atlas-institute/qwen14b-code-trainer-v9_mixed
Text Generation • Updated • 278
Datasets:
messages listlengths 2 244 | slice stringclasses 4
values | source stringclasses 4
values | category stringclasses 418
values | has_tools bool 2
classes | n_turns int64 2 244 |
|---|---|---|---|---|---|
[
{
"role": "system",
"content": "You are a helpful assistant with access to the following functions. Use them if required\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>\n{\"type\": \"functi... | tool_calling | glaiveai/glaive-function-calling-v2 | function_calling | true | 7 |
[
{
"role": "system",
"content": "You are a helpful assistant with access to the following functions. Use them if required\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>\n{\"type\": \"functi... | tool_calling | glaiveai/glaive-function-calling-v2 | function_calling | true | 8 |
[
{
"role": "system",
"content": "You are a code transcription assistant. When given a screenshot of code in a VS Code editor, you reproduce the exact source code shown, preserving all formatting, indentation, and syntax."
},
{
"role": "user",
"content": "What is the exact code shown in this VS Co... | code_gen | cmndcntrlcyber/code-trainer-offsec-dataset | java | false | 3 |
[
{
"role": "system",
"content": "Follow the user's instructions precisely. Use only the supplied fictional tools. Independent calls that can safely run together must be emitted in one assistant turn. Never invent tool results or perform unrequested changes."
},
{
"role": "user",
"content": "Retri... | agentic | greghavens/fable-5-coding-and-debugging-traces | multi-turn-state | true | 8 |
[
{
"role": "user",
"content": "How can I extract the year from a given URL using a regular expression?"
},
{
"role": "assistant",
"content": "You can use the re.findall() function from the re module to extract the year from a URL. Here's an example code snippet:\n\nimport re\n\nurl = \"https://ex... | instruction | teknium/OpenHermes-2.5 | general | false | 2 |
[
{
"role": "system",
"content": "You are a helpful assistant with access to the following functions. Use them if required\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>\n{\"type\": \"functi... | tool_calling | glaiveai/glaive-function-calling-v2 | function_calling | true | 9 |
[
{
"role": "system",
"content": "You are an autonomous coding agent running on the user's machine.\n\nYou work in the current directory of a real repository. Use your tools to read, search, create, and edit files and to run shell commands (tests, builds, type-checkers). Some tools are deferred: only their na... | agentic | greghavens/fable-5-coding-and-debugging-traces | debug-mutable-default | true | 10 |
[
{
"role": "system",
"content": "You are a helpful assistant with access to the following functions. Use them if required\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>\n{\"type\": \"functi... | tool_calling | glaiveai/glaive-function-calling-v2 | function_calling | true | 5 |
[
{
"role": "system",
"content": "You are a code transcription assistant. When given a screenshot of code in a VS Code editor, you reproduce the exact source code shown, preserving all formatting, indentation, and syntax."
},
{
"role": "user",
"content": "Extract and reproduce the code visible in ... | code_gen | cmndcntrlcyber/code-trainer-offsec-dataset | rust | false | 3 |
[
{
"role": "system",
"content": "You are a helpful assistant with access to the following functions. Use them if required\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>\n{\"type\": \"functi... | tool_calling | glaiveai/glaive-function-calling-v2 | function_calling | true | 11 |
[
{
"role": "system",
"content": "You are a helpful assistant with access to the following functions. Use them if required\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>\n{\"type\": \"functi... | tool_calling | glaiveai/glaive-function-calling-v2 | function_calling | true | 9 |
[
{
"role": "system",
"content": "You are a helpful assistant with access to the following functions. Use them if required\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>\n{\"type\": \"functi... | tool_calling | glaiveai/glaive-function-calling-v2 | function_calling | true | 5 |
[
{
"role": "system",
"content": "You are an autonomous coding agent running on the user's machine.\n\nYou work in the current directory of a real repository. Use your tools to read, search, create, and edit files and to run shell commands (tests, builds, type-checkers). Some tools are deferred: only their na... | agentic | greghavens/fable-5-coding-and-debugging-traces | debug | true | 10 |
[
{
"role": "system",
"content": "You are a helpful assistant with access to the following functions. Use them if required\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>\n{\"type\": \"functi... | tool_calling | glaiveai/glaive-function-calling-v2 | function_calling | true | 7 |
[
{
"role": "system",
"content": "You are an autonomous coding agent running on the user's machine.\n\nYou work in the current directory of a real repository. Use your tools to read, search, create, and edit files and to run shell commands (tests, builds, type-checkers). Some tools are deferred: only their na... | agentic | greghavens/fable-5-coding-and-debugging-traces | seed-authoring | true | 55 |
[
{
"role": "system",
"content": "You are a helpful assistant with access to the following functions. Use them if required\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>\n{\"type\": \"functi... | tool_calling | glaiveai/glaive-function-calling-v2 | function_calling | true | 5 |
[
{
"role": "system",
"content": "Follow the user's instructions precisely. Use only the supplied fictional tools. Independent calls that can safely run together must be emitted in one assistant turn. Never invent tool results or perform unrequested changes."
},
{
"role": "user",
"content": "Pleas... | agentic | greghavens/fable-5-coding-and-debugging-traces | missing-parameter | false | 3 |
[
{
"role": "system",
"content": "You are a helpful assistant, who always provide explanation. Think like you are answering to a five year old."
},
{
"role": "user",
"content": "This is some data: Sunday SANSKRIT_WORD Aditya; Sunday COLOR red.\n\nGenerate a detailed description of this data"
},
... | instruction | teknium/OpenHermes-2.5 | general | false | 3 |
[
{
"role": "system",
"content": "You are a code transcription assistant. When given a screenshot of code in a VS Code editor, you reproduce the exact source code shown, preserving all formatting, indentation, and syntax."
},
{
"role": "user",
"content": "What source code is visible in this editor... | code_gen | cmndcntrlcyber/code-trainer-offsec-dataset | csharp | false | 3 |
[
{
"role": "system",
"content": "You are a helpful assistant with access to the following functions. Use them if required\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>\n{\"type\": \"functi... | tool_calling | glaiveai/glaive-function-calling-v2 | function_calling | true | 7 |
[
{
"role": "system",
"content": "Follow the user's instructions precisely. Use only the supplied fictional tools. Independent calls that can safely run together must be emitted in one assistant turn. Never invent tool results or perform unrequested changes."
},
{
"role": "user",
"content": "Searc... | agentic | greghavens/fable-5-coding-and-debugging-traces | relevance-abstention | true | 5 |
[
{
"role": "system",
"content": "You are an AI assistant. User will you give you a task. Your goal is to complete the task as faithfully as you can. While performing the task think step-by-step and justify your steps."
},
{
"role": "user",
"content": "Here is a dialogue:\nDelia: Hey Sandra, thank... | instruction | teknium/OpenHermes-2.5 | general | false | 3 |
[
{
"role": "system",
"content": "You are a helpful assistant with access to the following functions. Use them if required\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>\n{\"type\": \"functi... | tool_calling | glaiveai/glaive-function-calling-v2 | function_calling | true | 11 |
[
{
"role": "system",
"content": "You are a helpful assistant with access to the following functions. Use them if required\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>\n{\"type\": \"functi... | tool_calling | glaiveai/glaive-function-calling-v2 | function_calling | true | 5 |
[
{
"role": "system",
"content": "You are a helpful assistant with access to the following functions. Use them if required\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>\n{\"type\": \"functi... | tool_calling | glaiveai/glaive-function-calling-v2 | function_calling | true | 11 |
End of preview. Expand in Data Studio
code-trainer-v9-mixed
40,401-row mixed training dataset for supervised fine-tuning (SFT) in the Code-Trainer / RTPI pipeline. Used for both Qwen 14B (V9 SFT) and Gemma 26B (aggressive-full1 SFT) training.
Composition
| Slice | Source | Rows (train) | Purpose |
|---|---|---|---|
| A -- Code generation | cmndcntrlcyber/code-trainer-offsec-dataset (8K subsample) |
7,074 | Preserve code-gen quality |
| B -- Tool calling | glaiveai/glaive-function-calling-v2 (19K cap) |
~15,125 | High-density tool calling |
| B+ -- Multi-tool synthetic | Synthetic from Slice B pairs (~2K) | ~2,000 | Multi-call per turn |
| C -- Agentic multi-turn | greghavens/fable-5-coding-and-debugging-traces (10K cap) |
8,994 | Multi-step agent behaviour |
| D -- English instruction | teknium/OpenHermes-2.5 (8K cap) |
7,208 | Language anchor |
- Tool coverage: 25,964 / 40,401 train rows (64.3%) contain tool definitions
- Format: Unified ChatML, tool calls formatted via
apply_chat_template(tools=...) - Split: 90/10 train/validation (seed 42)
Schema
Each row has a messages list in ChatML format, plus metadata columns:
slice: which data slice (A, B, B+, C, D)source: original dataset namecategory: content categoryhas_tools: whether the row contains tool definitionsn_turns: number of conversation turns
How to use
from datasets import load_dataset
ds = load_dataset("cmndcntrlcyber/code-trainer-v9-mixed")
print(f"Train: {len(ds['train'])}, Val: {len(ds['validation'])}")
print(ds["train"][0]["messages"][:2])
Reproducibility
python -m src.phase2_preprocessing.scripts.build_v9_mixed_dataset --config src/config/config.yaml
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