105 lines
3.2 KiB
YAML
105 lines
3.2 KiB
YAML
# MiniCPM-o 4.5 deploy: 8x4090 layout (24GB cards).
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#
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# Stage 0 (thinker): GPU 0,1,2,3 — 4-way TP, ~85% mem (≈20.4 GB / card,
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# thinker weights take ~17.5 GB per card
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# on 4090, leaving ~3 GB for KV cache /
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# activations).
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# Stage 1 (talker) : GPU 4 — MiniCPMTTS codec generation, ~90% mem.
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# Stage 2 (code2wav): GPU 5 — codec-to-waveform generation, ~90% mem.
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#
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# max_model_len is pinned to 4096 because the upstream config.json
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# advertises max_position_embeddings=40960 (tuned for H20 141GB); on a
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# 24 GB 4090 a 40k-token KV cache request OOMs the worker process
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# before serving the first request. 8192 also OOMs in practice with
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# this thinker model + vision/audio encoders + Whisper preallocation,
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# so 4096 is the empirically-verified safe ceiling.
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pipeline: minicpmo_4_5
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async_chunk: true
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# session_mode: duplex makes vllm-omni serve run this model duplex-only
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# (/v1/realtime?duplex=1). The default duplex_session caps sessions at 1,
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# matching Stage 0/1 max_num_seqs below.
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session_mode: duplex
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trust_remote_code: true
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enable_prefix_caching: false
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connectors:
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connector_of_shared_memory:
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name: SharedMemoryConnector
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extra:
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connector_get_sleep_s: 0.01
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connector_get_max_wait_first_chunk: 3000
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connector_get_max_wait: 300
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codec_chunk_frames: 25
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codec_left_context_frames: 3
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# HiFT capture buckets are derived from codec_chunk_frames and
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# codec_left_context_frames. (#5869)
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# A future initial_codec_chunk_frames shape will use lazy capture unless
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# HiFTGraphWrapper.derive_capture_bucket_size explicitly includes it.
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enable_hift_graph: true
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enable_cfm_graph: true
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cfm_max_graphs: 32
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stages:
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- stage_id: 0
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max_num_seqs: 1
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gpu_memory_utilization: 0.85
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enforce_eager: true
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tensor_parallel_size: 4
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max_model_len: 4096
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max_num_batched_tokens: 4096
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devices: "0,1,2,3"
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interleave_mm_strings: true
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media_io_kwargs:
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video:
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fps: 1
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num_frames: 128
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limit_mm_per_prompt:
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video: 1
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default_sampling_params:
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temperature: 0.0
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top_p: 1.0
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top_k: -1
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max_tokens: 2048
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seed: 42
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detokenize: true
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repetition_penalty: 1.1
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- stage_id: 1
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max_num_seqs: 1
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gpu_memory_utilization: 0.9
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enforce_eager: true
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max_num_batched_tokens: 8192
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devices: "4"
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output_connectors:
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to_stage_2: connector_of_shared_memory
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default_sampling_params:
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temperature: 0.8
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top_p: 0.85
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top_k: 25
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# See minicpmo_4_5.yaml: the Talker rescores this over a 16-frame window.
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repetition_penalty: 1.05
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min_tokens: 50
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max_tokens: 4096
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seed: 42
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detokenize: false
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- stage_id: 2
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max_num_seqs: 1
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gpu_memory_utilization: 0.9
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enforce_eager: true
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enable_chunked_prefill: false
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max_num_batched_tokens: 65536
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max_model_len: 65536
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devices: "5"
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input_connectors:
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from_stage_1: connector_of_shared_memory
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default_sampling_params:
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temperature: 0.0
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top_p: 1.0
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top_k: -1
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max_tokens: 65536
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detokenize: true
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platforms: {}
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