neuron-explorer
Steering-first neuron explorer for Qwen3.5-4B: push every MLP neuron, keep every rollout, browse the results
翻译准备中
尚未检测到更新。GitHub 发布版本后会显示在这里。
个人 GitHub 账号下公开仓库的所有者可以登录并验证所有权,自行管理介绍,无需管理员批准。
登录并生成验证文件,在 30 分钟内将其提交到此仓库的默认分支。其他分支或分叉仓库中的文件无效。然后在下方检查文件,即可无需管理员批准直接管理项目。请保留文件以维持管理权限。
如需登录,将前往登录页面。登录后请回到此处,再次点击所选的验证按钮。
在项目文件夹中运行 /nomorevibe verify,即可验证所有权并自行管理介绍。
一分钟完成验证正在加载完整 README。 以下为已保存的摘录。
• A dedicated Dict type. It is a thin wrapper around Dictionary with more functionality and nicer Error messages.
• A DefaultDict type. It works like Python's' defaultdict.
By providing a default function in the constructor it will always return a value for any key.
• Extension methods for working with the IDictionary interface.
It also works in JS and TS with Fable.查看完整 README ↗This F# library provides:
A dedicated Dict<'K,'V> type. It is a thin wrapper around Dictionary<'K,'V> with more functionality and nicer Error messages.
A DefaultDict<'K,'V> type. It works like Python's defaultdict.
By providing a default function in the constructor it will always return a value for any key.
Extension methods for working with the IDictionary<'K,'V> interface.
It also works in JS and TS with Fable.
This library was designed for use with F# scripting.
It follows the semantics of System.Collections.Generic.Dictionary,
but a missing key never gives you a null or default value silently.
Functions starting with try... return an F# Option (except TryGetValue, which keeps the .NET bool * value shape).
Otherwise when a function fails on invalid input it will throw a descriptive exception.
I was always annoyed that a KeyNotFoundException does not include the actual bad key nor a pretty printed dictionary.
This library fixes that in Dict.Get, the Dict indexer, Pop, the IDictionary extension GetValue and other item access functions.
All examples assume:
#r "nuget: Dicts"
open Dicts
Dict<'K,'V> is a thin wrapper around Dictionary<'K,'V> that gives descriptive exceptions when a key is missing, including the key, item count, and a pretty-printed dictionary.
// Create from key-value pairs (throws on duplicate keys, like the Dictionary constructor)
let d = Dict.create [ "a", 1; "b", 2; "c", 3 ]
d.["a"] // 1
d.Get "b" // 2
d.Set "d" 4 // adds or updates key "d"
d.Count // 4
// Add works like Dictionary.Add: it throws if the key already exists.
d.Add("e", 5) // adds key "e"
d.Add("e", 6) // throws ArgumentException, use d.Set or d.["e"] <- 6 to replace a value
// Nicer error messages than System.Collections.Generic.Dictionary:
d.["z"] // throws KeyNotFoundException:
// "Dict.get failed to find key "z" in seq [[a, 1]; [b, 2]; [c, 3]; [d, 4]; ...] of 5 items"
// Check for keys
d.ContainsKey "a" // true
d.DoesNotContainKey "z" // true
// Use IsEmpty / IsNotEmpty
d.IsEmpty // false
d.IsNotEmpty // true
let d = Dict.create [ "x", 10; "y", 20 ]
d.Pop "x" // 10 (key "x" is removed from d)
d.Count // 1
d.TryPop "y" // Some 20 (key "y" is removed)
d.TryPop "y" // None (already removed, no exception)
let d = Dict.create [ "a", 1 ]
// Only sets if key is absent, returns true if it was set
d.SetIfKeyAbsent "a" 99 // false (key "a" exists, value stays 1)
d.SetIfKeyAbsent "b" 42 // true (key "b" is now 42)
// Get existing value, or create and store a default
d.GetOrSetDefaultValue 0 "c" // 0 (key "c" is now set to 0)
d.GetOrSetDefaultValue 0 "a" // 1 (key "a" already exists)
// Default from a function that receives the key
d.GetOrSetDefault (fun k -> k.Length) "hello" // 5
DefaultDict<'K,'V> calls a default function whenever a missing key is accessed.
This is inspired by Python's defaultdict.
// Count word occurrences using a mutable ref cell
let counter = DefaultDict<string, int ref>(fun _ -> ref 0)
for word in ["hi"; "world"; "hi"; "hi"] do
incr counter.[word]
counter.["hi"].Value // 3
counter.["world"].Value // 1
// Group items by key
let groups = DefaultDict<string, ResizeArray<int>>(fun _ -> ResizeArray())
groups.["evens"].Add 2
groups.["odds"].Add 1
groups.["evens"].Add 4
groups.["evens"] |> Seq.toList // [2; 4]
groups.["odds"] |> Seq.toList // [1]
Important: Accessing a missing key with Get or the indexer .[key] creates it.
Use TryGetValue or ContainsKey to check without creating:
let dd = DefaultDict<string, int>(fun _ -> 0)
dd.ContainsKey "x" // false (does not create "x")
let ok, _ = dd.TryGetValue "x" // ok = false (does not create "x")
dd.["x"] // 0 (now "x" IS created with the default)
dd.ContainsKey "x" // true
DefaultDict implements IEnumerable, ICollection and IReadOnlyCollection of KeyValuePair, but not IDictionary,
because a TryGetValue that finds nothing while Get always returns a value would break the IDictionary contract.
So the Dict module functions below don't take a DefaultDict. Use dd.InternalDictionary if you need an IDictionary.
The Dict module provides functions that work on any IDictionary<'K,'V>, including plain Dictionary and Dict.
let d = Dict.create [ "a", 1; "b", 2; "c", 3 ]
// Functional get / set / add / tryGet
Dict.get "a" d // 1
Dict.set "d" 4 d // sets key "d" to 4 (adds or replaces)
Dict.add "d" 5 d // throws ArgumentException, key "d" exists already (like Dictionary.Add)
Dict.tryGet "z" d // None
Dict.tryGet "a" d // Some 1
// Pop and tryPop
Dict.pop "d" d // 4 (removes key "d")
Dict.tryPop "d" d // None (already removed)
// Conditional set
Dict.setIfKeyAbsent "a" 99 d // false (key "a" exists)
Dict.setIfKeyAbsent "e" 5 d // true (key "e" is now 5)
// Get or create a default
Dict.getOrSetDefaultValue 0 "f" d // 0 (key "f" is now 0)
// Iteration
Dict.keys d |> Seq.toList // ["a"; "b"; "c"; "e"; "f"]
Dict.values d |> Seq.toList // [1; 2; 3; 5; 0]
Dict.items d |> Seq.toList // [("a",1); ("b",2); ("c",3); ("e",5); ("f",0)]
Dict.iter (fun k v -> printfn "%s = %d" k v) d
Dict.map (fun k v -> $"{k}:{v}") d |> Seq.toList
let expensiveComputation = Dict.memoize (fun n ->
printfn "computing %d..." n
n * n
)
expensiveComputation 5 // prints "computing 5...", returns 25
expensiveComputation 5 // returns 25 immediately, no print
The cache is a plain Dictionary, so don't call a memoized function from several threads at the same time.
Extension methods available on any IDictionary<'K,'V> (including Dictionary<'K,'V>):
open Dicts.ExtensionsIDictionary
let d = System.Collections.Generic.Dictionary<string,int>()
d.["x"] <- 10; d.["y"] <- 20; d.["z"] <- 30
d.GetValue "x" // 10 (with descriptive error on missing key)
d.SetValue "w" 40 // adds key "w"
d.Pop "w" // 40 (removes key "w")
d.TryPop "w" // None
d.Items |> Seq.toList // seq of (key, value) tuples
d.KeysSeq |> Seq.toList // seq of keys
d.ValuesSeq |> Seq.toList // seq of values
d.DoesNotContainKey "w" // true
All types provide readable string representations, in the same format as ResizeArrayT:
let d = Dict.create [ "name", "Alice"; "city", "Zurich"; "lang", "F#" ]
d.ToString() // "Dict<String,String> with 3 items"
d.AsString // "Dict<String,String> with 3 items:\n name: Alice\n city: Zurich\n lang: F#\n"
d.ToString(1) // "Dict<String,String> with 3 items:\n name: Alice\n ...\n lang: F#\n"
AsString shows up to 5 entries, ToString(n) up to n entries. If entries are left out, ... and the last entry follow.
Each key and value is shown on one line and cut off after 200 characters.
In Fable ToString() shows the generic parameters as Dict<'K,'V>, while AsString and ToString(n) show the actual type names.
All Tests run in both javascript and dotnet. They are written with Scriptorium, so the same tests run unchanged on both. Successful Fable compilation to typescript is verified too. Go to the tests folder:
cd Tests
For testing with .NET (the tests target net8.0, so the .NET 8 runtime is required):
dotnet run
for JS testing via Fable and TS verification:
dotnet tool restore
npm ci
npm test
see CHANGELOG.md