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    openai_tool_parser
    
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  - inputs
    
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  - logging_utils
    
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  - lora
    
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    utils
    
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    ops
    
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    utils
  - model_executor
    
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    linear
    
    logits_processor
    
    mla
    
    pooler
    
    resampler
    
    utils
    
    vocab_parallel_embedding
    
    fla
    
    fla
    
    ops
    
    ops
    
    chunk
    
    chunk_delta_h
    
    chunk_o
    
    chunk_scaled_dot_kkt
    
    cumsum
    
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    index
    
    kda
    
    l2norm
    
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    op
    
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    utils
    
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    all2all_utils
    
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    config
    
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    cutlass_moe
    
    deep_gemm_moe
    
    deep_gemm_utils
    
    deepep_ht_prepare_finalize
    
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    flashinfer_cutlass_moe
    
    flashinfer_cutlass_prepare_finalize
    
    flashinfer_trtllm_moe
    
    fused_batched_moe
    
    fused_marlin_moe
    
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    fused_moe_method_base
    
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    gpt_oss_triton_kernels_moe
    
    layer
    
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    prepare_finalize
    
    rocm_aiter_fused_moe
    
    routing_simulator
    
    shared_fused_moe
    
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    unquantized_fused_moe_method
    
    utils
    
    mamba
    
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    abstract
    
    linear_attn
    
    mamba_mixer
    
    mamba_mixer2
    
    mamba_utils
    
    short_conv
    
    ops
    
    ops
    
    causal_conv1d
    
    layernorm_gated
    
    mamba_ssm
    
    ssd_bmm
    
    ssd_chunk_scan
    
    ssd_chunk_state
    
    ssd_combined
    
    ssd_state_passing
    
    quantization
    
    quantization
    
    auto_round
    
    awq
    
    awq_marlin
    
    awq_triton
    
    base_config
    
    bitblas
    
    bitsandbytes
    
    deepspeedfp
    
    experts_int8
    
    fbgemm_fp8
    
    fp8
    
    fp_quant
    
    gguf
    
    gptq
    
    gptq_bitblas
    
    gptq_marlin
    
    gptq_marlin_24
    
    hqq_marlin
    
    inc
    
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    mxfp4
    
    petit
    
    ptpc_fp8
    
    qutlass_utils
    
    rtn
    
    schema
    
    torchao
    
    tpu_int8
    
    compressed_tensors
    
    compressed_tensors
    
    compressed_tensors
    
    compressed_tensors_moe
    
    triton_scaled_mm
    
    utils
    
    schemes
    
    schemes
    
    compressed_tensors_24
    
    compressed_tensors_scheme
    
    compressed_tensors_w4a4_nvfp4
    
    compressed_tensors_w4a8_fp8
    
    compressed_tensors_w4a8_int
    
    compressed_tensors_w4a16_24
    
    compressed_tensors_w4a16_nvfp4
    
    compressed_tensors_w8a8_fp8
    
    compressed_tensors_w8a8_int8
    
    compressed_tensors_w8a16_fp8
    
    compressed_tensors_wNa16
    
    transform
    
    transform
    
    linear
    
    module
    
    utils
    
    schemes
    
    schemes
    
    linear_qutlass_nvfp4
    
    kernels
    
    kernels
    
    mixed_precision
    
    mixed_precision
    
    allspark
    
    bitblas
    
    conch
    
    cutlass
    
    dynamic_4bit
    
    exllama
    
    MPLinearKernel
    
    machete
    
    marlin
    
    scaled_mm
    
    scaled_mm
    
    aiter
    
    cpu
    
    cutlass
    
    ScaledMMLinearKernel
    
    triton
    
    xla
    
    quark
    
    quark
    
    quark
    
    quark_moe
    
    utils
    
    schemes
    
    schemes
    
    quark_ocp_mx
    
    quark_scheme
    
    quark_w8a8_fp8
    
    quark_w8a8_int8
    
    utils
    
    utils
    
    allspark_utils
    
    bitblas_utils
    
    flashinfer_fp4_moe
    
    flashinfer_utils
    
    fp8_utils
    
    gptq_utils
    
    int8_utils
    
    layer_utils
    
    machete_utils
    
    marlin_utils
    
    marlin_utils_fp4
    
    marlin_utils_fp8
    
    marlin_utils_test
    
    marlin_utils_test_24
    
    mxfp4_utils
    
    mxfp6_utils
    
    mxfp8_utils
    
    nvfp4_emulation_utils
    
    nvfp4_moe_support
    
    ocp_mx_utils
    
    petit_utils
    
    quant_utils
    
    w8a8_utils
    
    rotary_embedding
    
    rotary_embedding
    
    base
    
    common
    
    deepseek_scaling_rope
    
    dual_chunk_rope
    
    dynamic_ntk_alpha_rope
    
    dynamic_ntk_scaling_rope
    
    ernie45_vl_rope
    
    linear_scaling_rope
    
    llama3_rope
    
    llama4_vision_rope
    
    mrope
    
    ntk_scaling_rope
    
    phi3_long_rope_scaled_rope
    
    yarn_scaling_rope
    
    model_loader
    
    model_loader
    
    base_loader
    
    bitsandbytes_loader
    
    default_loader
    
    dummy_loader
    
    gguf_loader
    
    online_quantization
    
    runai_streamer_loader
    
    sharded_state_loader
    
    tensorizer
    
    tensorizer_loader
    
    tpu
    
    utils
    
    weight_utils
    
    models
    
    models
    
    adapters
    
    aimv2
    
    apertus
    
    arcee
    
    arctic
    
    aria
    
    aya_vision
    
    baichuan
    
    bailing_moe
    
    bamba
    
    bee
    
    bert
    
    bert_with_rope
    
    blip
    
    blip2
    
    bloom
    
    chameleon
    
    chatglm
    
    clip
    
    cohere2_vision
    
    commandr
    
    config
    
    dbrx
    
    deepencoder
    
    deepseek_eagle
    
    deepseek_mtp
    
    deepseek_ocr
    
    deepseek_v2
    
    deepseek_vl2
    
    dots1
    
    dots_ocr
    
    ernie45
    
    ernie45_moe
    
    ernie45_vl
    
    ernie45_vl_moe
    
    ernie_mtp
    
    exaone
    
    exaone4
    
    fairseq2_llama
    
    falcon
    
    falcon_h1
    
    flex_olmo
    
    fuyu
    
    gemma
    
    gemma2
    
    gemma3
    
    gemma3_mm
    
    gemma3n
    
    gemma3n_mm
    
    glm
    
    glm4
    
    glm4_1v
    
    glm4_moe
    
    glm4_moe_mtp
    
    glm4v
    
    gpt2
    
    gpt_bigcode
    
    gpt_j
    
    gpt_neox
    
    gpt_oss
    
    granite
    
    granite_speech
    
    granitemoe
    
    granitemoehybrid
    
    granitemoeshared
    
    gritlm
    
    grok1
    
    h2ovl
    
    hunyuan_v1
    
    hyperclovax_vision
    
    idefics2_vision_model
    
    idefics3
    
    interfaces
    
    interfaces_base
    
    intern_vit
    
    internlm2
    
    internlm2_ve
    
    interns1
    
    interns1_vit
    
    internvl
    
    jais
    
    jamba
    
    jina_vl
    
    keye
    
    keye_vl1_5
    
    kimi_linear
    
    kimi_vl
    
    lfm2
    
    lfm2_moe
    
    lightonocr
    
    llama
    
    llama4
    
    llama4_eagle
    
    llama_eagle
    
    llama_eagle3
    
    llava
    
    llava_next
    
    llava_next_video
    
    llava_onevision
    
    longcat_flash
    
    longcat_flash_mtp
    
    mamba
    
    mamba2
    
    medusa
    
    midashenglm
    
    mimo
    
    mimo_mtp
    
    minicpm
    
    minicpm3
    
    minicpm_eagle
    
    minicpmo
    
    minicpmv
    
    minimax_m2
    
    minimax_text_01
    
    minimax_vl_01
    
    mistral3
    
    mixtral
    
    mllama4
    
    mlp_speculator
    
    modernbert
    
    module_mapping
    
    molmo
    
    moonvit
    
    mpt
    
    nano_nemotron_vl
    
    nemotron
    
    nemotron_h
    
    nemotron_nas
    
    nemotron_vl
    
    nvlm_d
    
    olmo
    
    olmo2
    
    olmoe
    
    openpangu
    
    openpangu_mtp
    
    opt
    
    orion
    
    ouro
    
    ovis
    
    ovis2_5
    
    paddleocr_vl
    
    paligemma
    
    persimmon
    
    phi
    
    phi3
    
    phi3v
    
    phi4_multimodal
    
    phi4mm
    
    phi4mm_audio
    
    phi4mm_utils
    
    phimoe
    
    pixtral
    
    plamo2
    
    qwen
    
    qwen2
    
    qwen2_5_omni_thinker
    
    qwen2_5_vl
    
    qwen2_audio
    
    qwen2_moe
    
    qwen2_rm
    
    qwen2_vl
    
    qwen3
    
    qwen3_moe
    
    qwen3_next
    
    qwen3_next_mtp
    
    qwen3_omni_moe_thinker
    
    qwen3_vl
    
    qwen3_vl_moe
    
    qwen_vl
    
    radio
    
    registry
    
    roberta
    
    rvl
    
    seed_oss
    
    siglip
    
    siglip2navit
    
    skyworkr1v
    
    smolvlm
    
    solar
    
    stablelm
    
    starcoder2
    
    step3_text
    
    step3_vl
    
    swin
    
    tarsier
    
    telechat2
    
    teleflm
    
    terratorch
    
    ultravox
    
    utils
    
    vision
    
    voxtral
    
    whisper
    
    zamba2
    
    transformers
    
    transformers
    
    base
    
    causal
    
    legacy
    
    moe
    
    multimodal
    
    pooling
    
    utils
    
    warmup
    
    warmup
    
    deep_gemm_warmup
    
    kernel_warmup
  - multimodal
    
    multimodal
    
    audio
    
    base
    
    cache
    
    evs
    
    hasher
    
    image
    
    inputs
    
    parse
    
    processing
    
    profiling
    
    registry
    
    utils
    
    video
  - platforms
    
    platforms
    
    cpu
    
    cuda
    
    interface
    
    rocm
    
    tpu
    
    xpu
  - plugins
    
    plugins
    
    io_processors
    
    io_processors
    
    interface
    
    lora_resolvers
    
    lora_resolvers
    
    filesystem_resolver
  - profiler
    
    profiler
    
    gpu_profiler
    
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vllm.distributed.ec_transfer.ec_connector ¶

Modules:

Name	Description
`base`	ECConnectorBase Class for Distributed Encoder Cache &
`factory`
`shared_storage_connector`

November 12, 2025

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