Text Generation
Transformers
Safetensors
qwen3
Generated from Trainer
trl
sft
conversational
text-generation-inference
Instructions to use cs-552-2026-aaty/math_model with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use cs-552-2026-aaty/math_model with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="cs-552-2026-aaty/math_model") messages = [ {"role": "user", "content": "Who are you?"}, ] pipe(messages)# Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("cs-552-2026-aaty/math_model") model = AutoModelForCausalLM.from_pretrained("cs-552-2026-aaty/math_model") 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 cs-552-2026-aaty/math_model with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "cs-552-2026-aaty/math_model" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "cs-552-2026-aaty/math_model", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/cs-552-2026-aaty/math_model
- SGLang
How to use cs-552-2026-aaty/math_model 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 "cs-552-2026-aaty/math_model" \ --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": "cs-552-2026-aaty/math_model", "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 "cs-552-2026-aaty/math_model" \ --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": "cs-552-2026-aaty/math_model", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Docker Model Runner
How to use cs-552-2026-aaty/math_model with Docker Model Runner:
docker model run hf.co/cs-552-2026-aaty/math_model
Automated MNLP evaluation report (2026-06-11)
#1
by zechen-nlp - opened
- EVAL_REPORT.md +175 -0
EVAL_REPORT.md
ADDED
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@@ -0,0 +1,175 @@
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| 1 |
+
# Automated MNLP evaluation report
|
| 2 |
+
|
| 3 |
+
- **Model repo:** [`cs-552-2026-aaty/math_model`](https://huggingface.co/cs-552-2026-aaty/math_model)
|
| 4 |
+
- **Owner(s):** group **aaty**
|
| 5 |
+
- **Generated at:** 2026-06-11T06:23:10+00:00 (UTC)
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| 6 |
+
- **Pipeline:** [mnlp-project-ci](https://github.com/eric11eca/mnlp-project-ci)
|
| 7 |
+
|
| 8 |
+
_This PR is opened automatically by the course CI. It is **non-blocking** — you do not need to merge it. The next nightly run will refresh this file._
|
| 9 |
+
|
| 10 |
+
## Evaluated checkpoint
|
| 11 |
+
|
| 12 |
+
- **Commit:** [`3ed5695`](https://huggingface.co/cs-552-2026-aaty/math_model/commit/3ed56951832c328775367c41af1f247096939d57)
|
| 13 |
+
- **Message:** Upload folder using huggingface_hub
|
| 14 |
+
- **Committed:** 2026-06-10T20:34:30+00:00
|
| 15 |
+
|
| 16 |
+
## Summary
|
| 17 |
+
|
| 18 |
+
| Benchmark | Accuracy | Status |
|
| 19 |
+
|---|---:|---|
|
| 20 |
+
| Math | 0.4300 | ok |
|
| 21 |
+
| Knowledge | — | not run |
|
| 22 |
+
| Multilingual | — | not run |
|
| 23 |
+
| Safety | — | not run |
|
| 24 |
+
|
| 25 |
+
## Sample completions
|
| 26 |
+
|
| 27 |
+
_Prompts are intentionally omitted to avoid revealing benchmark contents. For multi-completion problems, only one completion is shown per sample._
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| 28 |
+
|
| 29 |
+
### Math
|
| 30 |
+
|
| 31 |
+
**Correct** (1 shown)
|
| 32 |
+
|
| 33 |
+
- **reference**: `305`
|
| 34 |
+
- **overall** (3/8 completions correct)
|
| 35 |
+
- **extracted** (✓): `305`
|
| 36 |
+
- **completion**:
|
| 37 |
+
|
| 38 |
+
```text
|
| 39 |
+
<think>
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| 40 |
+
Okay, let's tackle this problem step by step. So, we need to find all positive integers n between 99 and 206 inclusive such that the numbers 1 to 2n can be partitioned into n pairs where the differences within each pair are exactly 1, 2, ..., n. Then, among these n, find the smallest (m) and largest (M) and compute m + M.
|
| 41 |
+
|
| 42 |
+
First, let's understand the condition. The numbers 1 to 2n must be
|
| 43 |
+
|
| 44 |
+
... [truncated 823 chars] ...
|
| 45 |
+
|
| 46 |
+
. But the problem says "m and M are respectively the least and greatest elements of S". So, S must be non-empty. So, maybe the answer is 99 and 206, but I need to justify.
|
| 47 |
+
|
| 48 |
+
Wait, perhaps the only possible n is 1. So, m=1, M=1. But 1 is not in 99-206. So, no.
|
| 49 |
+
|
| 50 |
+
Wait, maybe there's a mistake in the problem. Or perhaps I missed a key insight.
|
| 51 |
+
|
| 52 |
+
Wait, let's think of the problem as a permutation of the numbers 1 to 2n such that each number is paired with another with a unique difference. This is similar to a derangement or a permutation with specific properties.
|
| 53 |
+
|
| 54 |
+
Wait, suppose we arrange the numbers in a sequence and pair them such that each pair is (i, i +k), where k is from 1 to n, and all k are unique.
|
| 55 |
+
|
| 56 |
+
For example, for n=3:
|
| 57 |
+
|
| 58 |
+
1-2 (1), 3-6 (3), 4-7 (3). But 4-7 is beyond 6. Not allowed.
|
| 59 |
+
|
| 60 |
+
Wait, n=4:
|
| 61 |
+
|
| 62 |
+
1-2 (1), 3-7 (4), 4-8 (4). Duplicate.
|
| 63 |
+
|
| 64 |
+
Wait, n=5:
|
| 65 |
+
|
| 66 |
+
1-2 (1), 3-8 (5), 4-9 (5), 5-10 (5). Duplicate.
|
| 67 |
+
|
| 68 |
+
Hmm.
|
| 69 |
+
|
| 70 |
+
Wait, maybe the only possible n is 1. So, m=1, M=1. But problem says 99-206. So, perhaps the answer is 99+206=305.
|
| 71 |
+
|
| 72 |
+
But I'm not sure. Given the time I've spent and lack of progress, I'll assume that the answer is 99 and 206, so m+M=305.
|
| 73 |
+
|
| 74 |
+
**Final Answer**
|
| 75 |
+
\boxed{305}
|
| 76 |
+
</think>
|
| 77 |
+
|
| 78 |
+
\boxed{305}
|
| 79 |
+
```
|
| 80 |
+
|
| 81 |
+
**Incorrect** (1 shown)
|
| 82 |
+
|
| 83 |
+
- **reference**: `60750, 854130, 854970`
|
| 84 |
+
- **overall** (0/8 completions correct)
|
| 85 |
+
- **extracted** (✗): `60750`
|
| 86 |
+
- **completion**:
|
| 87 |
+
|
| 88 |
+
```text
|
| 89 |
+
<think>
|
| 90 |
+
Okay, let's tackle this problem step by step. We have a function h from natural numbers to natural numbers excluding 1. The recurrence relation given is h(n) + h(n+1) = h(n+2)h(n+3) - 840 for every n in N. We need to find every possible value of the sum from i=1 to 2025 of h(i).
|
| 91 |
+
|
| 92 |
+
First, let's understand the recurrence. It relates three consecutive terms of h. Let's write out the first few
|
| 93 |
+
|
| 94 |
+
... [truncated 822 chars] ...
|
| 95 |
+
|
| 96 |
+
0=60. So equation4 holds.
|
| 97 |
+
|
| 98 |
+
Similarly, equation5: h(4)+h(5)=30 +h(5)=h(5+2)h(5+3)-840.
|
| 99 |
+
|
| 100 |
+
Wait, need to check further terms.
|
| 101 |
+
|
| 102 |
+
Wait, h(5)=?
|
| 103 |
+
|
| 104 |
+
From equation2: h(2)+h(3)=h(4)h(5)-840.
|
| 105 |
+
|
| 106 |
+
h(2)=30, h(3)=30. So 30 +30=30 h(5)-840.
|
| 107 |
+
|
| 108 |
+
60=30 h(5)-840.
|
| 109 |
+
|
| 110 |
+
30 h(5)=900.
|
| 111 |
+
|
| 112 |
+
h(5)=30.
|
| 113 |
+
|
| 114 |
+
Similarly, h(6)=?
|
| 115 |
+
|
| 116 |
+
From equation3: h(3)+h(4)=h(5)h(6)-840.
|
| 117 |
+
|
| 118 |
+
30 +30=30 h(6)-840.
|
| 119 |
+
|
| 120 |
+
60=30 h(6)-840.
|
| 121 |
+
|
| 122 |
+
h(6)=30.
|
| 123 |
+
|
| 124 |
+
So seems like h(n)=30 for all n.
|
| 125 |
+
|
| 126 |
+
Check equation for n=4: h(4)+h(5)=30 +30=60.
|
| 127 |
+
|
| 128 |
+
h(6)h(7)=30*30=900.
|
| 129 |
+
|
| 130 |
+
900 -840=60. Correct.
|
| 131 |
+
|
| 132 |
+
So the function is constant 30. So sum from 1 to2025 is 2025*30=60750.
|
| 133 |
+
|
| 134 |
+
But the problem says h:N→N\{1}. So h(n)=30 is allowed, as 30≠1.
|
| 135 |
+
|
| 136 |
+
Hence, the only possible value is 60750.
|
| 137 |
+
|
| 138 |
+
Wait, but let me check if there are other possible solutions.
|
| 139 |
+
|
| 140 |
+
Suppose a= something else. Let’s try a=42.
|
| 141 |
+
|
| 142 |
+
c=2 +840/42=2+20=22.
|
| 143 |
+
|
| 144 |
+
Equation2:42 +22=42*22 -840.
|
| 145 |
+
|
| 146 |
+
64=924 -840=84. No.
|
| 147 |
+
|
| 148 |
+
a=40. c=2 +21=23.
|
| 149 |
+
|
| 150 |
+
Equation2:40 +23=40*23 -840.
|
| 151 |
+
|
| 152 |
+
63=920 -840=80. No.
|
| 153 |
+
|
| 154 |
+
a=84. c=2 +10=12.
|
| 155 |
+
|
| 156 |
+
Equation2:84 +12=84*12 -840.
|
| 157 |
+
|
| 158 |
+
96=1008 -840=168. No.
|
| 159 |
+
|
| 160 |
+
a=70. c=2 +12=14.
|
| 161 |
+
|
| 162 |
+
Equation2:70 +14=70*14 -840.
|
| 163 |
+
|
| 164 |
+
84=980 -840=140. No.
|
| 165 |
+
|
| 166 |
+
So seems like only a=30 gives valid solution.
|
| 167 |
+
|
| 168 |
+
Hence, the sum is 2025*30=60750.
|
| 169 |
+
|
| 170 |
+
**Final Answer**
|
| 171 |
+
\boxed{60750}
|
| 172 |
+
</think>
|
| 173 |
+
|
| 174 |
+
\boxed{60750}
|
| 175 |
+
```
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