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[ { "role": "system", "content": "You are opencode, an interactive CLI tool that helps users with software engineering tasks. Use the instructions below and the tools available to you to assist the user.\n\nIMPORTANT: You must NEVER generate or guess URLs for the user unless you are confident that the URLs ar...
[ { "type": "function", "function": { "name": "bash", "description": "Executes a given bash command in a persistent shell session with optional timeout, ensuring proper handling and security measures.\n\nBe aware: OS: linux, Shell: bash\n\nAll commands run in the current working directory by defau...
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[ { "role": "system", "content": "You are opencode, an interactive CLI tool that helps users with software engineering tasks. Use the instructions below and the tools available to you to assist the user.\n\nIMPORTANT: You must NEVER generate or guess URLs for the user unless you are confident that the URLs ar...
[ { "type": "function", "function": { "name": "bash", "description": "Executes a given bash command in a persistent shell session with optional timeout, ensuring proper handling and security measures.\n\nBe aware: OS: linux, Shell: bash\n\nAll commands run in the current working directory by defau...
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[ { "role": "system", "content": "You are opencode, an interactive CLI tool that helps users with software engineering tasks. Use the instructions below and the tools available to you to assist the user.\n\nIMPORTANT: You must NEVER generate or guess URLs for the user unless you are confident that the URLs ar...
[ { "type": "function", "function": { "name": "bash", "description": "Executes a given bash command in a persistent shell session with optional timeout, ensuring proper handling and security measures.\n\nBe aware: OS: linux, Shell: bash\n\nAll commands run in the current working directory by defau...
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[ { "role": "system", "content": "You are opencode, an interactive CLI tool that helps users with software engineering tasks. Use the instructions below and the tools available to you to assist the user.\n\nIMPORTANT: You must NEVER generate or guess URLs for the user unless you are confident that the URLs ar...
[ { "type": "function", "function": { "name": "bash", "description": "Executes a given bash command in a persistent shell session with optional timeout, ensuring proper handling and security measures.\n\nBe aware: OS: linux, Shell: bash\n\nAll commands run in the current working directory by defau...
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[ { "role": "system", "content": "You are opencode, an interactive CLI tool that helps users with software engineering tasks. Use the instructions below and the tools available to you to assist the user.\n\nIMPORTANT: You must NEVER generate or guess URLs for the user unless you are confident that the URLs ar...
[ { "type": "function", "function": { "name": "bash", "description": "Executes a given bash command in a persistent shell session with optional timeout, ensuring proper handling and security measures.\n\nBe aware: OS: linux, Shell: bash\n\nAll commands run in the current working directory by defau...
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[{"role":"system","content":"You are opencode, an interactive CLI tool that helps users with softwar(...TRUNCATED)
[{"type":"function","function":{"name":"bash","description":"Executes a given bash command in a pers(...TRUNCATED)
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[{"role":"system","content":"You are opencode, an interactive CLI tool that helps users with softwar(...TRUNCATED)
[{"type":"function","function":{"name":"bash","description":"Executes a given bash command in a pers(...TRUNCATED)
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[{"role":"system","content":"You are opencode, an interactive CLI tool that helps users with softwar(...TRUNCATED)
[{"type":"function","function":{"name":"bash","description":"Executes a given bash command in a pers(...TRUNCATED)
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[{"role":"system","content":"You are opencode, an interactive CLI tool that helps users with softwar(...TRUNCATED)
[{"type":"function","function":{"name":"bash","description":"Executes a given bash command in a pers(...TRUNCATED)
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[{"role":"system","content":"You are opencode, an interactive CLI tool that helps users with softwar(...TRUNCATED)
[{"type":"function","function":{"name":"bash","description":"Executes a given bash command in a pers(...TRUNCATED)
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SmolDataEnvs OpenCode traces

Conversations of Qwen3.5-397B-A17B working as an OpenCode agent through SmolDataEnvs data-analysis tasks, one row per task it solved, ready for TRL's SFTTrainer.

from datasets import load_dataset

dataset = load_dataset("sergiopaniego/smoldataenvs-opencode-traces", "full", split="train")
Config Rows Used by
500 497 (473 trained on) Qwen3.5-2B-SmolDataEnvs-SFT-500
1k 1,000, the 497 plus 503 sampled (963 trained on) Qwen3.5-2B-SmolDataEnvs-SFT-1k
full 2,307, every solved clean training task (2,238 trained on) Qwen3.5-2B-SmolDataEnvs-SFT-full

Columns

  • messages: the agent's last request to the model (system prompt, task, every assistant turn with its tool calls, every tool output) plus the final reply. Tool-call arguments are dicts.
  • tools: the tools OpenCode offered, in OpenAI format.
  • task_name, n_turns: the SmolDataEnvs task and the number of model calls the rollout took.

messages and tools are typed Json, so each tool call keeps only its own arguments.

How it was made

OpenEnv's Harbor integration ran OpenCode on each training task in a Hugging Face Sandbox, with the teacher served by Inference Providers, and recorded every model call. The task's verifier graded the answer, and only rollouts scored 1 became rows. The teacher solved 2,307 of the 2,879 clean training tasks (80%), in a median of 6 turns. "Trained on" counts the rows that fit in 16k tokens: sft.py drops longer ones rather than truncating their final answer. The teacher's reasoning is not in the rows.

Only training tasks whose Kaggle dataset backs no task of the SmolDataEnvs eval split were used: 2,121 of the 5,000 training tasks share a dataset with eval, and a model trained on them has already seen the eval tasks' files. The scripts are in TRL's examples/sft_agent_traces, and every raw rollout is in sergiopaniego/smoldataenvs-opencode-rollouts.

License

MIT, as SmolDataEnvs. The conversations were generated by Qwen3.5-397B-A17B (Apache-2.0).

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