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Encoder where | native : NativeEncoder → Encoder | external : ExternalEncoder → Encoder | generic : GenericEncoder → Encoder
inductive
LeanCopilot.Encoder
Models
LeanCopilot/Models/Registry.lean
[ "Lean", "Batteries.Data.HashMap", "LeanCopilot.Models.Native", "LeanCopilot.Models.External", "LeanCopilot.Models.Generic", "LeanCopilot.Models.Builtin", "LeanCopilot.Models.FFI" ]
[]
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
ModelRegistry where generators : Std.HashMap String Generator
Std.HashMap.ofList [(Builtin.generator.name, .native Builtin.generator)] encoders : Std.HashMap String Encoder := Std.HashMap.ofList [(Builtin.encoder.name, .native Builtin.encoder)]
structure
LeanCopilot.ModelRegistry
Models
LeanCopilot/Models/Registry.lean
[ "Lean", "Batteries.Data.HashMap", "LeanCopilot.Models.Native", "LeanCopilot.Models.External", "LeanCopilot.Models.Generic", "LeanCopilot.Models.Builtin", "LeanCopilot.Models.FFI" ]
[]
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
generatorNames (mr : ModelRegistry) : List String
mr.generators.toList.map (·.1)
def
LeanCopilot.ModelRegistry.generatorNames
Models
LeanCopilot/Models/Registry.lean
[ "Lean", "Batteries.Data.HashMap", "LeanCopilot.Models.Native", "LeanCopilot.Models.External", "LeanCopilot.Models.Generic", "LeanCopilot.Models.Builtin", "LeanCopilot.Models.FFI" ]
[]
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
encoderNames (mr : ModelRegistry) : List String
mr.encoders.toList.map (·.1)
def
LeanCopilot.ModelRegistry.encoderNames
Models
LeanCopilot/Models/Registry.lean
[ "Lean", "Batteries.Data.HashMap", "LeanCopilot.Models.Native", "LeanCopilot.Models.External", "LeanCopilot.Models.Generic", "LeanCopilot.Models.Builtin", "LeanCopilot.Models.FFI" ]
[]
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
modelNames (mr : ModelRegistry) : List String
mr.generatorNames ++ mr.encoderNames
def
LeanCopilot.ModelRegistry.modelNames
Models
LeanCopilot/Models/Registry.lean
[ "Lean", "Batteries.Data.HashMap", "LeanCopilot.Models.Native", "LeanCopilot.Models.External", "LeanCopilot.Models.Generic", "LeanCopilot.Models.Builtin", "LeanCopilot.Models.FFI" ]
[]
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
getModelRegistry : IO ModelRegistry
modelRegistryRef.get
def
LeanCopilot.getModelRegistry
Models
LeanCopilot/Models/Registry.lean
[ "Lean", "Batteries.Data.HashMap", "LeanCopilot.Models.Native", "LeanCopilot.Models.External", "LeanCopilot.Models.Generic", "LeanCopilot.Models.Builtin", "LeanCopilot.Models.FFI" ]
[]
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
getGenerator (name : String) : Lean.CoreM Generator
do let mr ← getModelRegistry match mr.generators[name]? with | some (.native model) => if ¬(← isUpToDate model.url) then Lean.logWarning s!"The local model {model.name} is not up to date. You may want to run `lake exe LeanCopilot/download` to re-download it." return .native model | some descr => r...
def
LeanCopilot.getGenerator
Models
LeanCopilot/Models/Registry.lean
[ "Lean", "Batteries.Data.HashMap", "LeanCopilot.Models.Native", "LeanCopilot.Models.External", "LeanCopilot.Models.Generic", "LeanCopilot.Models.Builtin", "LeanCopilot.Models.FFI" ]
[]
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
getEncoder (name : String) : IO Encoder
do let mr ← getModelRegistry match mr.encoders[name]? with | some descr => return descr | none => throw $ IO.userError s!"unknown encoder: {name}"
def
LeanCopilot.getEncoder
Models
LeanCopilot/Models/Registry.lean
[ "Lean", "Batteries.Data.HashMap", "LeanCopilot.Models.Native", "LeanCopilot.Models.External", "LeanCopilot.Models.Generic", "LeanCopilot.Models.Builtin", "LeanCopilot.Models.FFI" ]
[]
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
registerGenerator (name : String) (model : Generator)
do let mr ← getModelRegistry modelRegistryRef.modify fun _ => {mr with generators := mr.generators.insert name model}
def
LeanCopilot.registerGenerator
Models
LeanCopilot/Models/Registry.lean
[ "Lean", "Batteries.Data.HashMap", "LeanCopilot.Models.Native", "LeanCopilot.Models.External", "LeanCopilot.Models.Generic", "LeanCopilot.Models.Builtin", "LeanCopilot.Models.FFI" ]
[]
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
reprover : NativeGenerator
{ url := Url.parse! "https://huggingface.co/kaiyuy/ct2-leandojo-lean4-tacgen-byt5-small" tokenizer := ByT5.tokenizer params := { numReturnSequences := 1 } } #eval generate reprover "n : ℕ\n⊢ gcd n n = n"
def
reprover
LeanCopilotTests
LeanCopilotTests/ModelAPIs.lean
[ "LeanCopilot" ]
[ "params" ]
ReProver's tactic generator in CT2 format.
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
reprover' : NativeGenerator
{reprover with device := .cpu computeType := .float32 params := {numReturnSequences := 4} } #eval generate reprover' "n : ℕ\n⊢ gcd n n = n"
def
reprover'
LeanCopilotTests
LeanCopilotTests/ModelAPIs.lean
[ "LeanCopilot" ]
[ "params", "reprover" ]
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
byt5 : NativeGenerator
{ url := Url.parse! "https://huggingface.co/kaiyuy/ct2-byt5-small" tokenizer := ByT5.tokenizer params := { numReturnSequences := 1 } } #eval generate byt5 "Hello, world!"
def
byt5
LeanCopilotTests
LeanCopilotTests/ModelAPIs.lean
[ "LeanCopilot" ]
[ "params" ]
The original ByT5 checkpoint in CT2 format.
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
reproverEncoder : NativeEncoder
{ url := Url.parse! "https://huggingface.co/kaiyuy/ct2-leandojo-lean4-retriever-byt5-small" tokenizer := ByT5.tokenizer } #eval encode reproverEncoder "n : ℕ\n⊢ gcd n n = n"
def
reproverEncoder
LeanCopilotTests
LeanCopilotTests/ModelAPIs.lean
[ "LeanCopilot" ]
[]
ReProver's retriever encoder in CT2 format.
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
dummyGenerator : GenericGenerator
where generate _ _ := return #[⟨"Hello, world!", 0.5⟩, ("Hi!", 0.3)] #eval generate dummyGenerator "n : ℕ\n⊢ gcd n n = n"
def
dummyGenerator
LeanCopilotTests
LeanCopilotTests/ModelAPIs.lean
[ "LeanCopilot" ]
[]
Arbitrary generator you can define.
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
dummyEncoder : GenericEncoder
where encode _ := return FloatArray.mk #[1, 2, 3] #eval encode dummyEncoder "Hi!"
def
dummyEncoder
LeanCopilotTests
LeanCopilotTests/ModelAPIs.lean
[ "LeanCopilot" ]
[]
Arbitrary encoder you can define.
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
params
{Builtin.generator.params with numReturnSequences := 4 minLength := 100 lengthPenalty := 1.0 temperature := 0.5 }
def
params
LeanCopilotTests
LeanCopilotTests/TacticSuggestion.lean
[ "LeanCopilot" ]
[]
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
updatedModel
{Builtin.generator with params := params} #eval getModelRegistry #eval registerGenerator "updatedModel" (.native updatedModel) #eval getModelRegistry
def
updatedModel
LeanCopilotTests
LeanCopilotTests/TacticSuggestion.lean
[ "LeanCopilot" ]
[ "params" ]
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
getOS! : SupportedOS
if System.Platform.isWindows then .windows else if System.Platform.isOSX then .macos else .linux
def
LeanCopilot.getOS!
ModelCheckpointManager
ModelCheckpointManager/Download.lean
[ "ModelCheckpointManager.Url" ]
[ "SupportedOS", "getOS!" ]
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
ensureDirExists (dir : FilePath) : IO Unit
do if ¬ (← dir.pathExists) then IO.FS.createDirAll dir
def
LeanCopilot.ensureDirExists
ModelCheckpointManager
ModelCheckpointManager/Download.lean
[ "ModelCheckpointManager.Url" ]
[ "ensureDirExists" ]
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
getHomeDir : IO FilePath
do let home := if getOS! == .windows then "USERPROFILE" else "HOME" let some dir ← IO.getEnv home | throw $ IO.userError s!"Cannot find the ${home} environment variable." return dir
def
LeanCopilot.getHomeDir
ModelCheckpointManager
ModelCheckpointManager/Download.lean
[ "ModelCheckpointManager.Url" ]
[ "getOS!" ]
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
getDefaultCacheDir : IO FilePath
do return (← getHomeDir) / ".cache/lean_copilot/models"
def
LeanCopilot.getDefaultCacheDir
ModelCheckpointManager
ModelCheckpointManager/Download.lean
[ "ModelCheckpointManager.Url" ]
[]
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
getCacheDir : IO FilePath
do let defaultCacheDir ← getDefaultCacheDir let dir := match ← IO.getEnv "LEAN_COPILOT_CACHE_DIR" with | some dir => (dir : FilePath) | none => defaultCacheDir ensureDirExists dir return dir.normalize
def
LeanCopilot.getCacheDir
ModelCheckpointManager
ModelCheckpointManager/Download.lean
[ "ModelCheckpointManager.Url" ]
[ "ensureDirExists" ]
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
getModelDir (url : Url) : IO FilePath
do return (← getCacheDir) / url.hostname / url.path |>.normalize
def
LeanCopilot.getModelDir
ModelCheckpointManager
ModelCheckpointManager/Download.lean
[ "ModelCheckpointManager.Url" ]
[]
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
isUpToDate (url : Url) : IO Bool
do let dir := ← getModelDir url if ¬ (← dir.pathExists) then return false let _ ← IO.Process.run { cmd := "git" args := #["fetch", "--quiet", "--all"] cwd := dir } let branch := (← IO.Process.run { cmd := "git" args := #["symbolic-ref", "refs/remotes/origin/HEAD","--short"] cwd :...
def
LeanCopilot.isUpToDate
ModelCheckpointManager
ModelCheckpointManager/Download.lean
[ "ModelCheckpointManager.Url" ]
[]
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
initGitLFS : IO Unit
do let proc ← IO.Process.output { cmd := "git" args := #["lfs", "install"] } if proc.exitCode != 0 then throw $ IO.userError "Failed to initialize Git LFS. Please install it."
def
LeanCopilot.initGitLFS
ModelCheckpointManager
ModelCheckpointManager/Download.lean
[ "ModelCheckpointManager.Url" ]
[]
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
downloadUnlessUpToDate (url : Url) : IO Unit
do let dir := ← getModelDir url if ← isUpToDate url then println! s!"The model is available at {dir}" return println! s!"Downloading the model into {dir}" if ← dir.pathExists then IO.FS.removeDirAll dir let some parentDir := dir.parent | unreachable! IO.FS.createDirAll parentDir initGitLFS ...
def
LeanCopilot.downloadUnlessUpToDate
ModelCheckpointManager
ModelCheckpointManager/Download.lean
[ "ModelCheckpointManager.Url" ]
[]
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
builtinModelUrls : List String
[ "https://huggingface.co/kaiyuy/ct2-leandojo-lean4-tacgen-byt5-small", "https://huggingface.co/kaiyuy/ct2-leandojo-lean4-retriever-byt5-small", "https://huggingface.co/kaiyuy/premise-embeddings-leandojo-lean4-retriever-byt5-small", "https://huggingface.co/kaiyuy/ct2-byt5-small" ]
def
builtinModelUrls
ModelCheckpointManager
ModelCheckpointManager/Main.lean
[ "ModelCheckpointManager.Url", "ModelCheckpointManager.Download" ]
[]
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
main (args : List String) : IO Unit
do let mut tasks := #[] let urls := Url.parse! <$> (if args.isEmpty then builtinModelUrls else args) for url in urls do tasks := tasks.push $ ← IO.asTask $ downloadUnlessUpToDate url for t in tasks do match ← IO.wait t with | Except.error e => throw e | Except.ok _ => pure () println! "Done...
def
main
ModelCheckpointManager
ModelCheckpointManager/Main.lean
[ "ModelCheckpointManager.Url", "ModelCheckpointManager.Download" ]
[ "builtinModelUrls" ]
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
Url where protocol : String hostname : String path : FilePath deriving Inhabited, Repr
structure
LeanCopilot.Url
ModelCheckpointManager
ModelCheckpointManager/Url.lean
[]
[]
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
isValid (url : Url) : Bool
¬ url.protocol.isEmpty ∧ ¬ url.hostname.isEmpty ∧ ¬ url.path.toString.isEmpty ∧ url.path.isRelative ∧ url.path.fileName.isSome
def
LeanCopilot.Url.isValid
ModelCheckpointManager
ModelCheckpointManager/Url.lean
[]
[]
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
toString (url : Url) : String
assert! isValid url s!"{url.protocol}://{url.hostname}/{url.path}"
def
LeanCopilot.Url.toString
ModelCheckpointManager
ModelCheckpointManager/Url.lean
[]
[]
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
parse (s : String) : Option Url
let parts := s.splitOn "://" if h : parts.length != 2 then none else have : parts.length > 1 := by by_cases h' : parts.length = 2 · rw [h'] apply Nat.lt_succ_of_le simp · simp_all have : parts.length > 0 := by apply Nat.lt_of_succ_lt assumption let proto...
def
LeanCopilot.Url.parse
ModelCheckpointManager
ModelCheckpointManager/Url.lean
[]
[]
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
parse! (s : String) : Url
match parse s with | some url => url | none => panic! "Invalid url: {s}"
def
LeanCopilot.Url.parse!
ModelCheckpointManager
ModelCheckpointManager/Url.lean
[]
[]
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
name! (url : Url) : String
url.path.fileName.get!
def
LeanCopilot.Url.name!
ModelCheckpointManager
ModelCheckpointManager/Url.lean
[]
[]
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
url₁
parse! "https://huggingface.co/kaiyuy/ct2-leandojo-lean4-tacgen-byt5-small"
def
LeanCopilot.Url.url₁
ModelCheckpointManager
ModelCheckpointManager/Url.lean
[]
[]
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39
url₂
parse! "https://huggingface.co/bert-base-uncased" #eval url₁ #eval url₂ #eval url₁.name! #eval url₂.name!
def
LeanCopilot.Url.url₂
ModelCheckpointManager
ModelCheckpointManager/Url.lean
[]
[]
https://github.com/lean-dojo/LeanCopilot
4ad50a8d816799241c93f6f46f6926ef16189e39