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theseus

Getting Started
Launch Commands
Tutorials
Tutorials
- Overview
- Running Experiments
  Running Experiments
- Adding Things
  Adding Things
  - Overview
  - Model
  - Experiment
  - Dataset
  - Evaluation
  - Analysis Job
Design
Design
Reference
Reference
- base
  base
  - axis
  - chip
  - hardware
  - job
  - topology
- cli
- config
- data
  data
  - datasets
    
    datasets
    
    alpaca
    
    bbq
    
    ccaligned
    
    cfq
    
    clutrr
    
    dataset
    
    dictlearn
    
    fever
    
    fineweb
    
    flan
    
    harmfulqa
    
    longbench
    
    longhealth
    
    mmlu
    
    mnli
    
    mtob
    
    openr1_math
    
    pes2o
    
    pg19
    
    pile
    
    pile_detoxify
    
    pile_injected
    
    qqp
    
    siqa
    
    squad
    
    sst2
    
    winogrande
  - tokenize
  - tokenizer
- dispatch
  dispatch
  - bootstrap
  - config
  - dispatch
  - mailbox
    
    mailbox
    
    mailbox
    
    sidecar
  - slurm
  - solve
  - ssh
  - sync
  - tpu
  - volcano
- evaluation
  evaluation
  - base
  - datasets
    
    datasets
    
    alpaca
    
    arc_challenge
    
    arithmetic
    
    bbh
    
    bbq
    
    blimp
    
    ccaligned
    
    cfq
    
    clutrr
    
    dictlearn
    
    fever
    
    gsm8k
    
    hellaswag
    
    longbench
    
    longhealth
    
    math
    
    mmlu
    
    mnli
    
    mtob
    
    perplexity_evals
    
    pes2o
    
    pg19
    
    pg19_lengthgen
    
    pile
    
    pile_injected
    
    qqp
    
    siqa
    
    squad
    
    sst2
    
    tinystories
    
    winogrande
- experiments
  experiments
  - benchmark
  - continual
    
    continual
    
    abcd
    
    benchmark
  - loopdepth
    
    loopdepth
    
    pretrain
    
    projection
  - models
    
    models
    
    forking
    
    gpt
    
    gpt_neox
    
    lact
    
    llama
    
    looped
    
    moe
    
    qwen
    
    qwen_3_5
    
    tiemlp
  - mok
    
    mok
    
    reward
    
    smoke
- inference
  inference
  - base
  - ttt
- job
- mock
- model
  model
  - activations
    
    activations
    
    swiglu
  - attention
    
    attention
    
    base
    
    forking
    
    gated_delta
    
    grouped
    
    rope
    
    scratching
  - axes
  - block
    
    block
    
    block
    
    forking
    
    gpt_neox
    
    hinted hinted
    Table of contents
    
    hinted
    
    HintedBlock
    
    lact
    
    llama
    
    mamba
    
    moe
    
    qwen
    
    qwen_3_5
    
    scratching
    
    tiemlp
  - layers
    
    layers
    
    lact
    
    layernorm
    
    mlp
    
    mrope
    
    rmsnorm
    
    rope
  - masks
  - models
    
    models
    
    base
    
    contrib
    
    contrib
    
    gpt_neox
    
    llama
    
    marin
    
    qwen
    
    qwen_3_5
    
    qwen_3_5_moe
    
    hybrid
    
    lact
    
    looped
    
    mamba
    
    middle_looped
    
    moe
    
    scratchbubbles
    
    thoughtbubbles
    
    tiemlp
  - module
  - moe
    
    moe
    
    base
    
    bias_balanced
    
    shared
  - utils
- plot
- quick
- registry
- training
  training
  - backbone
  - base
  - contrastive
  - flywheel
    
    flywheel
    
    contrastive
    
    padded
    
    pmd
    
    strategy
  - grpo
  - kl_divergence
  - lora
  - optimizers
    
    optimizers
    
    adamw
    
    muon
  - ppo
  - schedules
    
    schedules
    
    cosine_rewarm
    
    wsd
    
    wsds
  - utils
- web
  web
  - app
  - auth
  - generate_password_hash
  - models
  - routes
    
    routes
    
    api
    
    auth
    
    views
  - services
    
    services
    
    cache
    
    checkpoints
    
    logs
    
    status

Table of contents

hinted
- HintedBlock

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`hinted` ¶

`HintedBlock` ¶

Bases: Block

Transformer block with an indexed hint on its attention read.