Instructions to use maternion/ling3-tiny-coder-ckpts with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Notebooks
Google Colab
Kaggle
Local Apps Settings

How to use maternion/ling3-tiny-coder-ckpts with llama.cpp:

Install (macOS, Linux)

curl -LsSf https://llama.app/install.sh | sh
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf maternion/ling3-tiny-coder-ckpts:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf maternion/ling3-tiny-coder-ckpts:Q4_K_M

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf maternion/ling3-tiny-coder-ckpts:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf maternion/ling3-tiny-coder-ckpts:Q4_K_M

Use pre-built binary

# Download pre-built binary from:
# https://github.com/ggerganov/llama.cpp/releases
# Start a local OpenAI-compatible server with a web UI:
./llama-server -hf maternion/ling3-tiny-coder-ckpts:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf maternion/ling3-tiny-coder-ckpts:Q4_K_M

Build from source code

git clone https://github.com/ggerganov/llama.cpp.git
cd llama.cpp
cmake -B build
cmake --build build -j --target llama-server llama-cli
# Start a local OpenAI-compatible server with a web UI:
./build/bin/llama-server -hf maternion/ling3-tiny-coder-ckpts:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf maternion/ling3-tiny-coder-ckpts:Q4_K_M

Use Docker

docker model run hf.co/maternion/ling3-tiny-coder-ckpts:Q4_K_M

LM Studio
Jan
Ollama
How to use maternion/ling3-tiny-coder-ckpts with Ollama:
```
ollama run hf.co/maternion/ling3-tiny-coder-ckpts:Q4_K_M
```
Unsloth Desktop

How to use maternion/ling3-tiny-coder-ckpts with Pi:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf maternion/ling3-tiny-coder-ckpts:Q4_K_M

Configure the model in Pi

# Install Pi:
npm install -g @earendil-works/pi-coding-agent
# Add to ~/.pi/agent/models.json:
{
  "providers": {
    "llama-cpp": {
      "baseUrl": "http://localhost:8080/v1",
      "api": "openai-completions",
      "apiKey": "none",
      "models": [
        {
          "id": "maternion/ling3-tiny-coder-ckpts:Q4_K_M"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Docker Model Runner
How to use maternion/ling3-tiny-coder-ckpts with Docker Model Runner:
```
docker model run hf.co/maternion/ling3-tiny-coder-ckpts:Q4_K_M
```

Lemonade

How to use maternion/ling3-tiny-coder-ckpts with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull maternion/ling3-tiny-coder-ckpts:Q4_K_M

Run and chat with the model

lemonade run user.ling3-tiny-coder-ckpts-Q4_K_M

List all available models

lemonade list

Hermes Agent

How to use maternion/ling3-tiny-coder-ckpts with Hermes Agent:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf maternion/ling3-tiny-coder-ckpts:Q4_K_M

Configure Hermes

# Install Hermes:
curl -fsSL https://hermes-agent.nousresearch.com/install.sh | bash
hermes setup
# Point Hermes at the local server:
hermes config set model.provider custom
hermes config set model.base_url http://127.0.0.1:8080/v1
hermes config set model.default maternion/ling3-tiny-coder-ckpts:Q4_K_M

Run Hermes

hermes

Atomic Chat

OpenClaw

How to use maternion/ling3-tiny-coder-ckpts with OpenClaw:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf maternion/ling3-tiny-coder-ckpts:Q4_K_M

Configure OpenClaw

# Install OpenClaw:
npm install -g openclaw@latest
# Register the local server and set it as the default model:
openclaw onboard --non-interactive --mode local \
  --auth-choice custom-api-key \
  --custom-base-url http://127.0.0.1:8080/v1 \
  --custom-model-id "maternion/ling3-tiny-coder-ckpts:Q4_K_M" \
  --custom-provider-id llama-cpp \
  --custom-compatibility openai \
  --custom-text-input \
  --accept-risk \
  --skip-health

Run OpenClaw

openclaw agent --local --agent main --message "Hello from Hugging Face"

maternion commited on Sep 2

Commit

aaf376b

verified ·

1 Parent(s): 8ab6268

Upload evals/sft-14000/ojbench_results.json with huggingface_hub

Browse files

Files changed (1) hide show

evals/sft-14000/ojbench_results.json +2095 -0

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	@@ -0,0 +1,2095 @@

+{
+  "model": "/kaggle/working/ling3-tiny-coder-sft-14000-Q8_0.gguf",
+  "pass_at_1": 0.0,
+  "avg_partial": 0.0,
+  "results": {
+    "swerc2022_E": {
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+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "swerc2023_A": {
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+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "medium",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "swerc2022_B": {
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+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "easy",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "swerc2022_K": {
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+      "difficulty": "medium",
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+      "cases": []
+    },
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+      "difficulty": "hard",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "swerc2024_B": {
+      "pass": 0,
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+      "difficulty": "medium",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "nwerc2024_L": {
+      "pass": 0,
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+      "difficulty": "easy",
+      "dataset": "icpc",
+      "cases": []
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+    "swerc2023_J": {
+      "pass": 0,
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+      "partial": 0.0,
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+      "difficulty": "easy",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "swerc2024_H": {
+      "pass": 0,
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+      "difficulty": "easy",
+      "dataset": "icpc",
+      "cases": []
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+    "swerc2023_D": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "nwerc2023_D": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "easy",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "swerc2023_C": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "nwerc2023_L": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "medium",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "swerc2024_A": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "swerc2022_J": {
+      "pass": 0,
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+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "medium",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "swerc2023_I": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "easy",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "nwerc2022_E": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "medium",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "nwerc2024_J": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "easy",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "swerc2024_G": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "easy",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "swerc2022_C": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "medium",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "swerc2022_I": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "nwerc2024_I": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "nwerc2023_J": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "medium",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "swerc2023_B": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "medium",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "nwerc2022_D": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "medium",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "nwerc2023_G": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "nwerc2022_L": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "swerc2023_H": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "swerc2024_I": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "medium",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "nwerc2022_C": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "medium",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "nwerc2023_E": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "nwerc2022_K": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "swerc2024_L": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "swerc2024_F": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "nwerc2023_C": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "swerc2023_G": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "swerc2024_E": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "swerc2023_M": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "nwerc2024_A": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: 1 argument, 2 provided\n<built-in>: note: candidate: \u2018void* operator new(long unsigned int, std::align_val_t)\u2019\n<built-in>: note:   no known conversion for argument 2 from \u2018void*\u2019 to \u2018std::align_val_t\u2019\n",
+      "difficulty": "easy",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "swerc2022_H": {
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+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "medium",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "nwerc2024_D": {
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+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "medium",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "nwerc2023_B": {
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+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "icpc",
+      "cases": []
+    },
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+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "icpc",
+      "cases": []
+    },
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+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "easy",
+      "dataset": "icpc",
+      "cases": []
+    },
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+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "easy",
+      "dataset": "icpc",
+      "cases": []
+    },
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+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "icpc",
+      "cases": []
+    },
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+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "icpc",
+      "cases": []
+    },
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+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "icpc",
+      "cases": []
+    },
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+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "easy",
+      "dataset": "icpc",
+      "cases": []
+    },
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+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "medium",
+      "dataset": "icpc",
+      "cases": []
+    },
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+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "easy",
+      "dataset": "icpc",
+      "cases": []
+    },
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+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "icpc",
+      "cases": []
+    },
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+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "icpc",
+      "cases": []
+    },
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+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "easy",
+      "dataset": "icpc",
+      "cases": []
+    },
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+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "medium",
+      "dataset": "icpc",
+      "cases": []
+    },
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+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "easy",
+      "dataset": "icpc",
+      "cases": []
+    },
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+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "icpc",
+      "cases": []
+    },
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+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "medium",
+      "dataset": "icpc",
+      "cases": []
+    },
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+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "medium",
+      "dataset": "icpc",
+      "cases": []
+    },
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+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "medium",
+      "dataset": "icpc",
+      "cases": []
+    },
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+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "medium",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "swerc2023_K": {
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+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "medium",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "nwerc2022_I": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "easy",
+      "dataset": "icpc",
+      "cases": []
+    },
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+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "medium",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "swerc2022_L": {
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+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "icpc",
+      "cases": []
+    },
+    "nwerc2023_I": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "icpc",
+      "cases": []
+    },
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+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "icpc",
+      "cases": []
+    },
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+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "icpc",
+      "cases": []
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+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "medium",
+      "dataset": "icpc",
+      "cases": []
+    },
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+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "medium",
+      "dataset": "icpc",
+      "cases": []
+    },
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+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "medium",
+      "dataset": "icpc",
+      "cases": []
+    },
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+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "icpc",
+      "cases": []
+    },
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+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "medium",
+      "dataset": "icpc",
+      "cases": []
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+    "2423": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "easy",
+      "dataset": "NOI",
+      "cases": []
+    },
+    "2131": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "NOI",
+      "cases": []
+    },
+    "2502": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "medium",
+      "dataset": "NOI",
+      "cases": []
+    },
+    "2611": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "easy",
+      "dataset": "NOI",
+      "cases": []
+    },
+    "2503": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "medium",
+      "dataset": "NOI",
+      "cases": []
+    },
+    "2499": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "medium",
+      "dataset": "NOI",
+      "cases": []
+    },
+    "2665": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "NOI",
+      "cases": []
+    },
+    "2424": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "medium",
+      "dataset": "NOI",
+      "cases": []
+    },
+    "2415": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "medium",
+      "dataset": "NOI",
+      "cases": []
+    },
+    "2420": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "easy",
+      "dataset": "NOI",
+      "cases": []
+    },
+    "2599": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "easy",
+      "dataset": "NOI",
+      "cases": []
+    },
+    "2129": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "medium",
+      "dataset": "NOI",
+      "cases": []
+    },
+    "2445": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "easy",
+      "dataset": "NOI",
+      "cases": []
+    },
+    "2609": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "medium",
+      "dataset": "NOI",
+      "cases": []
+    },
+    "2596": {
+      "pass": 0,
+      "total": 0,
+      "partial": 0.0,
+      "err": null,
+      "difficulty": "easy",
+      "dataset": "NOI",
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+      "difficulty": "hard",
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+      "difficulty": "hard",
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+      "difficulty": "medium",
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+      "cases": []
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+      "difficulty": "easy",
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+      "difficulty": "hard",
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+      "difficulty": "hard",
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+      "difficulty": "hard",
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+      "difficulty": "medium",
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+      "difficulty": "medium",
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+      "cases": []
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+      "difficulty": "medium",
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+      "difficulty": "hard",
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+      "difficulty": "medium",
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+      "cases": []
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+      "difficulty": "hard",
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+      "cases": []
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+      "difficulty": "hard",
+      "dataset": "NOI",
+      "cases": []
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+      "difficulty": "medium",
+      "dataset": "NOI",
+      "cases": []
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+      "difficulty": "hard",
+      "dataset": "NOI",
+      "cases": []
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+      "difficulty": "easy",
+      "dataset": "NOI",
+      "cases": []
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+      "partial": 0.0,
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+      "difficulty": "hard",
+      "dataset": "NOI",
+      "cases": []
+    },
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+      "difficulty": "hard",
+      "dataset": "NOI",
+      "cases": []
+    },
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+      "difficulty": "hard",
+      "dataset": "NOI",
+      "cases": []
+    },
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+      "partial": 0.0,
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+      "difficulty": "hard",
+      "dataset": "NOI",
+      "cases": []
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+      "difficulty": "hard",
+      "dataset": "NOI",
+      "cases": []
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+      "difficulty": "hard",
+      "dataset": "NOI",
+      "cases": []
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+      "difficulty": "hard",
+      "dataset": "NOI",
+      "cases": []
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+      "difficulty": "hard",
+      "dataset": "NOI",
+      "cases": []
+    },
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+      "difficulty": "hard",
+      "dataset": "NOI",
+      "cases": []
+    },
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+      "difficulty": "hard",
+      "dataset": "NOI",
+      "cases": []
+    },
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+      "difficulty": "hard",
+      "dataset": "NOI",
+      "cases": []
+    },
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+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "NOI",
+      "cases": []
+    },
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+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "NOI",
+      "cases": []
+    },
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+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "hard",
+      "dataset": "NOI",
+      "cases": []
+    },
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+      "difficulty": "hard",
+      "dataset": "NOI",
+      "cases": []
+    },
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+      "partial": 0.0,
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+      "difficulty": "hard",
+      "dataset": "NOI",
+      "cases": []
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+      "total": 0,
+      "partial": 0.0,
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+      "difficulty": "hard",
+      "dataset": "NOI",
+      "cases": []
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+      "total": 0,
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+      "difficulty": "hard",
+      "dataset": "NOI",
+      "cases": []
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+      "difficulty": "hard",
+      "dataset": "NOI",
+      "cases": []
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+      "total": 0,
+      "partial": 0.0,
+      "err": "compile_error: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/11/../../../x86_64-linux-gnu/Scrt1.o: in function `_start':\n(.text+0x1b): undefined reference to `main'\ncollect2: error: ld returned 1 exit status\n",
+      "difficulty": "medium",
+      "dataset": "NOI",
+      "cases": []
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+      "difficulty": "hard",
+      "dataset": "NOI",
+      "cases": []
+    },
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+      "difficulty": "hard",
+      "dataset": "NOI",
+      "cases": []
+    },
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+      "total": 0,
+      "partial": 0.0,
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+      "difficulty": "hard",
+      "dataset": "NOI",
+      "cases": []
+    },
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+      "total": 0,
+      "partial": 0.0,
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+      "difficulty": "medium",
+      "dataset": "NOI",
+      "cases": []
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+      "difficulty": "hard",
+      "dataset": "NOI",
+      "cases": []
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+      "total": 0,
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+      "difficulty": "hard",
+      "dataset": "NOI",
+      "cases": []
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+      "difficulty": "hard",
+      "dataset": "NOI",
+      "cases": []
+    }
+  }
+}