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cleanup deepep ll
Signed-off-by: Sage Moore <sage@neuralmagic.com>
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@ -131,8 +131,7 @@ class DeepEPLLPrepareAndFinalize(mk.FusedMoEPrepareAndFinalize):
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hidden_size = a1.size(1)
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ubatch_ctx = get_current_ubatch_context()
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ubatch_id = ubatch_ctx.id if ubatch_ctx is not None else -1
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a2a_idx = 0 if ubatch_id == -1 else ubatch_id
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a2a_idx = ubatch_ctx.id if ubatch_ctx is not None else 0
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# assert hidden_size in self.SUPPORTED_HIDDEN_SIZES, \
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# (f"Hidden Size {hidden_size} not in supported list of hidden sizes"
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# f"{self.SUPPORTED_HIDDEN_SIZES}")
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@ -155,8 +154,8 @@ class DeepEPLLPrepareAndFinalize(mk.FusedMoEPrepareAndFinalize):
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a1 = a1 * rank_topk_weights.to(a1.dtype)
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# Dispatch
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# yield_and_switch_from_compute_to_comm_impl(schedule="default")
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expert_x, expert_num_tokens, handle, event, hook = \
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yield_and_switch_from_compute_to_comm_impl(schedule="default")
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expert_x, expert_num_tokens, handle, _, _= \
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self.buffers[a2a_idx].low_latency_dispatch(a1,
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rank_topk_ids,
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self.max_tokens_per_rank,
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@ -165,7 +164,7 @@ class DeepEPLLPrepareAndFinalize(mk.FusedMoEPrepareAndFinalize):
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async_finish=False,
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return_recv_hook=False)
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self.handles[a2a_idx] = handle
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# yield_and_switch_from_comm_to_compute_impl(schedule="default")
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yield_and_switch_from_comm_to_compute_impl(schedule="default")
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expert_x, expert_x_scale = self._do_quant(expert_x, a1_scale, a2_scale,
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a1.dtype)
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@ -177,8 +176,7 @@ class DeepEPLLPrepareAndFinalize(mk.FusedMoEPrepareAndFinalize):
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apply_router_weight_on_input: bool) -> None:
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ubatch_ctx = get_current_ubatch_context()
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ubatch_id = ubatch_ctx.id if ubatch_ctx is not None else -1
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a2a_idx = 0 if ubatch_id == -1 else ubatch_id
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a2a_idx = ubatch_ctx.id if ubatch_ctx is not None else 0
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handle = self.handles[a2a_idx]
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assert handle is not None
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@ -188,8 +186,8 @@ class DeepEPLLPrepareAndFinalize(mk.FusedMoEPrepareAndFinalize):
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combine_topk_weights = torch.ones_like(topk_weights)
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# TODO (varun) : Enable zero copy mode
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# yield_and_switch_from_compute_to_comm_impl(schedule="default")
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_, event, hook = self.buffers[a2a_idx].low_latency_combine(
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yield_and_switch_from_compute_to_comm_impl(schedule="default")
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_ = self.buffers[a2a_idx].low_latency_combine(
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fused_expert_output,
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topk_ids,
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combine_topk_weights,
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@ -198,6 +196,5 @@ class DeepEPLLPrepareAndFinalize(mk.FusedMoEPrepareAndFinalize):
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zero_copy=False,
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return_recv_hook=False,
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out=output)
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# event.current_stream_wait()
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# yield_and_switch_from_comm_to_compute_impl(schedule="default")
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yield_and_switch_from_comm_to_compute_impl(schedule="default")
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