Instructions to use bigcode/starcoder with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use bigcode/starcoder with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="bigcode/starcoder")# Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("bigcode/starcoder") model = AutoModelForCausalLM.from_pretrained("bigcode/starcoder") - Notebooks
- Google Colab
- Kaggle
- Local Apps
- vLLM
How to use bigcode/starcoder with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "bigcode/starcoder" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "bigcode/starcoder", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker
docker model run hf.co/bigcode/starcoder
- SGLang
How to use bigcode/starcoder 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 "bigcode/starcoder" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "bigcode/starcoder", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'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 "bigcode/starcoder" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "bigcode/starcoder", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }' - Docker Model Runner
How to use bigcode/starcoder with Docker Model Runner:
docker model run hf.co/bigcode/starcoder
"fix bugpackage" when i use starcode generate code find a bug
choies is [{'text': 'futureList.add(completableFuture);\n }\n }\n CompletableFuture allFuture = CompletableFuture.allOf(futureList.toArray(new CompletableFuture[futureList.size()]));\n allFuture.get(pullWatcherMaxTime, TimeUnit.SECONDS);\n logger.error("pull agg metrics success cost time :{}", System.currentTimeMillis() - startTime);\n log.error("pull agg metrics success cost time :{}", System.currentTimeMillis() - startTime);\n } catch (Exception e) {\n log.error("error ", e);\n logger.error("erro ", e);\n }\n }
/here this offset before is genrate Code is right bug the next is a bug maybe**********/
fix bugpackage com.qihoo.qsql.org.apache.calcite.sql.parser;\n\nimport com.qihoo.qsql.org.apache.calcite.sql.parser.SqlParser.SqlParserResult;\nimport com.qihoo.qsql.org.apache.calcite.sql.parser.SqlParser.SqlParserResult.SqlParserResultBuilder;\nimport com.qihoo.qsql.org.apache.calcite.sql.parser.SqlParser.SqlParserResult.SqlParserResultBuilder.SqlParserResultBuilderBuilder;\nimport com.qihoo.qsql.org.apache.calcite.sql.parser.SqlParser.SqlParserResult.SqlParserResultBuilder.SqlParserResultBuilderBuilder.SqlParserResultBuilderBuilderBuilder;\nimport com.qihoo.qsql.org.apache.calcite.sql.parser.SqlParser.SqlParserResult.SqlParserResultBuilder.SqlParserResultBuilderBuilderBuilder.SqlParserResultBuilderBuilderBuilder.SqlParserResultBuilderBuilderBuilderBuilder;\nimport com.qihoo.qsql.org.apache.calcite.sql.parser.SqlParser.SqlParserResult.SqlParserResultBuilder.SqlParserResultBuilderBuilderBuilder.SqlParserResultBuilderBuilderBuilderBuilder.SqlParserResultBuilderBuilderBuilderBuilderBuilder;\nimport 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'index': 0, 'finish_reason': '', 'logprobs': {'token_logprobs': '', 'top_logprobs': '', 'tokens': '', 'text_offset': 0}}]