Instructions to use Charley890/AdaptiveMath with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use Charley890/AdaptiveMath with Transformers:

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

pipe = pipeline("text-generation", model="Charley890/AdaptiveMath")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("Charley890/AdaptiveMath")
model = AutoModelForCausalLM.from_pretrained("Charley890/AdaptiveMath", device_map="auto")
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 Charley890/AdaptiveMath with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "Charley890/AdaptiveMath"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "Charley890/AdaptiveMath",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/Charley890/AdaptiveMath

SGLang

How to use Charley890/AdaptiveMath 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 "Charley890/AdaptiveMath" \
    --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": "Charley890/AdaptiveMath",
		"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 "Charley890/AdaptiveMath" \
        --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": "Charley890/AdaptiveMath",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use Charley890/AdaptiveMath with Docker Model Runner:
```
docker model run hf.co/Charley890/AdaptiveMath
```

Charley890 commited on 4 days ago

Commit

acc8047

verified ·

1 Parent(s): 9d49c87

Update README.md

Browse files

Files changed (1) hide show

README.md +16 -42

README.md CHANGED Viewed

@@ -183,14 +183,6 @@ It performs best when explaining every intermediate step before arriving at the
 | Volume of Sphere | $V=\frac43\pi r^3$ |
 | Surface Area of Sphere | $A=4\pi r^2$ |
 | Volume of Cylinder | $V=\pi r^2h$ |
-| Volume of Cone | $V=\frac13\pi r^2h$ |
-| Euler's Formula | $e^{ix}=\cos x+i\sin x$ |
-| Euler's Identity | $e^{i\pi}+1=0$ |
-| Bayes' Theorem | $P(A\mid B)=\frac{P(B\mid A)P(A)}{P(B)}$ |
-| Arithmetic Mean | $\bar{x}=\frac{x_1+\cdots+x_n}{n}$ |
-| Geometric Mean | $GM=\sqrt[n]{x_1x_2\cdots x_n}$ |
-| Harmonic Mean | $HM=\frac{n}{\sum\frac1{x_i}}$ |
-| Standard Deviation | $\sigma=\sqrt{\frac{\sum(x-\mu)^2}{N}}$ |
 ---
@@ -258,47 +250,29 @@ A=49\pi
 ≈153.94
 ```
----
-## Example 4
-**Input**
 ```text
-Find the determinant of
-|1 2|
-|3 4|
-```
-**Output**
-```text
-det(A)=1×4−2×3
-=−2
 ```
 ---
-## Example 5
-**Input**
 ```text
-Factorize
-x²−9
 ```
-**Output**
-```text
-Difference of squares
-(x−3)(x+3)
-```
 ---

 | Volume of Sphere | $V=\frac43\pi r^3$ |
 | Surface Area of Sphere | $A=4\pi r^2$ |
 | Volume of Cylinder | $V=\pi r^2h$ |
 ---
 ≈153.94
 ```
 ```text
+        /|
+       / |
+      /  |
+   c /   | b
+    /    |
+   /_____|
+      a
 ```
 ---
 ```text
+          y
+          ↑
+     4    │        ●
+     3    │
+     2    │
+     1    │
+──────────┼────────────→ x
+    -1    │
+    -2    │
 ```
 ---