Datasets:

mencosk
/

gomodel-go-expert-v3

text stringlengths 612 10.1k	source stringclasses 5 values	strategy stringclasses 32 values	tags listlengths 0 7	complexity stringclasses 3 values	loc int64 0 100	quality_score int64 4 9	category stringclasses 4 values	trajectory_length int64 0 5	tools_used listlengths 0 5
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	tool_agent_planning	[ "tool-calling", "planning", "context", "refactoring" ]	complex	0	5	tool_trajectory	5	[ "search_code", "read_file", "write_file", "go_build", "go_test" ]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	kubernetes	task_explanation	[ "configuration", "explanation" ]	medium	25	5	task_variant	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	tool_single_read	[ "tool-calling", "read-only" ]	simple	0	5	tool_trajectory	1	[ "list_directory" ]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	grpc-go	task_test_generation	[ "error-handling", "context", "http", "interface-implementation", "test_generation" ]	medium	15	5	task_variant	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	dex	task_test_generation	[ "error-handling", "context", "interface-implementation", "test_generation" ]	medium	17	5	task_variant	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	grpc-go	type_definition	[ "concurrency", "configuration" ]	simple	11	6	completion	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	expanded_security	[ "security", "hardened-TLS", "report", "batched" ]	complex	17	5	expanded	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	expanded_http	[ "http", "context-aware-handler", "ledger", "scheduled" ]	simple	22	5	expanded	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	dex	task_bug_identification	[ "error-handling", "logging", "bug_identification" ]	medium	12	5	task_variant	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	tool_no_tool	[ "tool-calling", "go-concepts", "calibrated-tool-use" ]	simple	0	5	tool_trajectory	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	tool_clarification	[ "tool-calling", "clarification", "calibrated-tool-use" ]	simple	0	5	tool_trajectory	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	tool_error_recovery	[ "tool-calling", "error-recovery", "test", "context" ]	complex	0	5	tool_trajectory	4	[ "go_test", "read_file", "write_file", "go_test" ]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	expanded_go125	[ "go125", "slices-sorting", "payment", "archived" ]	simple	29	5	expanded	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	grpc-go	function_completion	[ "error-handling", "logging", "interface-implementation" ]	complex	31	6	completion	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	grpc-go	task_refactoring	[ "refactoring" ]	medium	12	5	task_variant	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	tool_multi_read	[ "tool-calling", "read-only", "authentication" ]	medium	0	5	tool_trajectory	3	[ "list_directory", "read_file", "search_code" ]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	go	task_refactoring	[ "refactoring" ]	complex	50	5	task_variant	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	grpc-go	function_completion	[ "error-handling", "context", "grpc", "logging" ]	medium	18	7	completion	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	expanded_performance	[ "performance", "buffer-reuse", "campaign", "scheduled" ]	medium	21	5	expanded	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	kubernetes	task_optimization	[ "interface", "optimization" ]	simple	10	5	task_variant	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	tool_multi_read	[ "tool-calling", "read-only", "authentication" ]	medium	0	5	tool_trajectory	3	[ "list_directory", "read_file", "search_code" ]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	tool_git	[ "tool-calling", "git", "read-only" ]	simple	0	5	tool_trajectory	1	[ "git_diff" ]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	kubernetes	task_optimization	[ "configuration", "optimization" ]	simple	10	5	task_variant	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	kubernetes	type_definition	[ "configuration" ]	simple	11	5	completion	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	expanded_security	[ "security", "per-client-rate-limit", "campaign", "priority" ]	medium	19	5	expanded	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	grpc-go	function_completion	[ "interface-implementation" ]	medium	20	7	completion	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	expanded_concurrency	[ "concurrency", "channel-semaphore", "deployment", "scheduled" ]	medium	28	5	expanded	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	kubernetes	type_definition	[ "configuration" ]	medium	26	4	completion	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	expanded_go125	[ "go125", "cancel-cause", "notification", "archived" ]	simple	27	5	expanded	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	tool_single_read	[ "tool-calling", "read-only", "search" ]	simple	0	5	tool_trajectory	1	[ "search_code" ]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	grpc-go	task_optimization	[ "error-handling", "middleware", "configuration", "logging", "interface-implementation", "optimization" ]	complex	54	5	task_variant	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	expanded_database	[ "database", "distributed-lock", "document", "archived" ]	complex	23	5	expanded	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	dex	task_optimization	[ "context", "configuration", "interface-implementation", "optimization" ]	simple	7	5	task_variant	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	expanded_security	[ "security", "OAuth2-state", "workspace", "scheduled" ]	simple	17	5	expanded	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	tool_write_verify	[ "tool-calling", "write", "verification", "error-recovery" ]	medium	0	5	tool_trajectory	4	[ "write_file", "go_build", "write_file", "go_build" ]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	expanded_testing	[ "testing", "fuzz-target", "policy", "archived" ]	simple	24	5	expanded	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	expanded_security	[ "security", "hardened-TLS", "payment", "priority" ]	complex	17	5	expanded	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	grpc-go	task_optimization	[ "error-handling", "concurrency", "logging", "interface-implementation", "optimization" ]	complex	46	5	task_variant	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	expanded_performance	[ "performance", "sync.Pool", "booking", "verified" ]	simple	19	5	expanded	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	dex	task_explanation	[ "error-handling", "context", "configuration", "logging", "explanation" ]	medium	22	5	task_variant	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	expanded_observability	[ "observability", "pprof-server", "identity", "scheduled" ]	complex	18	5	expanded	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	expanded_security	[ "security", "JWT-middleware", "session", "audited" ]	medium	17	5	expanded	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	kubernetes	type_definition	[ "configuration" ]	simple	10	5	completion	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	tool_single_read	[ "tool-calling", "read-only", "search" ]	simple	0	5	tool_trajectory	1	[ "search_code" ]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	expanded_http	[ "http", "request-validation", "workspace", "verified" ]	medium	24	5	expanded	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	tool_error_recovery	[ "tool-calling", "error-recovery", "build" ]	complex	0	5	tool_trajectory	4	[ "go_build", "read_file", "write_file", "go_build" ]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	expanded_go125	[ "go125", "range-over-int", "artifact", "external" ]	simple	29	5	expanded	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	grpc-go	task_refactoring	[ "concurrency", "context", "logging", "refactoring" ]	medium	13	5	task_variant	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	go	declaration_completion	[]	medium	35	4	completion	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	kubernetes	task_review	[ "context", "interface", "review" ]	simple	5	5	task_variant	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	grpc-go	task_test_generation	[ "error-handling", "configuration", "logging", "interface-implementation", "test_generation" ]	complex	51	5	task_variant	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	expanded_concurrency	[ "concurrency", "broadcast", "catalog", "priority" ]	complex	28	5	expanded	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	kubernetes	task_bug_identification	[ "concurrency", "bug_identification" ]	simple	11	5	task_variant	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	grpc-go	function_completion	[ "configuration", "logging", "interface-implementation" ]	medium	16	6	completion	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	kubernetes	task_review	[ "concurrency", "generics", "review" ]	medium	20	5	task_variant	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	kubernetes	type_definition	[ "concurrency" ]	simple	10	6	completion	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	expanded_grpc	[ "grpc", "logging-interceptor", "catalog", "archived" ]	complex	31	5	expanded	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	tool_git	[ "tool-calling", "git", "review" ]	medium	0	5	tool_trajectory	2	[ "git_status", "git_diff" ]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	dex	function_completion	[]	medium	8	4	completion	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	expanded_concurrency	[ "concurrency", "channel-semaphore", "warehouse", "batched" ]	medium	28	5	expanded	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	kubernetes	type_definition	[ "interface" ]	simple	10	5	completion	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	expanded_security	[ "security", "allow-list-validation", "invoice", "scheduled" ]	simple	17	5	expanded	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	grpc-go	function_completion	[ "error-handling", "testing", "configuration" ]	medium	20	7	completion	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	dex	task_explanation	[ "explanation" ]	simple	11	5	task_variant	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	expanded_errors	[ "errors", "errors.Join", "shipment", "archived" ]	simple	24	5	expanded	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	go	type_definition	[ "configuration" ]	medium	13	5	completion	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	grpc-go	function_completion	[ "concurrency", "interface-implementation" ]	medium	28	6	completion	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	synthetic	expanded_security	[ "security", "parameterized-SQL", "deployment", "regional" ]	simple	19	5	expanded	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	dex	function_completion	[ "error-handling", "configuration", "logging" ]	medium	18	7	completion	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	dex	task_bug_identification	[ "bug_identification" ]	simple	10	5	task_variant	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	kubernetes	task_review	[ "concurrency", "review" ]	medium	24	5	task_variant	0	[]
<\|im_start\|>system You are an expert Go software engineer with deep knowledge of idiomatic Go, the Go standard library, Kubernetes, gRPC, KrakenD, and DEX. You write clean, production-ready Go code following Google's Go Style Guide. You understand modern Go (1.25+), concurrency patterns, interfaces, generics, context p...	dex	function_completion	[ "context", "logging", "interface-implementation" ]	complex	25	5	completion	0	[]

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GoModel Go Expert v3

Dataset description

GoModel Go Expert v3 is an English instruction and completion dataset for training Go coding assistants. It combines curated production Go, code-specific synthetic tasks, and agentic tool trajectories. Every JSONL record contains a full Qwen2.5-compatible ChatML conversation in its text field.

Key changes from v2

Tool calls now use Qwen2.5's native <tool_call> tags instead of bare JSON.
Tool definitions use a <tools></tools> XML wrapper in the system prompt rather than an inline JSON array.
Tool results use <tool_response> tags in tool-role turns.
5,900 total examples, up from 2,701 in v2.
1,200 tool trajectories, up from 800; all are unique.
2,000 expanded-corpus examples covering 12 Go domains.
Task synthesis was rewritten with code-specific answers and no template strings.
Each example includes only its relevant tools instead of all 15 tools.

Data sources

The source revisions are unchanged from v2. The five repositories are Go, Kubernetes, grpc-go, DEX, and KrakenD CE:

Repository	Module	Upstream license	Commit
go	`std`	BSD-3-Clause	`607e0bf6501b1b8e230289b8566f6329921b9ad1`
kubernetes	`k8s.io/kubernetes`	Apache-2.0	`b882c60b4023bdf09264c2d5d30a2cadebc240fb`
grpc-go	`google.golang.org/grpc`	Apache-2.0	`03255a9237b6eb32710f6bc4f2de9a675b99fe36`
dex	`github.com/dexidp/dex`	Apache-2.0	`ab64ed778070e983cbb10cfc07ea4bb397d14312`
krakend-ce	`github.com/krakend/krakend-ce/v2`	Apache-2.0	`ce098cf992604a8db6fe1d725d29fbb5ae4d1a3d`

Preprocessing methodology

The v2 extraction and deduplication pipeline is unchanged. Repositories are pinned, then Go syntax is parsed with AST-aware extraction into declaration, type, function, and file-completion examples. Generated, vendored, test, benchmark, and fuzz code is classified separately. Exact and normalized near-deduplication, quality scoring, source balancing, and deterministic shuffling (seed 20250808) are applied before source-separated splits are assembled.

Filtering methodology

The v2 filtering methodology is unchanged. Exact and normalized near-duplicate checks are followed by noise removal and a quality rubric covering syntactic signal, completeness, complexity, and useful Go idioms. Source and strategy caps prevent large repositories and repetitive AST patterns from dominating. Of 13,424 extracted candidates, 738 near duplicates, 1,284 noisy records, 5,973 low-scoring records, and 1,861 overrepresented records were removed. The quality-filtered pool contains 3,568 records before augmentation and final split assembly.

Dataset statistics

Split	Examples	Total characters	Average characters
train	5,524	13,476,175	2,439.57
validation	179	532,747	2,976.24
test	197	566,450	2,875.38

Total final examples: 5,900. The corpus includes 2,000 expanded examples across 12 Go domains and 1,200 unique tool trajectories, with an average trajectory length of 2.32.

Data format (ChatML with Qwen tool calling)

Every row has a required text string plus source, strategy, tags, complexity, loc, quality_score, category, trajectory_length, and tools_used. Conversations use Qwen ChatML roles:

<|im_start|>system
You are an expert Go software engineer ...<|im_end|>
<|im_start|>user
... request ...<|im_end|>
<|im_start|>assistant
... response ...<|im_end|>

Consumers should train on text; the remaining fields are metadata.

Tool calling format

Tool-enabled records put only relevant JSON tool definitions inside the system prompt's native wrapper:

<tools>
{"type":"function","function":{"name":"read_file","parameters":{...}}}
</tools>

The assistant emits native Qwen2.5 calls and tool-role turns return native results:

<|im_start|>assistant
<tool_call>
{"name":"read_file","arguments":{"path":"main.go"}}
</tool_call><|im_end|>
<|im_start|>tool
<tool_response>
package main
</tool_response><|im_end|>

Tools include repository reading/search, directory listing, file writing, Go build/test, and Git operations. Applications must validate arguments and obtain user approval for consequential actions; examples are not an authorization policy.

Intended use

This dataset is intended for supervised fine-tuning, research, and evaluation of Go code assistants, including assistants that use development tools. It is not a source of security guarantees. Generated code and tool actions require human review, testing, license review, and security analysis before production use. Do not use it to generate malware or operate on repositories without authorization.

License information

This compilation is released subject to the licenses of its source material. Go is BSD-3-Clause; Kubernetes, grpc-go, DEX, and KrakenD CE are Apache-2.0 at the pinned revisions. Users are responsible for preserving notices and attribution and for complying with the applicable upstream license. Synthetic metadata and instructions do not remove rights in underlying source code.

Version history

v3 (2026-08): Native Qwen2.5 tool calling, 5,900 examples, expanded 12-domain corpus, unique trajectories, and rewritten code-specific task synthesis.
v2: AST-aware five-repository corpus with stronger deduplication, balancing, source-separated evaluation, and 800 tool trajectories.
v1: Original GoModel dataset, retained separately.

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