pad>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer.json ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:b0240ce510f08e6c2041724e9043e33be9d251d1e4a4d94eb68cd47b954b61d2
+size 17078292

tokenizer_config.json ADDED Viewed

The diff for this file is too large to render. See raw diff