| { | |
| "bomFormat": "CycloneDX", | |
| "specVersion": "1.6", | |
| "serialNumber": "urn:uuid:19c1f27e-d53a-45dc-94ba-a0f9fb30f79a", | |
| "version": 1, | |
| "metadata": { | |
| "timestamp": "2025-07-10T08:49:17.278628+00:00", | |
| "component": { | |
| "type": "machine-learning-model", | |
| "bom-ref": "bigcode/starcoder2-15b-instruct-v0.1-e7aea605-679e-5203-beb5-6bb2732ebe54", | |
| "name": "bigcode/starcoder2-15b-instruct-v0.1", | |
| "externalReferences": [ | |
| { | |
| "url": "https://huggingface.co/bigcode/starcoder2-15b-instruct-v0.1", | |
| "type": "documentation" | |
| } | |
| ], | |
| "modelCard": { | |
| "modelParameters": { | |
| "task": "text-generation", | |
| "architectureFamily": "starcoder2", | |
| "modelArchitecture": "Starcoder2ForCausalLM", | |
| "datasets": [ | |
| { | |
| "ref": "bigcode/self-oss-instruct-sc2-exec-filter-50k-87afcdf4-328e-5009-ba04-8150239e25f2" | |
| } | |
| ] | |
| }, | |
| "properties": [ | |
| { | |
| "name": "library_name", | |
| "value": "transformers" | |
| }, | |
| { | |
| "name": "base_model", | |
| "value": "bigcode/starcoder2-15b" | |
| } | |
| ], | |
| "quantitativeAnalysis": { | |
| "performanceMetrics": [ | |
| { | |
| "slice": "dataset: livecodebench-codegeneration", | |
| "type": "pass@1", | |
| "value": 20.4 | |
| }, | |
| { | |
| "slice": "dataset: livecodebench-selfrepair", | |
| "type": "pass@1", | |
| "value": 20.9 | |
| }, | |
| { | |
| "slice": "dataset: livecodebench-testoutputprediction", | |
| "type": "pass@1", | |
| "value": 29.8 | |
| }, | |
| { | |
| "slice": "dataset: livecodebench-codeexecution", | |
| "type": "pass@1", | |
| "value": 28.1 | |
| }, | |
| { | |
| "slice": "dataset: humaneval", | |
| "type": "pass@1", | |
| "value": 72.6 | |
| }, | |
| { | |
| "slice": "dataset: humanevalplus", | |
| "type": "pass@1", | |
| "value": 63.4 | |
| }, | |
| { | |
| "slice": "dataset: mbpp", | |
| "type": "pass@1", | |
| "value": 75.2 | |
| }, | |
| { | |
| "slice": "dataset: mbppplus", | |
| "type": "pass@1", | |
| "value": 61.2 | |
| }, | |
| { | |
| "slice": "dataset: ds-1000", | |
| "type": "pass@1", | |
| "value": 40.6 | |
| } | |
| ] | |
| } | |
| }, | |
| "authors": [ | |
| { | |
| "name": "bigcode" | |
| } | |
| ], | |
| "licenses": [ | |
| { | |
| "license": { | |
| "name": "bigcode-openrail-m" | |
| } | |
| } | |
| ], | |
| "description": "We introduce StarCoder2-15B-Instruct-v0.1, the very first entirely self-aligned code Large Language Model (LLM) trained with a fully permissive and transparent pipeline. Our open-source pipeline uses StarCoder2-15B to generate thousands of instruction-response pairs, which are then used to fine-tune StarCoder-15B itself without any human annotations or distilled data from huge and proprietary LLMs.- **Model:** [bigcode/starcoder2-15b-instruct-v0.1](https://huggingface.co/bigcode/starcoder2-instruct-15b-v0.1)- **Code:** [bigcode-project/starcoder2-self-align](https://github.com/bigcode-project/starcoder2-self-align)- **Dataset:** [bigcode/self-oss-instruct-sc2-exec-filter-50k](https://huggingface.co/datasets/bigcode/self-oss-instruct-sc2-exec-filter-50k/)- **Authors:**[Yuxiang Wei](https://yuxiang.cs.illinois.edu),[Federico Cassano](https://federico.codes/),[Jiawei Liu](https://jw-liu.xyz),[Yifeng Ding](https://yifeng-ding.com),[Naman Jain](https://naman-ntc.github.io),[Harm de Vries](https://www.harmdevries.com),[Leandro von Werra](https://twitter.com/lvwerra),[Arjun Guha](https://www.khoury.northeastern.edu/home/arjunguha/main/home/),[Lingming Zhang](https://lingming.cs.illinois.edu).", | |
| "tags": [ | |
| "transformers", | |
| "safetensors", | |
| "starcoder2", | |
| "text-generation", | |
| "code", | |
| "conversational", | |
| "dataset:bigcode/self-oss-instruct-sc2-exec-filter-50k", | |
| "arxiv:2410.24198", | |
| "base_model:bigcode/starcoder2-15b", | |
| "base_model:finetune:bigcode/starcoder2-15b", | |
| "license:bigcode-openrail-m", | |
| "model-index", | |
| "autotrain_compatible", | |
| "text-generation-inference", | |
| "endpoints_compatible", | |
| "region:us" | |
| ] | |
| } | |
| }, | |
| "components": [ | |
| { | |
| "type": "data", | |
| "bom-ref": "bigcode/self-oss-instruct-sc2-exec-filter-50k-87afcdf4-328e-5009-ba04-8150239e25f2", | |
| "name": "bigcode/self-oss-instruct-sc2-exec-filter-50k", | |
| "data": [ | |
| { | |
| "type": "dataset", | |
| "bom-ref": "bigcode/self-oss-instruct-sc2-exec-filter-50k-87afcdf4-328e-5009-ba04-8150239e25f2", | |
| "name": "bigcode/self-oss-instruct-sc2-exec-filter-50k", | |
| "contents": { | |
| "url": "https://huggingface.co/datasets/bigcode/self-oss-instruct-sc2-exec-filter-50k", | |
| "properties": [ | |
| { | |
| "name": "pretty_name", | |
| "value": "StarCoder2-15b Self-Alignment Dataset (50K)" | |
| }, | |
| { | |
| "name": "configs", | |
| "value": "Name of the dataset subset: default {\"split\": \"train\", \"path\": \"data/train-*\"}" | |
| }, | |
| { | |
| "name": "license", | |
| "value": "odc-by" | |
| } | |
| ] | |
| }, | |
| "governance": { | |
| "owners": [ | |
| { | |
| "organization": { | |
| "name": "bigcode", | |
| "url": "https://huggingface.co/bigcode" | |
| } | |
| } | |
| ] | |
| }, | |
| "description": "Final self-alignment training dataset for StarCoder2-Instruct. \n\nseed: Contains the seed Python function\nconcepts: Contains the concepts generated from the seed\ninstruction: Contains the instruction generated from the concepts\nresponse: Contains the execution-validated response to the instruction\n\nThis dataset utilizes seed Python functions derived from the MultiPL-T pipeline.\n" | |
| } | |
| ] | |
| } | |
| ] | |
| } |