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values | category stringclasses 4
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values | tags listlengths 0 4 | quality_score int64 7 9 | trajectory_length int64 0 6 | tools_used listlengths 0 6 | repo stringclasses 6
values | file_path stringlengths 0 129 | symbol_name stringlengths 0 76 | symbol_kind stringclasses 8
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|---|---|---|---|---|---|---|---|---|---|---|---|---|
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\nvar applyTemplate = `\n// Apply takes the given apply declarative configuration, applies i... | [] | kubernetes | repo_task | medium | [] | 7 | 0 | [] | kubernetes | staging/src/k8s.io/code-generator/cmd/client-gen/generators/fake/generator_fake_for_type.go | applyTemplate | var |
[
{
"role": "system",
"content": "You are a senior staff Go software engineer. Give production-oriented advice, make assumptions explicit, explain trade-offs and failure modes, and prefer simple, observable designs over clever ones."
},
{
"role": "user",
"content": "Show a production-oriented Go a... | [] | synthetic | senior_staff | complex | [
"grpc",
"protobuf-evolution"
] | 8 | 0 | [] | synthetic | |||
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\n// configure returns the configuration for the given sanitizer.\nfunc configure(sanitizer ... | [] | go | repo_task | medium | [] | 7 | 0 | [] | go | src/cmd/cgo/internal/testsanitizers/cc_test.go | configure | func |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise Go 1.26 guidance, compilable examples, and production trade-offs."
},
{
"role": "user",
"content": "Write staff-level review guidance for faster cgo calls."
},
{
"role": "assistant",
"content": "A pr... | [] | synthetic | go126 | hard | [
"go1.26",
"cgo-performance",
"best-practice"
] | 8 | 0 | [] | synthetic | |||
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\nconst\n\n// TODO: complete this declaration\n```"
},
{
"role": "assistant",
"c... | [] | kubernetes | repo_task | medium | [] | 7 | 0 | [] | kubernetes | pkg/controller/volume/events/event.go | WaitForFirstConsumer | const |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\nfunc TestComputePhaseRunFlags(t *testing.T) {\n\t// TODO: complete this implementation\n}\... | [] | kubernetes | repo_task | medium | [] | 7 | 0 | [] | kubernetes | cmd/kubeadm/app/cmd/phases/workflow/runner_test.go | TestComputePhaseRunFlags | func |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Review this Go code for correctness and maintainability:\n\n```go\nfunc getLabelNamespace(key string) string {\n\tif parts := string... | [] | kubernetes | repo_task | medium | [] | 7 | 0 | [] | kubernetes | cmd/kubelet/app/options/options.go | getLabelNamespace | func |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\n// InlinedCall updates the [State] to take into account a newly inlined call.\nfunc (s *St... | [] | go | repo_task | medium | [] | 7 | 0 | [] | go | src/cmd/compile/internal/devirtualize/devirtualize.go | InlinedCall | method |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\n// controlledHistories returns all ControllerRevisions in namespace that selected by selec... | [] | kubernetes | repo_task | medium | [] | 7 | 0 | [] | kubernetes | staging/src/k8s.io/kubectl/pkg/polymorphichelpers/history.go | controlledHistoryV1 | func |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\nfunc BenchmarkECDH(b *testing.B) {\n\t// TODO: complete this implementation\n}\n```"
},
... | [] | go | repo_task | medium | [] | 7 | 0 | [] | go | src/crypto/ecdh/ecdh_test.go | BenchmarkECDH | func |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Explain what this Go struct does:\n\n```go\ntype\n\n// The actor to check the cache to determine what work needs to be done for the ... | [] | go | repo_task | medium | [] | 7 | 0 | [] | go | src/cmd/go/internal/work/action.go | checkCacheActor | struct |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\nfunc testPeerFailedRPC(t *testing.T, e env) {\n\t// TODO: complete this implementation\n}\... | [] | grpc-go | repo_task | medium | [] | 7 | 0 | [] | grpc-go | test/end2end_test.go | testPeerFailedRPC | func |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Review this Go code for correctness and maintainability:\n\n```go\nfunc ClosureIndirectDeclReassign() {\n\tvar f func(p *int)\n\tf =... | [] | go | repo_task | medium | [] | 7 | 0 | [] | go | test/escape_closure.go | ClosureIndirectDeclReassign | func |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\n// Issue 43822: tests that returns EOF when conn write timeout.\nfunc TestSendfileOnWriteT... | [] | go | repo_task | medium | [] | 7 | 0 | [] | go | src/net/sendfile_test.go | TestSendfileOnWriteTimeoutExceeded | func |
[
{
"role": "system",
"content": "You are a senior staff Go software engineer. Give production-oriented advice, make assumptions explicit, explain trade-offs and failure modes, and prefer simple, observable designs over clever ones."
},
{
"role": "user",
"content": "Compare the viable approaches t... | [] | synthetic | senior_staff | complex | [
"performance",
"connection-reuse"
] | 9 | 0 | [] | synthetic | |||
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Explain what this Go const does:\n\n```go\nconst\n\n// RISC-V mnemonics, as defined in the \"opcodes\" and \"opcodes-pseudo\" files\... | [] | go | repo_task | medium | [] | 7 | 0 | [] | go | src/cmd/internal/obj/riscv/cpu.go | AVLSEG2E32FFV | const |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\nfunc getDeletedPodNames(client *fake.Clientset) sets.Set[string] {\n\t// TODO: complete th... | [] | kubernetes | repo_task | medium | [] | 7 | 0 | [] | kubernetes | pkg/controller/podgc/gc_controller_test.go | getDeletedPodNames | func |
[
{
"role": "system",
"content": "You are a senior staff Go software engineer. Give production-oriented advice, make assumptions explicit, explain trade-offs and failure modes, and prefer simple, observable designs over clever ones."
},
{
"role": "user",
"content": "We are reviewing deadline propa... | [] | synthetic | senior_staff | complex | [
"grpc",
"deadline-propagation"
] | 9 | 0 | [] | synthetic | |||
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Write thorough Go tests for this function:\n\n```go\n// SetDefaults_InitConfiguration assigns default values for the InitConfigurati... | [] | kubernetes | repo_task | medium | [] | 7 | 0 | [] | kubernetes | cmd/kubeadm/app/apis/kubeadm/v1beta4/defaults.go | SetDefaults_InitConfiguration | func |
[
{
"role": "system",
"content": "You are a senior Go developer working in an existing repository. Inspect before editing, preserve local conventions, and verify changes with focused tools."
},
{
"role": "user",
"content": "Refactor `catalog` so normalization is centralized without changing behavi... | [
{
"type": "function",
"function": {
"name": "search_code",
"description": "Search source code",
"parameters": {
"type": "object",
"properties": {
"query": {
"type": "string"
},
"file_pattern": {
"type": "string"
... | synthetic | tool_trajectory | high | [
"tool-calling",
"agent-planning"
] | 8 | 6 | [
"search_code",
"write_file",
"go_fmt",
"go_build",
"go_test",
"go_vet"
] | synthetic | |||
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\nfunc TestCreateKubeconfigFilesAndWrappers(t *testing.T) {\n\t// TODO: complete this implem... | [] | kubernetes | repo_task | medium | [] | 7 | 0 | [] | kubernetes | cmd/kubeadm/app/phases/kubeconfig/kubeconfig_test.go | TestCreateKubeconfigFilesAndWrappers | func |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\nfunc (l *lister) Get(name string) (*corev1.Secret, error) {\n\t// TODO: complete this impl... | [] | kubernetes | repo_task | medium | [] | 7 | 0 | [] | kubernetes | plugin/pkg/auth/authenticator/token/bootstrap/bootstrap_test.go | Get | method |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\ntype TargetWithImmutable struct {\n\t// +k8s:immutable\n// TODO: complete this declaration... | [] | kubernetes | repo_task | medium | [] | 7 | 0 | [] | kubernetes | staging/src/k8s.io/code-generator/cmd/validation-gen/output_tests/tags/subfield/shortcircuit/doc.go | TargetWithImmutable | struct |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Write thorough Go tests for this function:\n\n```go\n// simdV31ResultInArg0 generates a destructive 3-register instruction,\n// e.g.... | [] | go | repo_task | medium | [] | 7 | 0 | [] | go | src/cmd/compile/internal/arm64/ssa.go | simdV31ResultInArg0 | func |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\nfunc (c *conn) GetConnector(ctx context.Context, id string) (conn storage.Connector, err e... | [] | dex | repo_task | medium | [] | 7 | 0 | [] | dex | storage/etcd/etcd.go | GetConnector | method |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Explain what this Go struct does:\n\n```go\ntype\n\n// StatefulSet represents a set of pods with consistent identities.\n// Identiti... | [] | kubernetes | repo_task | medium | [] | 7 | 0 | [] | kubernetes | staging/src/k8s.io/api/apps/v1/types.go | StatefulSet | struct |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Use tools when evidence is needed, explain each action briefly, and return precise production-ready guidance."
},
{
"role": "user",
"content": "Fix the failing `shipping` package."
},
{
"role": "assistant",
"cont... | [
{
"type": "function",
"function": {
"name": "go_build",
"description": "Build a Go package",
"parameters": {
"type": "object",
"properties": {
"path": {
"type": "string"
}
},
"required": [
"path"
]
}
... | synthetic | tool_trajectory | high | [
"tool-calling",
"error-recovery"
] | 9 | 6 | [
"go_build",
"read_file",
"write_file",
"go_fmt",
"go_test"
] | synthetic | |||
[
{
"role": "system",
"content": "You are a senior staff Go software engineer. Give production-oriented advice, make assumptions explicit, explain trade-offs and failure modes, and prefer simple, observable designs over clever ones."
},
{
"role": "user",
"content": "We are reviewing bulkheads in a... | [] | synthetic | senior_staff | complex | [
"reliability",
"bulkheads"
] | 9 | 0 | [] | synthetic | |||
[
{
"role": "system",
"content": "You are a senior staff Go software engineer. Give production-oriented advice, make assumptions explicit, explain trade-offs and failure modes, and prefer simple, observable designs over clever ones."
},
{
"role": "user",
"content": "We are reviewing consistency mo... | [] | synthetic | senior_staff | complex | [
"distributed-systems",
"consistency-models"
] | 8 | 0 | [] | synthetic | |||
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\n// hasLegacyInvalidTopologySpreadConstrainMatchLabelKeys return true if spec.TopologySprea... | [] | kubernetes | repo_task | medium | [] | 7 | 0 | [] | kubernetes | pkg/api/pod/util.go | hasLegacyInvalidTopologySpreadConstrainMatchLabelKeys | func |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Use tools when evidence is needed, explain each action briefly, and return precise production-ready guidance."
},
{
"role": "user",
"content": "Explain how the ratelimit handler validates input."
},
{
"role": "assist... | [
{
"type": "function",
"function": {
"name": "read_file",
"description": "Read file contents",
"parameters": {
"type": "object",
"properties": {
"path": {
"type": "string"
}
},
"required": [
"path"
]
}
... | synthetic | tool_trajectory | medium | [
"tool-calling",
"failed-tool"
] | 8 | 3 | [
"read_file",
"search_code"
] | synthetic | |||
[
{
"role": "system",
"content": "You are a senior staff Go software engineer. Give production-oriented advice, make assumptions explicit, explain trade-offs and failure modes, and prefer simple, observable designs over clever ones."
},
{
"role": "user",
"content": "Write a concise design-review r... | [] | synthetic | senior_staff | complex | [
"concurrency",
"data-races"
] | 9 | 0 | [] | synthetic | |||
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\nconst\n\n// TODO: complete this declaration\n```"
},
{
"role": "assistant",
"c... | [] | go | repo_task | medium | [] | 7 | 0 | [] | go | src/internal/types/testdata/check/const0.go | _p5 | const |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Review this Go code for correctness and maintainability:\n\n```go\nfunc (d *EndpointsDescriber) Describe(namespace, name string, des... | [] | kubernetes | repo_task | medium | [] | 7 | 0 | [] | kubernetes | staging/src/k8s.io/kubectl/pkg/describe/describe.go | Describe | method |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\nfunc TestGuessJSON(t *testing.T) {\n\t// TODO: complete this implementation\n}\n```"
},
... | [] | kubernetes | repo_task | medium | [] | 7 | 0 | [] | kubernetes | staging/src/k8s.io/apimachinery/pkg/util/yaml/decoder_test.go | TestGuessJSON | func |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\nconst\n\n// TODO: complete this declaration\n```"
},
{
"role": "assistant",
"c... | [] | go | repo_task | medium | [] | 7 | 0 | [] | go | src/cmd/link/internal/sym/symkind.go | SRODATAEND | const |
[
{
"role": "system",
"content": "You are a senior staff Go software engineer. Give production-oriented advice, make assumptions explicit, explain trade-offs and failure modes, and prefer simple, observable designs over clever ones."
},
{
"role": "user",
"content": "Show a production-oriented Go a... | [] | synthetic | senior_staff | complex | [
"concurrency",
"channel-patterns"
] | 8 | 0 | [] | synthetic | |||
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Review this Go code for correctness and maintainability:\n\n```go\n// MarkdownPostProcessing goes though the generated files\nfunc M... | [] | kubernetes | repo_task | medium | [] | 7 | 0 | [] | kubernetes | cmd/genkubedocs/postprocessing.go | MarkdownPostProcessing | func |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\n// addResultsAnalyzer creates a new resultsAnalyzer helper object for\n// the function fn,... | [] | go | repo_task | medium | [] | 7 | 0 | [] | go | src/cmd/compile/internal/inline/inlheur/analyze_func_returns.go | addResultsAnalyzer | func |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\n// EnsureProxyAddon creates the kube-proxy addons\nfunc EnsureProxyAddon(cfg *kubeadmapi.C... | [] | kubernetes | repo_task | medium | [] | 7 | 0 | [] | kubernetes | cmd/kubeadm/app/phases/addons/proxy/proxy.go | EnsureProxyAddon | func |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\n// posBaseIdx returns the specified position base, reading it first if\n// needed.\nfunc (... | [] | go | repo_task | medium | [] | 7 | 0 | [] | go | src/cmd/compile/internal/noder/reader.go | posBaseIdx | method |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\n// ValidateBytes validates bytes per a ConjunctiveSchema.\nfunc (c ConjunctiveSchema) Vali... | [] | kubernetes | repo_task | medium | [] | 7 | 0 | [] | kubernetes | staging/src/k8s.io/kubectl/pkg/validation/schema.go | ValidateBytes | method |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\n// validatePodResizeContainerOrdering validates container ordering for a resize request.\n... | [] | kubernetes | repo_task | medium | [] | 7 | 0 | [] | kubernetes | pkg/apis/core/validation/validation.go | validatePodResizeContainerOrdering | func |
[
{
"role": "system",
"content": "You are a senior staff Go software engineer. Give production-oriented advice, make assumptions explicit, explain trade-offs and failure modes, and prefer simple, observable designs over clever ones."
},
{
"role": "user",
"content": "How would you design circuit br... | [] | synthetic | senior_staff | complex | [
"reliability",
"circuit-breakers"
] | 9 | 0 | [] | synthetic | |||
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\nfunc openPackage(path string) (*os.File, error) {\n\t// TODO: complete this implementation... | [] | go | repo_task | medium | [] | 7 | 0 | [] | go | src/cmd/compile/internal/noder/import.go | openPackage | func |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Explain what this Go method does:\n\n```go\n// Stop ends recording of trace data. It blocks until any concurrent WriteTo calls compl... | [] | go | repo_task | medium | [] | 7 | 0 | [] | go | src/runtime/trace/flightrecorder.go | Stop | method |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\n// meet meets all of phi arguments and computes result lattice\nfunc (t *worklist) meet(va... | [] | go | repo_task | medium | [] | 7 | 0 | [] | go | src/cmd/compile/internal/ssa/sccp.go | meet | method |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\nfunc (v *mutatingAdmissionPolicyAccessor) GetParamKind() *v1.ParamKind {\n\t// TODO: compl... | [] | kubernetes | repo_task | medium | [] | 7 | 0 | [] | kubernetes | staging/src/k8s.io/apiserver/pkg/admission/plugin/policy/mutating/accessor.go | GetParamKind | method |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\n// Test to use ANDN, if available\nfunc TestAndNot(t *testing.T) {\n\t// TODO: complete th... | [] | go | repo_task | medium | [] | 7 | 0 | [] | go | src/cmd/compile/internal/amd64/versions_test.go | TestAndNot | func |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Write thorough Go tests for this function:\n\n```go\nfunc extractParameters(parameters runtime.RawExtension, env *map[string]string,... | [] | kubernetes | repo_task | medium | [] | 7 | 0 | [] | kubernetes | test/e2e/dra/test-driver/app/kubeletplugin.go | extractParameters | func |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise Go 1.26 guidance, compilable examples, and production trade-offs."
},
{
"role": "user",
"content": "Fix a common misuse of self-referential generic constraints in a security-sensitive service."
},
{
"rol... | [] | synthetic | go126 | medium | [
"go1.26",
"self-referential-generics",
"bug-fix"
] | 8 | 0 | [] | synthetic | |||
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\ntype lcaRangeBlock struct {\n\tb *Block\n// TODO: complete this declaration\n```"... | [] | go | repo_task | medium | [] | 7 | 0 | [] | go | src/cmd/compile/internal/ssa/lca.go | lcaRangeBlock | struct |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\nfunc testSignalHandlers(t *testing.T, pkgname, cfile, cmd string) {\n\t// TODO: complete t... | [] | go | repo_task | medium | [] | 7 | 0 | [] | go | src/cmd/cgo/internal/testcshared/cshared_test.go | testSignalHandlers | func |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Explain what this Go struct does:\n\n```go\ntype\n\n// IntervalsBuilder is a helper for constructing intervals based on\n// live dat... | [] | go | repo_task | medium | [] | 7 | 0 | [] | go | src/cmd/compile/internal/liveness/intervals.go | IntervalsBuilder | struct |
[
{
"role": "system",
"content": "You are a senior staff Go software engineer. Give production-oriented advice, make assumptions explicit, explain trade-offs and failure modes, and prefer simple, observable designs over clever ones."
},
{
"role": "user",
"content": "Compare the viable approaches t... | [] | synthetic | senior_staff | complex | [
"api-design",
"rate-limiting-backpressure"
] | 9 | 0 | [] | synthetic | |||
[
{
"role": "system",
"content": "Act as a pragmatic Go coding agent. Never invent tool output; diagnose failures from evidence and keep changes small and testable."
},
{
"role": "user",
"content": "Map the public ratelimit API and confirm the create endpoint's response."
},
{
"role": "ass... | [
{
"type": "function",
"function": {
"name": "search_code",
"description": "Search source code",
"parameters": {
"type": "object",
"properties": {
"query": {
"type": "string"
},
"file_pattern": {
"type": "string"
... | synthetic | tool_trajectory | medium | [
"tool-calling",
"api-exploration"
] | 9 | 3 | [
"search_code",
"read_file",
"http_request"
] | synthetic | |||
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Write thorough Go tests for this function:\n\n```go\nfunc TestSyncJobComplete(t *testing.T) {\n\t_, ctx := ktesting.NewTestContext(t... | [] | kubernetes | repo_task | medium | [] | 7 | 0 | [] | kubernetes | pkg/controller/job/job_controller_test.go | TestSyncJobComplete | func |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\n// String implements fmt.Stringer and sanitizes sensitive fields of ExecConfig\n// to prev... | [] | kubernetes | repo_task | medium | [] | 7 | 0 | [] | kubernetes | staging/src/k8s.io/client-go/tools/clientcmd/api/types.go | String | method |
[
{
"role": "system",
"content": "Act as a pragmatic Go coding agent. Never invent tool output; diagnose failures from evidence and keep changes small and testable."
},
{
"role": "user",
"content": "Check whether `configuration` is ready to merge: inspect its source and current tests."
},
{
... | [
{
"type": "function",
"function": {
"name": "read_file",
"description": "Read file contents",
"parameters": {
"type": "object",
"properties": {
"path": {
"type": "string"
}
},
"required": [
"path"
]
}
... | synthetic | tool_trajectory | medium | [
"tool-calling",
"multi-tool-parallel"
] | 8 | 2 | [
"read_file",
"go_test"
] | synthetic | |||
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Explain what this Go func does:\n\n```go\n// Returns the list of indexes corresponding to the set of pods\nfunc getIndexes(pods []*v... | [] | kubernetes | repo_task | medium | [] | 7 | 0 | [] | kubernetes | pkg/controller/job/indexed_job_utils.go | getIndexes | func |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\n// makeParamsAnalyzer creates a new helper object to analyze parameters\n// of function fn... | [] | go | repo_task | medium | [] | 7 | 0 | [] | go | src/cmd/compile/internal/inline/inlheur/analyze_func_params.go | makeParamsAnalyzer | func |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\nfunc (rr *NetlinkRouteRequest) toWireFormat() []byte {\n\t// TODO: complete this implement... | [] | go | repo_task | medium | [] | 7 | 0 | [] | go | src/syscall/netlink_linux.go | toWireFormat | method |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Write thorough Go tests for this function:\n\n```go\nfunc newResourceQuotaControllerDescriptor() *ControllerDescriptor {\n\treturn &... | [] | kubernetes | repo_task | medium | [] | 7 | 0 | [] | kubernetes | cmd/kube-controller-manager/app/core.go | newResourceQuotaControllerDescriptor | func |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Explain what this Go func does:\n\n```go\n// normalizedImageName returns the CRI compliant name for a given image.\n// TODO: cover t... | [] | kubernetes | repo_task | medium | [] | 7 | 0 | [] | kubernetes | pkg/scheduler/framework/plugins/imagelocality/image_locality.go | normalizedImageName | func |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\n// Build a GOPATH package into a shared library with gccgo and an executable that\n// link... | [] | go | repo_task | medium | [] | 7 | 0 | [] | go | src/cmd/cgo/internal/testshared/shared_test.go | TestGoPathShlibGccgo | func |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Explain what this Go func does:\n\n```go\nfunc TestAllowAll(t *testing.T) {\n\tcheckAllowAll := func(allowAll bool, cidrs ...string)... | [] | kubernetes | repo_task | medium | [] | 7 | 0 | [] | kubernetes | pkg/api/service/util_test.go | TestAllowAll | func |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\nfunc TestNext(t *testing.T) {\n\t// TODO: complete this implementation\n}\n```"
},
{
... | [] | go | repo_task | medium | [] | 7 | 0 | [] | go | src/bytes/buffer_test.go | TestNext | func |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Explain what this Go method does:\n\n```go\nfunc (s) TestLookup_DroppedChainFallback(t *testing.T) {\n\tlis := &v3listenerpb.Listene... | [] | grpc-go | repo_task | medium | [] | 7 | 0 | [] | grpc-go | internal/xds/server/filter_chain_manager_test.go | TestLookup_DroppedChainFallback | method |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\n// argPropsForCall returns a slice of argument properties for the\n// expressions being pa... | [] | go | repo_task | medium | [] | 7 | 0 | [] | go | src/cmd/compile/internal/inline/inlheur/analyze_func_callsites.go | argPropsForCall | method |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Explain what this Go method does:\n\n```go\n// GetDeviceRequest extracts a device request from the database by user code.\nfunc (d *... | [] | dex | repo_task | medium | [] | 7 | 0 | [] | dex | storage/ent/client/devicerequest.go | GetDeviceRequest | method |
[
{
"role": "system",
"content": "You are a senior staff Go software engineer. Give production-oriented advice, make assumptions explicit, explain trade-offs and failure modes, and prefer simple, observable designs over clever ones."
},
{
"role": "user",
"content": "We are reviewing sync pool in a... | [] | synthetic | senior_staff | complex | [
"performance",
"sync-pool"
] | 8 | 0 | [] | synthetic | |||
[
{
"role": "system",
"content": "You are a senior staff Go software engineer. Give production-oriented advice, make assumptions explicit, explain trade-offs and failure modes, and prefer simple, observable designs over clever ones."
},
{
"role": "user",
"content": "How would you design mutation t... | [] | synthetic | senior_staff | complex | [
"testing",
"mutation-testing"
] | 9 | 0 | [] | synthetic | |||
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Explain what this Go method does:\n\n```go\n// getPodEtcHostsStats gets status for pod etc hosts usage\nfunc (h hostStatsProvider) g... | [] | kubernetes | repo_task | medium | [] | 7 | 0 | [] | kubernetes | pkg/kubelet/stats/host_stats_provider.go | getPodEtcHostsStats | method |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Explain what this Go func does:\n\n```go\nfunc TestDecodeCorrupt(t *testing.T) {\n\ttype corrupt struct {\n\t\te string\n\t\tp int\n... | [] | go | repo_task | medium | [] | 7 | 0 | [] | go | src/encoding/ascii85/ascii85_test.go | TestDecodeCorrupt | func |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\n// TestInformerWatcherDeletedFinalStateUnknown tests the code path when `DeleteFunc`\n// i... | [] | kubernetes | repo_task | medium | [] | 7 | 0 | [] | kubernetes | staging/src/k8s.io/client-go/tools/watch/informerwatcher_test.go | TestInformerWatcherDeletedFinalStateUnknown | func |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\n// ReadLine is a low-level line-reading primitive. Most callers should use\n// [Reader.Rea... | [] | go | repo_task | medium | [] | 7 | 0 | [] | go | src/bufio/bufio.go | ReadLine | method |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\nfunc TestStatefulSetControllerAddPod(t *testing.T) {\n\t// TODO: complete this implementat... | [] | kubernetes | repo_task | medium | [] | 7 | 0 | [] | kubernetes | pkg/controller/statefulset/stateful_set_test.go | TestStatefulSetControllerAddPod | func |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Review this Go code for correctness and maintainability:\n\n```go\nfunc TestReadString(t *testing.T) {\n\tfor _, test := range readB... | [] | go | repo_task | medium | [] | 7 | 0 | [] | go | src/bytes/buffer_test.go | TestReadString | func |
[
{
"role": "system",
"content": "You are a senior staff Go software engineer. Give production-oriented advice, make assumptions explicit, explain trade-offs and failure modes, and prefer simple, observable designs over clever ones."
},
{
"role": "user",
"content": "Write a concise design-review r... | [] | synthetic | senior_staff | complex | [
"api-design",
"openapi-documentation"
] | 9 | 0 | [] | synthetic | |||
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Review this Go code for correctness and maintainability:\n\n```go\nfunc FuzzReplace(f *testing.F) {\n\tfor _, tt := range ReplaceTes... | [] | go | repo_task | medium | [] | 7 | 0 | [] | go | src/bytes/bytes_test.go | FuzzReplace | func |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\nfunc (s) TestCredentialsMisuse(t *testing.T) {\n\t// TODO: complete this implementation\n}... | [] | grpc-go | repo_task | medium | [] | 7 | 0 | [] | grpc-go | clientconn_test.go | TestCredentialsMisuse | method |
[
{
"role": "system",
"content": "You are a senior staff Go software engineer. Give production-oriented advice, make assumptions explicit, explain trade-offs and failure modes, and prefer simple, observable designs over clever ones."
},
{
"role": "user",
"content": "Show a production-oriented Go a... | [] | synthetic | senior_staff | complex | [
"distributed-systems",
"leader-election-leases"
] | 8 | 0 | [] | synthetic | |||
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Write thorough Go tests for this function:\n\n```go\nfunc (asw *actualStateOfWorld) getAttachedVolumeFromUpdateObject(volumesToRepor... | [] | kubernetes | repo_task | medium | [] | 7 | 0 | [] | kubernetes | pkg/controller/volume/attachdetach/cache/actual_state_of_world.go | getAttachedVolumeFromUpdateObject | method |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\nconst\n\n// TODO: complete this declaration\n```"
},
{
"role": "assistant",
"c... | [] | go | repo_task | medium | [] | 7 | 0 | [] | go | src/fmt/print.go | commaSpaceString | const |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\nfunc (c SChan) Send(x int) {\n\t// TODO: complete this implementation\n}\n```"
},
{
... | [] | go | repo_task | medium | [] | 7 | 0 | [] | go | test/closedchan.go | Send | method |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Explain what this Go const does:\n\n```go\nconst\n\n// RISC-V mnemonics, as defined in the \"opcodes\" and \"opcodes-pseudo\" files\... | [] | go | repo_task | medium | [] | 7 | 0 | [] | go | src/cmd/internal/obj/riscv/cpu.go | ABEXTI | const |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\n// AddFlags adds flags related to EndpointSliceController for controller manager to the sp... | [] | kubernetes | repo_task | medium | [] | 7 | 0 | [] | kubernetes | cmd/kube-controller-manager/app/options/endpointslicecontroller.go | AddFlags | method |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Review this Go code for correctness and maintainability:\n\n```go\nfunc TestGrow(t *testing.T) {\n\tx := []byte{'x'}\n\ty := []byte{... | [] | go | repo_task | medium | [] | 7 | 0 | [] | go | src/bytes/buffer_test.go | TestGrow | func |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Explain what this Go const does:\n\n```go\nconst (\n\n\t// this name is used for two different healthz endpoints:\n\t// - when one o... | [] | kubernetes | repo_task | medium | [] | 7 | 0 | [] | kubernetes | staging/src/k8s.io/apiserver/pkg/server/options/encryptionconfig/config.go | kmsReloadHealthCheckName | const |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Write thorough Go tests for this function:\n\n```go\nfunc TestPrintNodeMetrics(t *testing.T) {\n\n\ttests := []struct {\n\t\tname ... | [] | kubernetes | repo_task | medium | [] | 7 | 0 | [] | kubernetes | staging/src/k8s.io/kubectl/pkg/metricsutil/metrics_printer_test.go | TestPrintNodeMetrics | func |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Explain what this Go func does:\n\n```go\nfunc TestGetHostPorts(t *testing.T) {\n\ttests := []struct {\n\t\tpod *v1.Pod\n\t\twant [... | [] | kubernetes | repo_task | medium | [] | 7 | 0 | [] | kubernetes | pkg/scheduler/util/utils_test.go | TestGetHostPorts | func |
[
{
"role": "system",
"content": "You are a senior staff Go software engineer. Give production-oriented advice, make assumptions explicit, explain trade-offs and failure modes, and prefer simple, observable designs over clever ones."
},
{
"role": "user",
"content": "We are reviewing locking in a m... | [] | synthetic | senior_staff | complex | [
"database-patterns",
"locking"
] | 8 | 0 | [] | synthetic | |||
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Review this Go code for correctness and maintainability:\n\n```go\nconst\n\n// Type flags for Header.Typeflag.\n(\n\n\t// Type '1' t... | [] | go | repo_task | medium | [] | 7 | 0 | [] | go | src/archive/tar/common.go | TypeLink | const |
[
{
"role": "system",
"content": "You are an expert Go software engineer. Give precise, idiomatic, and technically correct answers."
},
{
"role": "user",
"content": "Complete the following Go code:\n\n```go\nconst\n\n// TODO: complete this declaration\n```"
},
{
"role": "assistant",
"c... | [] | go | repo_task | medium | [] | 7 | 0 | [] | go | src/cmd/internal/obj/loong64/inst.go | AXVBITREVW | const |
[
{
"role": "system",
"content": "You are a senior staff Go software engineer. Give production-oriented advice, make assumptions explicit, explain trade-offs and failure modes, and prefer simple, observable designs over clever ones."
},
{
"role": "user",
"content": "Write a concise design-review r... | [] | synthetic | senior_staff | complex | [
"distributed-systems",
"outbox-inbox"
] | 8 | 0 | [] | synthetic | |||
[
{
"role": "system",
"content": "You are a senior staff Go software engineer. Give production-oriented advice, make assumptions explicit, explain trade-offs and failure modes, and prefer simple, observable designs over clever ones."
},
{
"role": "user",
"content": "Show a production-oriented Go a... | [] | synthetic | senior_staff | complex | [
"reliability",
"timeout-budgeting"
] | 8 | 0 | [] | synthetic |
YAML Metadata Warning:The task_categories "conversational" is not in the official list: text-classification, token-classification, table-question-answering, question-answering, zero-shot-classification, translation, summarization, feature-extraction, text-generation, fill-mask, sentence-similarity, text-to-speech, text-to-audio, automatic-speech-recognition, audio-to-audio, audio-classification, audio-text-to-text, voice-activity-detection, depth-estimation, image-classification, object-detection, image-segmentation, text-to-image, image-to-text, image-to-image, image-to-video, unconditional-image-generation, video-classification, reinforcement-learning, robotics, tabular-classification, tabular-regression, tabular-to-text, table-to-text, multiple-choice, text-ranking, text-retrieval, time-series-forecasting, text-to-video, image-text-to-text, image-text-to-image, image-text-to-video, visual-question-answering, document-question-answering, zero-shot-image-classification, graph-ml, mask-generation, zero-shot-object-detection, text-to-3d, image-to-3d, image-feature-extraction, video-text-to-text, keypoint-detection, visual-document-retrieval, any-to-any, video-to-video, other
GoModel Go Expert v4 Dataset
Description
A high-quality dataset for fine-tuning Qwen2.5-Coder-7B to be an expert Go software engineer with tool-calling capabilities. This is version 4, substantially rebuilt from v3 with:
- Structured messages format (not pre-rendered ChatML text)
- Go AST-extracted code from real repositories using go/parser
- Go 1.26 feature coverage (February 2026 release)
- Senior/staff-level engineering content (architecture, distributed systems, API design)
- Native Qwen2.5 tool-calling format with structured tool_calls and tools fields
- Semantic deduplication and repository-disjoint splits
Dataset Statistics
| Split | Examples | Est. Tokens |
|---|---|---|
| Train | 20195 | ~8,157,109 |
| Validation | 708 | ~304,641 |
| Test | 520 | ~238,381 |
| Total | 21423 | ~8,700,131 |
Categories
{ "go126": 775, "repo_task": 15785, "senior_staff": 3936, "tool_trajectory": 927 }
Sources
{ "dex": 253, "go": 6850, "grpc-go": 969, "krakend-ce": 11, "kubernetes": 7702, "synthetic": 5638 }
Tool Trajectory Stats
- Count: 927
- Average trajectory length: 3.16
- Total tool calls: 2933
Data Format
Each example is a JSON object with:
{
"messages": [
{"role": "system", "content": "You are an expert Go software engineer..."},
{"role": "user", "content": "Fix the failing test..."},
{"role": "assistant", "content": "Let me read the file...", "tool_calls": [
{"type": "function", "function": {"name": "read_file", "arguments": {"path": "main.go"}}}
]},
{"role": "tool", "name": "read_file", "content": "package main..."},
{"role": "assistant", "content": "The issue is..."}
],
"tools": [
{"type": "function", "function": {"name": "read_file", "description": "...", "parameters": {...}}}
],
"source": "grpc-go",
"category": "tool_trajectory",
"complexity": "medium",
"tags": ["tool-calling", "debugging"],
"quality_score": 8
}
Data Sources
Repository-Grounded (Real Code)
- Kubernetes (7702 examples): Extracted using go/parser from the Kubernetes codebase
- Go Standard Library (6850 examples): Extracted from Go standard library source
- grpc-go (969 examples): Extracted from the official gRPC Go implementation
- Dex (253 examples): Extracted from the Dex identity service
- KrakenD (11 examples): Extracted from KrakenD CE
Synthetic (High-Quality Generated)
- Go 1.26 Features (775 examples): Covers all Go 1.26 features from official release notes
- Senior/Staff Content (3936 examples): Architecture, distributed systems, API design, etc.
- Tool Trajectories (927 examples): Multi-step tool-calling workflows
Preprocessing
- AST Extraction: Go code extracted using go/parser and go/ast (not regex)
- Quality Filtering: Trivial functions (<5 lines) and generated code excluded
- Task Generation: Completion, explanation, review, and test-writing tasks from each code symbol
- Semantic Deduplication: Near-duplicate detection on normalized user+assistant content
- Repository-Disjoint Splits: Code split by file-path clusters within repos
- Go 1.26 Validation: Feature examples verified against official release notes
Go 1.26 Features Covered
new(expr)expression support- Self-referential generic type constraints
- Green Tea garbage collector (enabled by default)
go fixmodernizers with//go:fix inlinedirectives- Goroutine leak profiler (experimental)
crypto/hpkepackage (RFC 9180)simd/archsimd(experimental, GOEXPERIMENT=simd)errors.AsTypegeneric error type assertionslog.NewMultiHandlerbytes.Buffer.Peek- Reflect iterators (Type.Fields, Type.Methods, etc.)
- Testing artifacts (T.ArtifactDir, B.ArtifactDir)
- And more...
Intended Use
Fine-tuning Qwen2.5-Coder-7B-Instruct for:
- Production Go code generation
- Autonomous coding agent workflows (OpenCode, etc.)
- Tool calling / function calling in Go development contexts
- Senior/staff-level Go engineering advice
- Go 1.26 feature education
Citation
@dataset{mencosk_gomodel_go_expert_v4,
author = {mencosk},
title = {GoModel Go Expert v4 Dataset},
year = 2026,
publisher = {Hugging Face},
url = {https://huggingface.co/datasets/mencosk/gomodel-go-expert-v4}
}
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