Two sessions that were never separated in the working tree, so they land as one commit. check.sh ALL GREEN before and after both. SESSION 19 -- the ring rig gets a frame clock (FINDINGS 51). src/player/stream.s had no frame clock: it asked for record i the instant it finished i-1, outran any finite pipe, and never let the ring back up. The 49.1 sweep passing at 48 KB was therefore a wrap-correctness result and nothing else. PACE/PACEON ($18034/$18038) hold the decoder to 12 fps, so FR_HEAD-FR_TAIL finally means what it reads as: whole frames the decoder could still draw with delivery stopped dead. PACEON=0 free-runs and is what the wrap gate still uses, so every figure in 49 is unmoved. Paced, on the gate container: 64 KB holds 2 frames, 256 KB holds 7-8, 512 KB holds 14-15, all pixel-exact. Tolerance is ceiling-1, measured by cutting the pipe: 256 KB buys 500 ms of dead pipe, not 583. SLACK IS ACCUMULATED, NOT OWNED. It is built out of pipe-wire and a seek spends all of it. At 488 KB/s a 256 KB ring needs 4.83 s of play to reach its ceiling from empty; 512 KB needs 8.42 s to reach 14. A bigger ring raises the ceiling AND lengthens the climb, so a branch point does not ask "is the buffer big enough" but "has there been enough play since the last one" -- and Dragon's Lair's decision points are seconds apart. The rig now also says WHICH resource is binding: at 460 KB/s every ring from 192 KB to 512 KB is rate-bound at ceiling 4 and never fills, so larger rings are dead RAM in that scene. 20_seek_slack.py is the same model rewritten in Python from record sizes, sharing no code with the Lua producer: 35/35 ceilings inside its bracket. SESSION 20 -- the DMAC configuration was in the IPL ROM the whole time (FINDINGS 52). ROADMAP's "do this first" was to put the ADPCM stream on the bus. That needs a clocks-per-byte figure for the audio channel, and 11_cpu_budget.py was charging audio the DISK's rate -- 5 clk/B, its own help text calling it "single-address, bus held". Audio was being charged the favourable end of B3, a 242 KB/s open question. It never had to be a guess. The IPL ROM programs all four HD63450 channels itself and MAME boots the rig with it, so 21_iplrom_dmac.py reads the configuration out of the image and decodes the MC68450 fields. Eight (address, expected bytes, meaning) sites; a mismatch or an unknown revision exits non-zero. In check.sh, no emulator, milliseconds. ch3 DCR=$80, OCR=$32: dual address, 8-bit port, cycle steal WITHOUT hold, REQG=10 external request. The DMAC arbitrates once per byte with no burst to amortise the 5..8 + 2 over, so an audio byte is 16..19 clocks, not 5 -- the old debit was 3.2x..3.8x small. And on the bus it is still nothing: 651 B/frame is 1.25%..1.48% of a frame, about 4% of what the decoder leaves. P6's bus risk does not materialise. The unit worry was worth checking and nearly right: 15.6 kHz is 8 MHz/512 = 15,625 samples/s, two 4-bit samples to a byte = 7,812.5 B/s exactly, and AUDIO_KBPS=7.8 is that in decimal kB while the tool multiplied by 1024. THE DISK CHANNEL IS PROGRAMMED IDENTICALLY. ch1 (SASI) is DCR=$80 too, and so is ch0. That is 16..19 clocks per delivered byte, where 42.4 brackets W at 5..12 and 42.5 has W=8 already missing 47/120 frames. The only worked example of a disk DMA configuration on this machine sits above the entire bracket, and at that price nothing fits at any container size. It is not scsiexrom.bin so B3 stays open -- what changed is that a cheap configuration is now the thing that has to be SHOWN. W <= 12 is a requirement on the player's DMAC programming, not a range the hardware hands us, and it is now the largest open number in the project, ahead of the rate. An unforced cross-check fell out: 15_bus_occupancy.py's new W sweep puts W=8 at 105.7% of the frame, agreeing with 42.5's 47/120, from mode histograms and bus clocks respectively, two models sharing no code. Also: ADPCM outranks the disk at the arbiter (CPR 1 against 2), so an audio byte never waits and a video byte does -- relevant to 51's smooth-rate delivery model. README MEDIA. stream.lua gains DLX_SNAP_EVERY=1 (needs DLX_PACE, off by default, on no path check.sh takes) and tools/media/make_readme_media.py turns the PNGs into docs/img/. The stills and both clips are MAME's own screen pixels. Building it turned up something worth recording. 116 of 119 captured frames are pixel-exact against dlx.py; three are TORN -- frame n on top, frame n-1 below the tear line -- because MAME captured the screen while the block loop was partway down it. decode.s writes straight to the displayed page (one display path, 28.1), so a real player tears the same way, and this is the first time that consequence has been visible rather than argued. The script ASSERTS the tear and refuses to build otherwise, rather than trimming three frames and reporting "every frame I kept is exact". Second correction the capture forced: the snapshot fires before frame n is decoded, so the obvious reading is that it holds frame n-1 -- it does not, because MAME renders the screen at the end of the machine frame, by which time the 68000 has finished frame n. 11_cpu_budget.py's "validated to within 1 pt" line is also corrected: the model reads 2..10 pt HIGH and by more as the frame gets harder, which was already true before either session. src/player/decode.s is unchanged; decode.bin is still 1,296 B at the same MD5. Claude-Session: https://claude.ai/code/session_01194oWYW8DQXK1SZ2DnChW6
379 lines
20 KiB
Python
379 lines
20 KiB
Python
#!/usr/bin/env python3
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"""Encode one scene to the DLX bitstream, at a chosen quality profile.
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python3 tools/encoder/encode.py <frames_dir> <out.dlx> [--profile scsi]
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[--lam N] [--fps 12] [--preview out.png]
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[--fixed-lam] [--rc-floor profile|open]
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Rate control is ON by default: lam is bisected per frame under a leaky bucket
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so the profile's bitrate is a ceiling rather than an average hope. `--fixed-lam`
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restores session 5's behaviour, which overshoots by 18-34% on sustained action
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(FINDINGS 25.3). `--rc-floor` picks the quality floor: `profile` (default) never
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spends more than the fixed-lam profile would, so it can only ever help; `open`
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lets quiet frames spend the whole allowance and lands the mean ON target.
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Container (little-endian is WRONG here -- the 68000 is big-endian, so every
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multi-byte field is big-endian and the decoder can read it with a plain move.w):
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header, 32 bytes
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0 'DLX2' magic ('DLX1' = the same, unaligned; still read)
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4 u16 width, u16 height
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8 u16 fps, u16 nframes
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12 u16 k1, u16 k4 codebook sizes
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16 u32 palette offset (256 * 3 bytes, RGB888 -- the player converts
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to the X68000's GRB555 at load time)
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20 u32 cb1 offset (k1 * 16 bytes of palette indices)
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24 u32 cb4 offset (k4 * 4 bytes)
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28 u32 frames offset
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then, per frame, each record starting on a 4-BYTE BOUNDARY (0-3 zero pad
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bytes before it; a 68000 takes an address error, not a slow read, on an odd
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`move.l` -- FINDINGS 28.3):
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u32 payload length, then
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ceil(nblocks*2/8) bytes of 2-bit mode headers, MSB-first, block raster order
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DLX3 only: the v7 LITERAL SPAN section (tools/encoder/spans.py) --
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u16 nspans, then per span { u32 GVRAM address, u16 coarse displacement,
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c*48 B pixels, u16 fine displacement, f*4 B pixels }
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then payloads in block order: V1 -> 1 byte, V4 -> 4 bytes, RAW -> 16 bytes
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The span section is between the header and the block payload, not after it,
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because the 68000 has to reach it without first parsing something of variable
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length: the mode header is a fixed 768 bytes, so the section starts at a known
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offset and the block payload starts wherever the span walk finishes. Every
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span record is a multiple of 4 bytes long, so nothing inside needs padding.
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Codebooks are emitted as palette INDICES, not pixels. The player expands them
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once at load time into word-per-pixel form so the blitter can movem them
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straight into GVRAM -- k1=1024 costs 1024*16*2 = 32 KB of the 2 MB.
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"""
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import argparse, struct, sys, os
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sys.path.insert(0, os.path.dirname(os.path.abspath(__file__)))
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import numpy as np
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import vq as VQ, vq_hybrid as H, ratectl as RC, spans as SP
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# Measured on the emulated 68000, FINDINGS 24. Instruction cycles against
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# zero-wait-state memory, so these are floors, not hardware predictions.
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BLIT_PCT = 53.6 # V1: compose in RAM, then a row-linear movem.l blit
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DIRECT_PCT = 76.6 # V4: write every block straight into GVRAM
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CROSSOVER_PCT = 100 * BLIT_PCT / DIRECT_PCT
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def pack_modes(mode):
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"""2 bits per block, MSB-first -- cheap for the 68000 to shift out."""
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n = len(mode)
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out = bytearray((n * 2 + 7) // 8)
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for i, m in enumerate(mode):
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out[i // 4] |= (int(m) & 3) << (6 - 2 * (i % 4))
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return bytes(out)
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def frame_payload(mode, l1, l4g, src_idx, nbx):
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body = bytearray()
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for b, mo in enumerate(mode):
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if mo == 1:
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body += _idx(l1[b])
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elif mo == 2:
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for j in range(4):
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body += _idx(l4g[b][j])
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elif mo == 3:
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by, bx = divmod(b, nbx)
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body += src_idx[by*4:by*4+4, bx*4:bx*4+4].tobytes()
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return bytes(body)
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def _idx(v):
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"""codebook index: 1 byte if it fits, else big-endian u16.
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k>256 means 2-byte indices -- decided once by the header, not per block."""
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v = int(v)
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return bytes([v]) if _IDX_BYTES == 1 else struct.pack(">H", v)
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_IDX_BYTES = 1
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def build_records(m, enc, span_mode):
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"""The per-frame records of the container, in order.
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The encoder hands back the symbols it actually chose. Re-deriving them here
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(as session 5 did) is a second chance to disagree with the encoder, and with
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per-frame rate control the mode map is no longer reproducible from a single
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lam anyway.
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Factored out of main() so tools/analysis/16_span_roundtrip.py can build the
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same bytes the shipping encoder does -- a round-trip gate that rebuilt the
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records itself would be testing its own copy of the format.
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"""
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nbx = m["W"] // 4
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out = []
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for f, im in enumerate(m["idx"]):
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mode = enc["modes"][f]
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sp = enc.get("spans", [[]] * len(m["idx"]))[f]
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rec = (pack_modes(mode)
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+ (SP.serialise(sp) if span_mode else b"")
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+ frame_payload(mode, enc["l1"][f], enc["l4g"][f], im, nbx))
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# the rate controller budgets exactly these bytes -- if that ever drifts
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# from the container, every bitrate figure reported is fiction
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assert len(rec) == enc["sizes"][f], (f, len(rec), enc["sizes"][f])
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out.append(rec)
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return out
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def write_container(path, m, frames, fps, k1, k4, span_mode):
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"""Write the whole container. Returns (total bytes, video bytes, pad)."""
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palette = m["pal"][:256]
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if len(palette) < 256:
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palette = np.vstack([palette, np.zeros((256 - len(palette), 3), np.uint8)])
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pal_b = palette.astype(np.uint8).tobytes()
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cb1_b = m["cb1"].astype(np.uint8).tobytes()
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cb4_b = m["cb4"].astype(np.uint8).tobytes()
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off_pal = 32
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off_cb1 = off_pal + len(pal_b)
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off_cb4 = off_cb1 + len(cb1_b)
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off_frm = off_cb4 + len(cb4_b)
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# DLX2: every frame record starts on a 4-byte boundary, including the
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# first. Payload lengths are arbitrary, so end-to-end records land on odd
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# addresses -- and `move.l (a0)+` at an odd address is an ADDRESS ERROR on
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# a 68000, not a slow read. It vectors into the IPL and looks exactly like
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# an infinite loop (FINDINGS 28.3). tools/bench/prep_dlx.py has been
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# realigning at load time; the container now carries it.
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tbl_pad = -off_frm % 4
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off_frm += tbl_pad
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hdr = ((b"DLX3" if span_mode else b"DLX2")
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+ struct.pack(">HHHHHH", m["W"], m["H"], fps, len(frames), k1, k4)
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+ struct.pack(">IIII", off_pal, off_cb1, off_cb4, off_frm))
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assert len(hdr) == 32, len(hdr)
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frm_pad = 0
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with open(path, "wb") as fh:
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fh.write(hdr); fh.write(pal_b); fh.write(cb1_b); fh.write(cb4_b)
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fh.write(b"\0" * tbl_pad)
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for i, rec in enumerate(frames):
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fh.write(struct.pack(">I", len(rec))); fh.write(rec)
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if i + 1 < len(frames): # nothing follows the last record
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n = -(4 + len(rec)) % 4
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fh.write(b"\0" * n); frm_pad += n
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total = os.path.getsize(path)
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return total, sum(len(r) + 4 for r in frames) + frm_pad, frm_pad
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def main():
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global _IDX_BYTES
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ap = argparse.ArgumentParser()
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ap.add_argument("frames_dir"); ap.add_argument("out")
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ap.add_argument("--profile", choices=list(RC.PROFILES), default="scsi")
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ap.add_argument("--lam", type=float, default=None)
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ap.add_argument("--fps", type=int, default=12)
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ap.add_argument("--iters", type=int, default=16)
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ap.add_argument("--fixed-lam", action="store_true",
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help="disable rate control (session 5 behaviour)")
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ap.add_argument("--rc-floor", choices=("profile", "open"), default="profile",
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help="quality floor for rate control")
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ap.add_argument("--bucket-frames", type=int, default=8,
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help="leaky-bucket depth, in frame budgets")
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ap.add_argument("--kbps", type=float, default=None,
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help="override the profile's bitrate CEILING. The profile "
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"is a rate point on a delivery medium; this is for "
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"asking what the codec does at another one -- e.g. "
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"a measured delivery rate. Do not reach for the "
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"retired 4 Mbps figure; FINDINGS 42.1.")
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ap.add_argument("--span-kbps", type=float, default=None,
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help="byte ceiling the SPAN pass may draw on, if it differs "
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"from the profile's. The profile is a quality rate "
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"point; the pipe is hardware. Bytes between the two "
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"buy a better picture if spent on lam and the 68000's "
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"deadline if spent on spans -- and nothing at all if "
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"left unspent (FINDINGS 41.2). Pass the pipe rate "
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"tools/analysis/14_dmac_chain.py is scored against.")
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ap.add_argument("--spans", choices=("off", "need", "all"), default="need",
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help="v7 literal spans (FINDINGS 40). `need` (default) "
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"spends container bytes on spans only where a frame "
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"misses the 68000's decode deadline; `all` spends "
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"every profitable byte, which is the model "
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"14_dmac_chain.py scores; `off` emits DLX2.")
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ap.add_argument("--disk-clk-byte", type=float, default=None,
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help="clocks the SCSI DMA steals per DELIVERED BYTE, "
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"charged against the same frame budget the decoder "
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"spends (FINDINGS 43). Default 5.0, the "
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"single-address floor; 9.0 is dual-address; 0 "
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"restores the pre-43 encoder, which priced a byte at "
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"nothing and reported deadlines it could not meet.")
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ap.add_argument("--joint-decide", action="store_true",
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help="let the per-block lagrangian see the disk debit too, "
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"pricing a payload byte at lam+mu*c instead of lam. "
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"The default is OFF because it MEASURES as a wash: "
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"same 1/120, 0.02 dB worse, and it trades 6,058 "
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"clocks of disk for 17,207 of block decode "
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"(FINDINGS 44)")
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ap.add_argument("--joint-bucket", action="store_true",
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help="cap what the leaky bucket may lend a frame at what "
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"its clock budget can still absorb, since a borrowed "
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"byte is DISK_CLK_BYTE borrowed clocks and there is "
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"no double buffer to repay them from (FINDINGS 43.5). "
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"Default OFF: measured, it is worth one frame of 120 "
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"at --spans need and a 2%% regression at --spans all "
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"(FINDINGS 44)")
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ap.add_argument("--no-cpu-fit", action="store_true",
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help="drop the per-frame 68000 decode ceiling (session 7 "
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"behaviour: 31%% of frames on hard content do not fit)")
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ap.add_argument("--prefill", type=float, default=0.0,
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help="how full the player's buffer is assumed to be at "
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"scene start, as a fraction of the bucket (0 = cold "
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"buffer after a seek, the conservative assumption)")
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ap.add_argument("--preview")
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a = ap.parse_args()
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prof = dict(RC.PROFILES[a.profile])
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if a.kbps is not None:
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prof["kbps"] = a.kbps
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prof["desc"] = f"{prof['desc']} -- bitrate overridden to {a.kbps:g} KB/s"
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lam = a.lam if a.lam is not None else prof["lam"]
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k1, k4 = prof["k1"], prof["k4"]
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_IDX_BYTES = 1 if max(k1, k4) <= 256 else 2
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# An explicit --lam is a request for that lam, so it implies --fixed-lam.
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rc = not (a.fixed_lam or a.lam is not None)
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lam_lo = lam if a.rc_floor == "profile" else 1.0
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# The CPU ceiling is hardware, not taste: without it 31%% of frames on the
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# worst sustained window do not decode in time on a stock 68000, and with
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# it that is one frame -- the intra frame -- for 0.26 dB. FINDINGS 31.
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if a.disk_clk_byte is not None:
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RC.DISK_CLK_BYTE = a.disk_clk_byte
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RC.JOINT_DECIDE = a.joint_decide
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RC.JOINT_BUCKET = a.joint_bucket
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cyc_budget = None if a.no_cpu_fit else RC.FRAME_CYCLES
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span_mode = None if (a.spans == "off" or not rc) else a.spans
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print(f"profile {a.profile}: {prof['desc']}")
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if rc:
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print(f" target {prof['kbps']} KB/s CEILING, rate-controlled: "
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f"lam bisected per frame in [{lam_lo:g}, {RC.LAM_CLIFF:g}], "
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f"{a.bucket_frames}-frame bucket")
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print(f" CPU ceiling: " + (f"mu bisected per frame against "
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f"{RC.FRAME_CYCLES:,.0f} cycles (12fps, stock 68000)"
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if cyc_budget else "OFF (--no-cpu-fit)"))
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print(f" disk debit: {RC.DISK_CLK_BYTE:g} clocks per delivered byte, "
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f"charged INSIDE that ceiling (FINDINGS 43), and "
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+ ("SEEN by the mode decision at lam+mu*c (--joint-decide)"
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if RC.JOINT_DECIDE else "not seen by the mode decision, "
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"which measures as the better container (FINDINGS 44)")
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if RC.DISK_CLK_BYTE else
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" disk debit: 0 -- bytes priced at nothing (pre-FINDINGS-43)")
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else:
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print(f" target {prof['kbps']} KB/s, FIXED lam={lam} (no rate control)")
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print(f" k1={k1} k4={k4}, {_IDX_BYTES}-byte indices")
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m = H.build(a.frames_dir, k1=k1, k4=k4, iters=a.iters)
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if rc:
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enc = RC.encode_rate_controlled(m, prof["kbps"], fps=a.fps,
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bucket_frames=a.bucket_frames,
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lam_lo=lam_lo, prefill=a.prefill,
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cycle_budget=cyc_budget,
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span_mode=span_mode,
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span_kbps=a.span_kbps)
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else:
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# Spans are a rate-control-era mode: `need` has no meaning without a
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# per-frame byte allowance to spend, so --fixed-lam emits DLX2.
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enc = H.encode(m, lam=lam)
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r = H.evaluate(m, enc, fps=a.fps)
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H_, W_ = m["H"], m["W"]; nbx = W_ // 4
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pal, idx = m["pal"], m["idx"]
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frames = build_records(m, enc, span_mode)
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nspans = sum(len(x) for x in enc.get("spans", []))
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total, vid, frm_pad = write_container(a.out, m, frames, a.fps, k1, k4,
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span_mode)
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print(f" wrote {a.out}: {total} B "
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f"(header+tables {total-vid} B, video {vid} B)")
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print(f" DLX2 4-byte record alignment: {frm_pad} B over {len(frames)} frames "
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f"({frm_pad/len(frames):.2f} B/frame = {frm_pad/len(frames)*a.fps:.0f} B/s)")
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print(f" {vid/len(idx):.0f} B/frame -> {vid/len(idx)*a.fps/1024:.1f} KB/s video"
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f" + {RC.AUDIO_KBPS} KB/s audio = {vid/len(idx)*a.fps/1024+RC.AUDIO_KBPS:.1f} KB/s")
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print(f" PSNR {r['psnr']:.2f} dB palette ceiling {r['pal']:.2f} dB "
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f"loss {r['loss']:.2f} dB")
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print(f" modes: SKIP {r['skip']:.1f}% V1 {r['v1']:.1f}% "
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f"V4 {r['v4']:.1f}% RAW {r['raw']:.1f}%")
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if span_mode:
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spf = np.array([len(x) for x in enc["spans"]])
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spb = np.array([SP.section_bytes(x) for x in enc["spans"]])
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# a run of L blocks is four spans of 4L pixels, so a block is 16 span
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# pixels -- not 4, which would count each block four times over
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blk = np.array([sum(len(p) for _, _, p in x) // 16 for x in enc["spans"]])
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|
print(f" v7 spans ({span_mode}): {nspans:,} over {len(idx)} frames, "
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f"median {np.median(spf):.0f}/frame, max {spf.max()}/frame; "
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f"{100*np.mean(spb)/np.mean([len(p) for p in frames]):.1f}% of the "
|
|
f"container")
|
|
print(f" frames with any span: {int((spf>0).sum())}/{len(idx)}; "
|
|
f"blocks painted by one: median {np.median(blk):.0f}, "
|
|
f"max {blk.max()} of {m['nb']} "
|
|
f"({100*blk.max()/m['nb']:.1f}%)")
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|
if rc:
|
|
rr = RC.summarise(m, enc, prof["kbps"], fps=a.fps)
|
|
lm = enc["lam"]
|
|
print(f" rate control: per-frame budget {enc['budget']:.0f} B, "
|
|
f"bucket {enc['cap']:.0f} B ({a.bucket_frames} frames), "
|
|
f"prefill {100*a.prefill:.0f}%")
|
|
print(f" lam: min {lm.min():.1f} median {rr['lam_med']:.1f} "
|
|
f"p90 {rr['lam_p90']:.1f} max {rr['lam_max']:.1f}")
|
|
print(f" frames over the per-frame budget (banked by the bucket): "
|
|
f"{rr['over']:.0f}%")
|
|
print(f" frames that could not fit even at the lam={RC.LAM_CLIFF:g} "
|
|
f"cliff: {rr['overrun']}/{len(lm)}")
|
|
|
|
# PER-FRAME DECODE COST, from the measured per-mode block costs
|
|
# (FINDINGS 28.2, vq_hybrid.cycles). The mean cannot answer this: a scene
|
|
# cut is ~100% non-SKIP and a held frame near 0%, so their mean describes
|
|
# no real frame. What matters is how many frames MISS, and by how much.
|
|
#
|
|
# This replaces the per-frame blit-vs-direct path choice that used to be
|
|
# printed here. That plan is withdrawn -- mixing the two paths displays
|
|
# stale pixels on 70 of 120 frames, and there was never a crossover to
|
|
# begin with, because the compose path pays the blit ON TOP of decoding.
|
|
# FINDINGS 28.1/28.4. The player has one path and no reference frame.
|
|
ns = np.array([100 * (mm != 0).mean() for mm in enc["modes"]])
|
|
# enc["cycles"] already carries the span PAINTING clocks; H.cycles() sees
|
|
# only the mode map, in which a spanned block reads SKIP, so re-deriving
|
|
# here would report a frame as fitting on the strength of work the encoder
|
|
# moved into the span section rather than removed.
|
|
cyc = (np.asarray(enc["cycles"]) if "cycles" in enc
|
|
else np.array([H.cycles(mm) for mm in enc["modes"]]))
|
|
# The frame's real cost is decode PLUS the bus the SCSI DMA steals to
|
|
# deliver it. Reporting only `cyc` is what let session 13 print 0/120 for
|
|
# a container no machine could have played (FINDINGS 43).
|
|
disk = np.asarray(enc["sizes"], float) * RC.DISK_CLK_BYTE
|
|
pct = 100 * (cyc + disk) / RC.FRAME_CYCLES
|
|
miss = int((pct > 100).sum())
|
|
print(f" non-SKIP blocks/frame: median {np.median(ns):.1f}% "
|
|
f"p90 {np.percentile(ns, 90):.1f}% max {ns.max():.1f}%")
|
|
dpct = 100 * disk / RC.FRAME_CYCLES
|
|
print(f" disk debit: median {np.median(dpct):.1f}% "
|
|
f"p90 {np.percentile(dpct, 90):.1f}% max {dpct.max():.1f}% "
|
|
f"of the frame budget, at {RC.DISK_CLK_BYTE:g} clocks/byte")
|
|
print(f" decode+disk: median {np.median(pct):.1f}% "
|
|
f"p90 {np.percentile(pct, 90):.1f}% max {pct.max():.1f}% "
|
|
f"of a {a.fps}fps frame")
|
|
print(f" frames that do NOT decode in time: {miss}/{len(pct)} "
|
|
f"({100*miss/len(pct):.0f}%)"
|
|
+ (f" -- worst {pct.max():.1f}%" if miss else ""))
|
|
if rc and cyc_budget:
|
|
rr2 = RC.summarise(m, enc, prof["kbps"], fps=a.fps)
|
|
print(f" mu: median {rr2['mu_med']:.4f} max {rr2['mu_max']:.3f} "
|
|
f"frames needing any mu at all: {int((enc['mu'] > 0).sum())}/{len(pct)}")
|
|
print(f" frames that cannot fit even at mu={RC.MU_CLIFF:g} "
|
|
f"(emitted late on purpose): {rr2['late']}")
|
|
|
|
if a.preview:
|
|
from PIL import Image
|
|
f = len(idx) // 2
|
|
gap = np.full((H_ * 3, 4, 3), 40, np.uint8)
|
|
st = np.concatenate([VQ.zoom(m["rgb"][f], 3), gap,
|
|
VQ.zoom(pal[idx[f]], 3), gap,
|
|
VQ.zoom(pal[enc["recon"][f]], 3)], axis=1)
|
|
Image.fromarray(st).save(a.preview)
|
|
print(f" preview -> {a.preview} (source | palette ceiling | decoded)")
|
|
|
|
|
|
if __name__ == "__main__":
|
|
main()
|