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36287, 323, 21272, 23393, 432, 4157, 21000, 592, 2246, 382, 6689, 89987, 6589, 3880, 279, 1852, 12341, 13, 22526, 17189, 7484, 1558, 198, 1921, 12118, 264, 13951, 6337, 6092, 13, 4636, 18774, 34503, 323, 650, 16210, 11, 279, 198, 20942, 1969, 2987, 12118, 429, 730, 374, 74916, 553, 279, 2480, 730, 3019, 476, 3410, 198, 64, 4396, 42148, 9787, 13, 32265, 311, 220, 18, 17, 11, 369, 3110, 11, 1558, 537, 9357, 458, 198, 359, 81535, 730, 3019, 315, 220, 24, 21, 382, 55501, 8502, 1969, 5545, 279, 5042, 6172, 66234, 16414, 624, 40129, 1172, 264, 13027, 6546, 5181, 374, 38313, 13, 576, 13954, 386, 4406, 323, 198, 45, 2954, 12289 ], "actual_prompt_tokens": 4096, "chat_template": false, "special_tokens_added": false } }, "output_tokens_per_request": 1024, "timed_output_tokens": 2047, "chunk_size": 128, "chunk_selection": "fixed before this experiment; no timing-based selection", "policies": [ "eager", "chunked" ], "trials": 5, "warmups_per_policy": 1, "sampling": "GPU greedy, EOS ignored, exact output counts", "arrival": "A has returned token zero before timing; at t0 B arrives and A is ready for its next decode" }, "precision": { "storage_dtype": "float32", "accumulation_dtype": "float32", "candidate_weight_packing": { "enabled": true, "format": "fp32_high16x2_u32_lossless", "decoded_dtype": "float32", "storage_dtype": "uint32", "values_per_word": 2, "scopes": [ "layer_weights", "embedding" ], "consumers": [ "decode_projections", "first_token_vocabulary_projection" ], "element_count": 596048896, "unpacked_bytes": 2384195584, "packed_bytes": 1192097792, "verification": { "finite": true, "even_elements": true, "zero_low16_bits": true, "roundtrip_bitwise": true }, "original_buffers_retained": true }, "same_backend_and_weight_storage_across_policies": true, "native_role": "independent correctness reference only; no native speed comparison" }, "precision_comparison": { "class": "same_backend_scheduling", "same_weight_representation": true, "same_weight_values": true, "storage_dtype": "float32", "storage_dtype_scope": "activations_and_kv_cache", "accumulation_dtype": "float32", "bitwise_exact": false, "scope": "identical candidate implementation and physical weight storage across scheduling policies; native MLX is correctness-only" }, "execution": { "cooperative_serial_interleaving": true, "cache_reset_policy": "logical", "hardware_overlap_claimed": false, "self_request_prefill_decode_overlap": false, "shared_immutable_weights": true, "independent_request_cache_and_workspace": true, "fifo": "finish A, then prefill and generate B", "eager": "finish every B prefill chunk, then alternate ready A/B decodes", "chunked": "one decode per request ready at round start, then at most one B prefill chunk", "terminal_prefill": "only the true final prompt chunk computes final-layer output and immediately projects/selects B's first token", "quantum_completion": "host synchronization after each prefill chunk; GPU greedy token read synchronizes each decode" }, "correctness": { "cache_check_interval": 64, "tolerances": [ { "rtol": 0.001, "atol": 0.001 }, { "rtol": 0.001, "atol": 0.001 } ], "policy_gate": "every policy validates all A/B prefill boundaries and output steps before any timings", "generation": "full vocabulary logits and exact greedy/input tokens every step; new K/V slot in every layer; full valid prefix at first output, interval checkpoints and final output", "timed_sequences": "every warmup and timed sequence must match independent native IDs; any failure discards all timings" }, "measurement": { "included": "B cache reset, scheduler/control work, remaining A decode, all B prefill/decode, GPU greedy and host token observation", "excluded": "A cache reset/prefill/first token, checkpoint load, conversion/packing, compilation, persistent allocation, tokenization, correctness checks and warmups", "request_a_latency": "remaining completion latency since resumption; not its end-to-end request latency or TTFT", "throughput": "(2 * output_tokens - 1) / makespan; includes exactly all timed output IDs", "a_initial_gap": "time from fixed t0 resumption/B arrival to A's next observed token", "tpot": "mean within-request inter-token gap; individual p50/p95/p99/max gaps are also recorded", "active_interference": "full A inter-token intervals intersecting B's prefill/service windows; empty intersections have null quantiles, not zero latency", "quantile_method": "linear interpolation; within-request intervals, not independent trials", "stall_threshold_seconds": 0.1, "stall_definition": "gap strictly above preset threshold; excess sums max(gap - threshold, 0), not a hardware stall counter", "aggregation": "per-policy trial medians; paired baseline/policy ratios for lower-is-better times; all samples retained, no confidence intervals", "paired_baseline": "eager", "limitations": "two fixed requests and few repetitions; descriptive latency distributions, not serving capacity or statistically established tail guarantees" } }