From cd5d4d2efa54c05b0df3cc6d235861eb7657f242 Mon Sep 17 00:00:00 2001 From: "russell@unturf.com" Date: Sun, 19 Apr 2026 17:54:53 -0400 Subject: [PATCH] whitepaper HTML: cage the uncloseai button + ChunkFive for titles + logo under title MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Three whitepaper-HTML-only fixes: * docutils's responsive.css blanket-pads every `body > *` with `padding: 0.5rem calc(29% - 7.2rem)`. The uncloseai floating button gets appended to , picks up that padding, and blows from its designed 121 px to nearly half the viewport. Scoped override resets the cascade on the button selector with `all: revert` + explicit zero padding/margin. * whitepaper h1/h2 titles now use ChunkFive (same face as the homepage logo) instead of docutils's default serif. Font embedded as a base64 data: URI inside a +""" + + +def main(argv): + if len(argv) != 3: + sys.stderr.write("usage: inject-whitepaper-css.py \n") + return 2 + html_path, woff2_path = argv[1], argv[2] + if not os.path.isfile(woff2_path): + sys.stderr.write(f"inject-whitepaper-css: chunkfive missing: {woff2_path}\n") + return 1 + with open(woff2_path, "rb") as f: + woff2_b64 = base64.b64encode(f.read()).decode() + style_block = TEMPLATE.format(woff2_b64=woff2_b64) + with open(html_path, "r") as f: + html = f.read() + if "" not in html: + sys.stderr.write("inject-whitepaper-css: no found\n") + return 1 + html = html.replace("", style_block + "", 1) + with open(html_path, "w") as f: + f.write(html) + print(f"inject-whitepaper-css: injected {len(style_block)} bytes into {html_path}") + return 0 + + +if __name__ == "__main__": + sys.exit(main(sys.argv)) diff --git a/whitepaper/lumbda-whitepaper.html b/whitepaper/lumbda-whitepaper.html index 416ec42..b3058e8 100644 --- a/whitepaper/lumbda-whitepaper.html +++ b/whitepaper/lumbda-whitepaper.html @@ -4,7 +4,7 @@ -Lumbda whitepaper — feedback as a primitive +Lumbda + -
- +
+

Lumbda

@@ -839,8 +864,6 @@ table.align-right {
diagrams/permacomputer-logo.jpg
-
-

Lumbda

A Lisp/Scheme-derived, just-in-time lambda language. Four implementation tiers with MOAD defect isolation. Workloads migrate across basic UNIX systems.

Feedback is all you need: continuations within a process, portals across processes, S-expressions across implementations, sockets across machines.

russell@unturf, TimeHexOn, foxhop

@@ -848,7 +871,7 @@ table.align-right {

April 2026

-

Abstract

+

Abstract

License: AGPL-3.0-only · This implementation, its bytecode VM, & all associated code carry the GNU Affero General Public License v3.0 (only). You may use, modify, & distribute under those terms. No proprietary relicensing exists.

Lumbda is a Lisp/Scheme-derived language designed around one primitive and one discipline: feedback (a function that receives its own continuation composes every control-flow pattern) and MOAD defect isolation (every implementation audited against the five canonical Mother-of-all-Defects patterns, with every defect confined to its own implementation tier rather than propagating through shared infrastructure — see §12). The rest of the design follows: one primitive becomes universal when a function receives its own continuation. A continuation lets a program loop, branch, yield, checkpoint, resume, & migrate. Every control flow pattern reduces to a continuation captured & invoked. Extend feedback across time (portals) & across implementations (source-as-wire-format) and you recover the full scope of computation without new primitives.

Lumbda ships in four implementation tiers — each independently built, each MOAD-isolated, each able to run every test in the shared functional suite byte-identically:

@@ -867,13 +890,13 @@ table.align-right {

Feedback is the primitive. Continuations are its mechanism in time. Portals are its mechanism across time. S-expressions are its mechanism across implementations. Sockets are its mechanism across machines. One file is the proof — by three translations.

-

1. The Problem: Interpreters That Cannot Feed Back

+

1. The Problem: Interpreters That Cannot Feed Back

Most language implementations treat control flow as a tree of special cases. if branches. while loops. return exits. try/catch unwinds. Each form carries its own implementation, its own edge cases, its own interaction with the call stack. When you need a pattern that crosses these boundaries (a generator that yields mid-loop, a coroutine that resumes from a checkpoint, a computation that migrates between machines), the tower of special cases collapses.

The insight: every control flow pattern is a special case of feedback. A loop feeds the tail position back to the head. A generator feeds a value out & a resumption point in. An exception feeds control to the nearest handler. A checkpoint feeds the entire machine state to storage. If the language exposes feedback as a first-class primitive, all these patterns compose without special cases.

Scheme discovered this in 1975 with call-with-current-continuation. But most Scheme implementations compromise: they limit continuations to escape-only, implement them via setjmp/longjmp on the C stack, or require CPS transformation that obscures the source. Lumbda takes a different path: an explicit frame stack that makes continuations a data structure, not a stack manipulation trick.

-

2. Architecture: One File, Two Evaluators

+

2. Architecture: One File, Two Evaluators

diagrams/python-architecture.png
@@ -885,7 +908,7 @@ table.align-right {

Bytecode compiler + VM (_bc + _vm_loop): Enabled with --fast or (auto-compile! #t). Compiles Scheme expressions to a stack-based bytecode, then executes on a virtual machine with an explicit frame stack. Achieves 7--19x speedups on recursive & iterative workloads.

Both evaluators share the same type system, environment model, & built-in function library. The bytecode compiler handles: if, begin, and, or, when, unless, cond, define, set!, lambda, let, named-let, let*, letrec, do, call/cc, & function calls with tail-call optimization. Macros expand at compile time. Forms the compiler cannot handle fall back to the interpreter via OP_EVAL.

-

2.1 Type System

+

2.1 Type System

Core types stay minimal:

  • Symbol: Interned strings with identity comparison (Symbol._t cache)

    • @@ -900,7 +923,7 @@ table.align-right {

    Exact rational arithmetic uses Python's Fraction type. (/ 1 3) evaluates to 1/3, not 0.333.... Literal 1/3 syntax parses directly to rationals.

-

2.2 The Bytecode

+

2.2 The Bytecode

The compiler emits instructions as (opcode, operand) tuples into a CodeObj:

Core opcodes (20):

OP_CONST        push a constant value
@@ -934,7 +957,7 @@ OP_VEC_REF OP_VEC_SET
-

3. The Explicit Frame Stack

+

3. The Explicit Frame Stack

This is the architectural decision that makes everything else possible.

Instead of using Python's call stack for Scheme function calls, the VM maintains its own frame stack:

frames = []  # Each frame: (instrs, ip, env, stack)
@@ -957,7 +980,7 @@ OP_VEC_REF OP_VEC_SET

Why this matters: Python's default recursion limit is 1,000 frames. A Scheme that uses the Python stack for Scheme calls inherits this limit. The explicit frame stack removes it. Lumbda can recurse 50,000 deep without difficulty, limited only by available memory.

-

4. Continuations: Feedback as a Data Structure

+

4. Continuations: Feedback as a Data Structure

With an explicit frame stack, capturing a continuation becomes copying a data structure:

class FullCont:
     frames   # deep-copied list of (instrs, ip, env, stack)
@@ -984,7 +1007,7 @@ OP_VEC_REF OP_VEC_SET

Multi-shot continuations: Because the state is deep-copied at capture time, a continuation can be invoked multiple times. Each invocation restores an independent copy of the machine state. This enables generators, coroutines, & backtracking search.

-

4.1 Generators from Continuations

+

4.1 Generators from Continuations

A generator in Lumbda uses call/cc to yield values & resume later:

(auto-compile! #t)
 (define (make-gen thunk)
@@ -1006,7 +1029,7 @@ OP_VEC_REF OP_VEC_SET

No special generator syntax. No coroutine framework. The same call/cc that handles escape continuations also handles cooperative multitasking, because feedback is feedback.

-

4.2 Why "Feedback Is All You Need"

+

4.2 Why "Feedback Is All You Need"

Every control flow pattern reduces to a continuation operation:

  • Loop: tail-call feeds the function back to itself

    • @@ -1020,7 +1043,7 @@ OP_VEC_REF OP_VEC_SET

    One primitive. Every pattern.

-

4.3 Four Scopes of Feedback

+

4.3 Four Scopes of Feedback

The single word "feedback" covers four nested scopes, each giving rise to one of our core abstractions:

@@ -1064,9 +1087,9 @@ OP_VEC_REF OP_VEC_SET
-

5. Optimizations

+

5. Optimizations

-

5.1 Peephole Optimizer

+

5.1 Peephole Optimizer

The _peephole function runs over every compiled procedure after bytecode generation:

  • Dead code elimination: OP_VOID followed by OP_POP → remove both instructions

    • @@ -1076,7 +1099,7 @@ OP_VEC_REF OP_VEC_SET
-

5.2 Inline Cache

+

5.2 Inline Cache

Variable lookup in a chain of lexical environments requires walking from the current environment to the global. For frequently accessed global variables (builtins like +, car, null?), this traversal dominates execution time.

The inline cache tracks instruction_index → (cached_env, cached_value) pairs. On OP_LOOKUP:

    @@ -1088,7 +1111,7 @@ OP_VEC_REF OP_VEC_SET

    This optimization targets the common case: inner loops that reference global functions thousands of times. The cache stays valid as long as the binding is not shadowed locally.

-

5.3 Constant Folding

+

5.3 Constant Folding

The compiler evaluates pure expressions at compile time:

(+ 1 2)        ; => OP_CONST 3 (not OP_CONST 1 / OP_CONST 2 / OP_ADD)
 (> 5 3)        ; => OP_CONST #t
@@ -1098,7 +1121,7 @@ OP_VEC_REF OP_VEC_SET
-

6. Benchmarks: Three Evaluators vs CPython

+

6. Benchmarks: Three Evaluators vs CPython

Methodology. All benchmarks in this paper run on a single laptop: Intel Core i5-8350U (8th-gen mobile, 4 cores / 8 threads, 1.70 GHz base), Ubuntu 24.04, Linux 6.17, gcc 13.3, GNU assembler 2.42 (GAS AT&T syntax), Python 3.12. Loopback TCP for all socket benchmarks. Three columns below: tree-walking interpreter (leval), bytecode VM (--fast), & equivalent CPython. Times are best-of-3 in milliseconds. The same hardware is used for the HTTP, RPC, chain, and portal-over-HTTP benchmarks reported later in §11.

Reproducibility. Every benchmark in the paper has a Makefile target:

    @@ -1117,7 +1140,7 @@ OP_VEC_REF OP_VEC_SET

Each target's script lives under tests/ and uses the six-layer safety envelope from CLAUDE.md (set -e + ulimit -v kernel cap + trap on EXIT + timeout + explicit kill + pgrep straggler check). No benchmark leaves background processes alive.

-

6.1 Raw Results

+

6.1 Raw Results

@@ -1200,14 +1223,14 @@ OP_VEC_REF OP_VEC_SET

BC Speedup = interpreter time / bytecode time. This measures the gain from compilation within Lumbda itself.

-

6.2 Analysis

+

6.2 Analysis

The bytecode compiler delivers 7--12x speedups on recursive & iterative workloads compared to the tree-walking interpreter. The largest gains appear in tight loops (sum-to: 11.4x) & deep recursion (fib(20) tree: 9.2x, mergesort: 11.0x), where the explicit frame stack & specialized opcodes eliminate the overhead of AST traversal.

Hash table operations show a smaller speedup (1.6x) because the bottleneck sits in Python's dictionary operations, not in Scheme evaluation overhead.

CPython remains 50--150x faster than the bytecode VM on most benchmarks. This is expected: CPython compiles to native bytecode with a C runtime, while Lumbda's bytecode VM is itself written in Python. The comparison establishes that Lumbda pays a known, bounded overhead for running a complete Scheme (with full call/cc, exact rationals, & hygienic macros) inside a host language.

The important comparison is not Lumbda vs CPython (different languages), but Lumbda interpreter vs Lumbda bytecode (same language, same semantics, different execution strategy). The bytecode compiler proves that feedback-based architecture does not preclude efficient execution.

-

6.3 What the Benchmarks Test

+

6.3 What the Benchmarks Test

  • fib(35) iterative: Named-let tail recursion. Tests OP_TAIL_CALL & OP_ADD1

  • fib(20) tree-recursive: Exponential call tree. Tests OP_CALL / OP_RETURN throughput

    • @@ -1220,7 +1243,7 @@ OP_VEC_REF OP_VEC_SET
-

6.4 Three Implementations Head-to-Head (i5-8350U)

+

6.4 Three Implementations Head-to-Head (i5-8350U)

Same hardware, same workloads, in-process timing via current-time-ms. Best of two runs. Each implementation is run in its high-performance configuration: Python with --fast (bytecode VM), C with --fast (bytecode VM, also its mode for deep recursion), asm in its native tree-walker mode (asm has no bytecode layer — it doesn't need one).

@@ -1273,7 +1296,7 @@ OP_VEC_REF OP_VEC_SET

asm's remaining bottleneck is allocation, not lookup. Profiling sum-to(1M) shows ~170 MB RSS — each tail call through apply_closure + env_define allocates 24 bytes per parameter (sym / val / parent), twice per loop iteration, for 48 MB total before the three heap_grow events that follow. A future optimization candidate is per-frame batched allocation (8 + 16N bytes once per call instead of 24N), or env-cell in-place reuse for self-tail-calls. An inline cache for env lookups (ported from Python's VM) turns out to help less than anticipated because asm's env chains are typically only 2 deep and each step is a pointer dereference; measured upper bound is ~5%. The ~3× gap to C is mostly the absence of a bytecode layer and the per-call env allocation — not a lookup-path problem.

-

6.5 Native Container Primitives: Moving Hot Loops Into Asm

+

6.5 Native Container Primitives: Moving Hot Loops Into Asm

The proof-netspace server (§7) needs a hash-set to dedupe proof hashes. asm had no native hash-set, so d88149a shipped a portable one in Lumbda itself: a fixed-size vector of alists, with the bucket walk written in Scheme. It works in every tier and matches the usual chained-hash-table algorithm. But the entire inner loop — modulo for bucket index, car / cdr / = to walk the chain, cons to insert — runs through asm's tree-walker, one Scheme AST node at a time.

A native hash-set moves the same algorithm into asm: bi_hash_set_add is one hash_value call, one AND mask, one bucket-slot load, one hs_chain_find loop over raw tagged pairs, and one make_pair on miss. No environment lookups, no frame allocation, no tree-walk dispatch — the entire hot path is straight-line machine code.

@@ -1314,7 +1337,7 @@ OP_VEC_REF OP_VEC_SET

Reproduce: make bench-hashset (source: tests/bench-hashset.sh). Asm-only: C and Python tiers supply hash-table but not hash-set — the speedup shown here is intra-asm, native primitive vs Scheme-level implementation, not cross-tier.

-

6.6 Memory Management and the Meta-GC

+

6.6 Memory Management and the Meta-GC

The asm tier's default allocator is a bump pointer: every allocation advances %r15 monotonically, and nothing is ever freed. Python and C tiers have garbage collection (Python's host GC, Boehm GC_MALLOC in C); asm doesn't, by design, to keep the 6,645-line auditable surface small. Short programs finish without paying. Long-running asm servers leak until the kernel caps them — a real hazard that crashed this laptop twice during HTTP benchmarks before we wrote the six-layer safety envelope into CLAUDE.md.

To measure what a collector would actually cost, we built a second asm binary behind an assemble-time flag:

as --64 --defsym GC_NAIVE=1 lumbda.s  # collecting build
@@ -1356,7 +1379,7 @@ as --64                     lumbda.s  # default, bump-only
-
6.6.1 Meta-GC: Arena Fast Path with Mark-Phase Verifier
+

6.6.1 Meta-GC: Arena Fast Path with Mark-Phase Verifier

On top of the naive sweep, the GC build exposes a Lumbda primitive (with-arena thunk) that takes a zero-argument procedure, runs it, and attempts an O(1) bulk reclaim of every allocation the thunk made. The decision logic is a three-way policy:

  1. If an implicit GC fired inside the thunk (heap overflow forced a full sweep mid-execution), the snapshot is stale — skip the reset attempt and return.

    2. @@ -1409,7 +1432,7 @@ as --64 lumbda.s # default, bump-only

    …the verifier finds the returned pair's chain marked inside the arena range, correctly aborts, and the naive sweep keeps the data live. Tested at 20 consecutive escapes: 20 escapes reported, 0 resets, (length escaped) = 50 after completion. The fall-through path is correct under load.

-
6.6.2 What the Control Group Tells Us
+

6.6.2 What the Control Group Tells Us

The meta-GC makes three memory strategies co-resident in one binary, each with its own stats counter:

  • gc-stats → (collections . live-bytes) — pressure-driven sweeps

    • @@ -1419,7 +1442,7 @@ as --64 lumbda.s # default, bump-only

    Reproduce: make bench-gc (bump vs naive sweep) and make bench-gc-arena (naive sweep vs arena fast path). Sources: tests/bench-gc-memory.sh, tests/bench-gc-arena.sh.

-
6.6.3 Collaborative Meta-GC: From Greedy to Adaptive
+

6.6.3 Collaborative Meta-GC: From Greedy to Adaptive

The policy described in §6.6.1 is greedy — at every (with-arena) exit, unconditionally run the verifier, then decide reset-vs-sweep based on what it found. That works, but it pays the mark-phase cost even for arenas that are almost certainly going to escape. On a workload where most arenas escape, the verifier's work is wasted: the answer was going to be "escape" regardless.

The next layer replaces that with an adaptive policy driven by a scaled exponential moving average of recent escape rate:

rate = (rate * 7 + sample * 256) / 8    # sample = 0 (reset) | 1 (escape)
@@ -1517,7 +1540,7 @@ dispatcher: reads rate+countdown, decides verify|skip|probe

Reproduce: make bench-gc-adaptive (source: tests/bench-gc-adaptive.sh, examples/bench-gc-adaptive.lsp). Each (workload × mode) pair runs in a fresh asm-gc process so results don't contaminate each other across phases.

-
6.6.4 Validation: HTTP Server Under Sustained Load
+

6.6.4 Validation: HTTP Server Under Sustained Load

The reason we built the GC at all was to let long-running asm HTTP servers not leak. Bench-gc-http drives examples/http-server.lsp (uses the portable heap-snapshot / heap-restore arena loop) and examples/http-server-noarena.lsp (same server with the snapshot pattern removed) under 5,000 concurrent requests against each asm build. The matrix has four cells because the snapshot pattern is orthogonal to the collector: either, both, or neither.

@@ -1578,7 +1601,7 @@ KB

Reproduce: make bench-gc-http. Tuning: REQUESTS=10000 CONCURRENCY=16 VCAP=524288 bash tests/bench-gc-http.sh.

-
6.6.5 Precise Block Typing: Killing a Class of Bugs
+

6.6.5 Precise Block Typing: Killing a Class of Bugs

Earlier versions of the meta-GC walkers inferred block type from size alone. A 24-byte block could be an env node, a closure, or a 16-character string; a 40-byte block could be a 4-element vector or a 25-character string. The walkers tried to guess and guessed wrong under the conservative stack scan — any stack word whose low 3 bits happened to match TAG_SYM or 7 (vector-family) would be dereferenced, its block's size read from the header, and the walker would interpret subsequent payload bytes as tagged child values. Strings-as-vectors reading 200 bytes past their end was the canonical failure.

We fixed this by adding an explicit type byte to every heap block's header:

# Old:  [size:63 | mark:1]
@@ -1590,7 +1613,7 @@ KB
-

7. Portal: Feedback Across Time

+

7. Portal: Feedback Across Time

A continuation is feedback within a process. A portal is feedback across processes. Same primitive, different scope: capture machine state, serialize it, reload it elsewhere, resume. Lumbda ships three portal formats with different tradeoffs & constituencies.

@@ -1636,7 +1659,7 @@ KB

Times measured on a 4-binding workload (int + list + string + fib(30) result) excluding process startup. "k" = continuation.

-

7.1 S-Expression Portal — the Portable One

+

7.1 S-Expression Portal — the Portable One

The most boring format is the most portable. An S-expression portal is a sequence of define forms:

;; Lumbda portable state
 (define my-int 42)
@@ -1648,7 +1671,7 @@ KB

 
Producer side: assemble the file with (display ...) & (write ...) to an output port. Consumer side: (load "file.sexp"). Both sides exist in every implementation, giving us a 3×3 matrix of valid exchanges.
-

7.2 Cross-Implementation Exchange Matrix

+

7.2 Cross-Implementation Exchange Matrix

@@ -1702,7 +1725,7 @@ KB

This matters because it defeats the "version lock-in" trap. If the JSON portal were the only option, a Python 3.15 producer could emit structures a C consumer couldn't parse. With S-expression portals, the only dependency is a parser that handles the subset of forms in the file. Every implementation already has one.

-

7.3 JSON Portal — Graph-Aware, Continuation-Preserving

+

7.3 JSON Portal — Graph-Aware, Continuation-Preserving

When you need to preserve shared references, cycles, closures, or a live continuation, S-expressions aren't enough. The JSON portal (Python & C) performs graph-aware serialization:

  • Tracks id(obj) → ref_id for object identity (handles shared refs & cycles)

    • @@ -1717,7 +1740,7 @@ KB

    The computation does not need to restart from the beginning.

-

7.4 Binary Heap Dump — the Fast One

+

7.4 Binary Heap Dump — the Fast One

The no-GC asm implementation ships a direct-dump portal: write the raw heap bytes, the r14 (env) & r15 (bump pointer) registers, the heap base address, & a magic header. No parsing, no encoding.

bi_portal_save:
     # Magic | heap_size | heap_base | r14 | r15 | reserved | heap_bytes
@@ -1730,7 +1753,7 @@ bi_portal_resume:
 
Sub-millisecond save & resume. The MAP_FIXED trick is why it works across processes: because every pointer inside the heap is an absolute address, resuming at a different address would require relocation. Mapping at the same address keeps pointers live.

 
Constraints: same architecture, same binary layout, same process model. An asm binary portal written on one box resumes on another x86_64 Linux box running the same asm binary. It does not resume on a rebuilt binary — the BSS-resident symbol table sym_table is not in the heap dump, so interned symbols would need to be reinterned. That's the price of trivial serialization.

 

-
7.4.1 The GC Build Uses S-Expressions

+
7.4.1 The GC Build Uses S-Expressions

 
The GC asm build can't use the binary heap dump because the heap is a linked list of chunks with typed block headers and a free list — raw-byte serialization would lose the structure. Rather than inventing portal v2 with chunk tables and pointer-relocation metadata, the GC build's portal-save walks the global env chain from %r14 and emits one (define <sym> (quote <val>)) form per binding. portal-resume is equivalent to (load "<filename>") — read every form and eval it.

 
# GC-build portal file is just Scheme source:
 (define nums (quote (1 2 3 4 5)))
@@ -1742,7 +1765,7 @@ bi_portal_resume:
-

7.5 Cross-Process Benchmarks

+

7.5 Cross-Process Benchmarks

Producer process A saves state to a file; consumer process B starts fresh, loads the file, continues. Wall-clock time for both processes end-to-end, 50 iterations, same-laptop. Reproduce: make bench-portal (source: tests/portal-benchmark.sh).

@@ -1790,7 +1813,7 @@ bi_portal_resume:

The asm→asm cross-process is ~160× faster than Python→Python. The binary & S-expression portals are within 10% of each other on this workload — the bottleneck is process startup, not serialization. For larger heaps the binary format pulls further ahead; for portability, S-expression always wins.

-

7.6 Mismatch Cases: Graceful Degradation

+

7.6 Mismatch Cases: Graceful Degradation

A usable persistence layer fails well. What happens when the consumer meets unexpected input?

@@ -1847,7 +1870,7 @@ errors

All defects surfaced & fixed during benchmark development: an asm segfault on (define x) without a value (now binds to VOID), an asm portal-resume that accepted short headers (now verifies sys_read returned a full 48 bytes & sanity-checks heap metadata), a Python file not found error reporting the outer script path instead of the inner missing file (now uses FileNotFoundError.filename). Graceful degradation is not free; it is tested.

-

7.7 Use Case: Distributed Primality Testing

+

7.7 Use Case: Distributed Primality Testing

(define (prime? n)
   (let loop ((i 2) (checks 0))
     (cond
@@ -1863,23 +1886,23 @@ errors
-

8. The EML Universality Proof

+

8. The EML Universality Proof

Lumbda ships with a mathematical proof that a single operator generates all elementary functions: eml(x, y) = exp(x) - ln(y).

Reference: "All elementary functions from a single operator" (arXiv:2603.21852v2).

-

8.1 The Operator

+

8.1 The Operator

(define (eml x y) (- (exp x) (log y)))

With this operator & the constant 1, the following derivation chain constructs every elementary function:

-

8.2 Stage 1: Core Functions (Depth 1--3)

+

8.2 Stage 1: Core Functions (Depth 1--3)

exp(x) = eml(x, 1)                        ; ln(1) = 0, so eml(x,1) = exp(x) - 0
 e      = eml(1, 1)                         ; exp(1) = e
 ln(x)  = eml(1, eml(eml(1,x), 1))         ; nested application recovers ln

Proof of ln recovery: Let a = eml(1,x) = e - ln(x). Then eml(a, 1) = exp(e - ln(x)) = exp(e)/x. Then eml(1, exp(e)/x) = e - ln(exp(e)/x) = e - e + ln(x) = ln(x).

-

8.3 Stage 2: Arithmetic

+

8.3 Stage 2: Arithmetic

0          = ln(1) = eml(1, eml(eml(1,1), 1))
 a - b      = eml(ln(a), exp(b))            ; exp(ln(a)) - ln(exp(b)) = a - b
 -1         = (e-1) - e                      ; via eml subtraction chain
@@ -1889,21 +1912,21 @@ x^y        = exp(y * ln(x))                ; exponentiation
 sqrt(x)    = exp(ln(x) / 2)               ; roots
-

8.4 Stage 3: Complex Plane Access

+

8.4 Stage 3: Complex Plane Access

ln(-1) = iπ                                ; standard complex logarithm
 π = imag(ln(-1))
 i = exp(iπ/2)

The key insight: ln of a negative number enters the complex plane. Since we can construct -1 from eml via the subtraction chain, ln(-1) yields iπ, from which π & i follow.

-

8.5 Stage 4: Trigonometry via Euler

+

8.5 Stage 4: Trigonometry via Euler

sin(x) = (exp(ix) - exp(-ix)) / 2i        ; Euler's formula
 cos(x) = (exp(ix) + exp(-ix)) / 2
 tan(x) = sin(x) / cos(x)

All trigonometric functions follow from complex exponentials, which follow from exp, which follows from eml.

-

8.6 Verification & Friction Analysis

+

8.6 Verification & Friction Analysis

The proof has been verified at six distinct levels. Times are best-of-3 on the i5-8350U:

@@ -2030,7 +2053,7 @@ ALL EML THEOREMS VERIFIED IN LUMBDA
-

9. Language Coverage

+

9. Language Coverage

Lumbda implements a near-complete R7RS-small Scheme:

Special forms (32): define, set!, lambda, λ, if, cond, case, and, or, when, unless, begin, let, let*, letrec, letrec*, named-let, do, quasiquote, define-macro, define-syntax, syntax-rules, let-syntax, letrec-syntax, apply, eval, values, call/cc, dynamic-wind, guard, parameterize, load, error, module, import, define-record-type.

Built-in functions (100+): Full arithmetic (exact rationals, inexact reals, trigonometry), pairs & lists (SRFI-1), strings (mutable), characters, vectors, hash tables, I/O (ports, file system), system interface, Python interop.

@@ -2039,7 +2062,7 @@ ALL EML THEOREMS VERIFIED IN LUMBDA

Test suite: 974 verified assertions covering lexing, parsing, special forms, bytecode compilation, macros (hygienic & procedural), continuations, generators, record types, modules, arithmetic, higher-order functions, error handling, portal serialization, cross-implementation portal exchange, file I/O parity, & graceful degradation on mismatched or corrupt input.

-

10. Relationship to Companion Papers

+

10. Relationship to Companion Papers

Lumbda forms one piece of a larger permacomputer machine learning stack:

@@ -2075,7 +2098,7 @@ ALL EML THEOREMS VERIFIED IN LUMBDA

Lumbda provides the runtime layer: a language that can checkpoint its own execution, migrate between machines, & resume from serialized state. The portal system enables distributed computation across permacomputer nodes. Categorization & feedback activities could run inside Lumbda's VM, with call/cc providing the state machine transitions & portal providing persistence.

-

11. Four Implementation Tiers, One Language

+

11. Four Implementation Tiers, One Language

"A diagram is worth 10,000 words." — russell@unturf.com

@@ -2161,7 +2184,7 @@ ALL EML THEOREMS VERIFIED IN LUMBDA

The assembly implementation proves the language runs on bare metal. 6,645 lines of GNU assembler (GAS, AT&T syntax), assembled with as and linked with ld from GNU binutils; ~22 KB stripped bump-only binary, ~25 KB stripped under the optional GC_NAIVE assemble flag. Zero external dependencies. Fourteen Linux syscalls (read, write, open, close, lseek, mmap, munmap, socket, connect, accept, bind, listen, clock_gettime, exit) — no libc, no stdlib. A bump allocator with heap-snapshot/heap-restore arena primitives, tag-in-low-3-bits values, 95+ builtins (including load, ports, write-file, file->string, portal-save, portal-resume, the six tcp-* socket primitives, read-from-string, eval, symbol->string, current-time-ms, native hash-table-* and hash-set-*, plus with-arena / gc-collect / gc-stats / arena-stats in the GC build), & TCO via jmp. It runs (ack 3 4) = 125 & (fib 35) = 9227465 correctly, serves HTTP at 2,994 req/s, and survives indefinitely with flat O(1) memory via either the snapshot/restore arena in a per-request loop or (with-arena thunk) under the collecting build (see §6.6).

The bytecode VM delivers 7--19× speedup over tree-walking. The Python implementation compiles Scheme to 40 opcodes (plus 20 specialized & 5 superinstructions), executed on an explicit frame stack with inline caching, constant folding, & peephole optimization. Full first-class continuations (multi-shot, upward) enable generators, coroutines, & machine state migration via portal.

-

11.1 Test Coverage

+

11.1 Test Coverage

980 verified assertions across all implementations, all green under make test-all:

  • Python unit + integration: 571 tests (tests.py)

    • @@ -2173,7 +2196,7 @@ ALL EML THEOREMS VERIFIED IN LUMBDA

    Cross-implementation portal exchange is verified separately: tests/portal-cross-test.sh runs 9 producer×consumer combinations. All 9 green.

-

11.2 File I/O Parity

+

11.2 File I/O Parity

All three implementations share the same minimal file I/O vocabulary — discovered necessary while building the cross-impl portal:

@@ -2251,7 +2274,7 @@ ALL EML THEOREMS VERIFIED IN LUMBDA

The asm port representation deserves a note. Because all three tag bits are consumed by the existing value types (int/pair/sym/closure/builtin/special/string/vector), we encode ports as SPECIAL values ≥ 1000: port_val = ((PORT_SPECIAL_BASE + fd) << 3) | TAG_SPECIAL. Extraction is fd = (val >> 3) - PORT_SPECIAL_BASE. port? is a range check. No tag expansion, no heap object, no allocator pressure — the port is the file descriptor, wrapped.

-

11.3 Sockets: One HTTP Server, Three Runtimes

+

11.3 Sockets: One HTTP Server, Three Runtimes

Six primitives extend the file-I/O vocabulary to TCP:

@@ -2357,7 +2380,7 @@ client port

-

11.4 S-expressions over Sockets: RPC, REPL, and Chains

+

11.4 S-expressions over Sockets: RPC, REPL, and Chains

The HTTP example sends request-line bytes and response-line bytes. Those bytes don't have to be HTTP. If both sides of the wire speak Scheme, the wire protocol can be Scheme source itself — the reader is already the parser you need. Two new builtins close the loop in all three impls:

  • (read-from-string s) — parse one S-expression from a string, return the value

    • @@ -2403,7 +2426,7 @@ client port

    The result is not a performance story — it is a composition story. S-expressions are the envelope and the payload. A 22 KB binary can be a backend, a relay, a client, or any point in a chain; the protocol needs no separate definition because the protocol IS the language.

-

11.5 Portal over HTTP: State Transfer Between Machines

+

11.5 Portal over HTTP: State Transfer Between Machines

The HTTP server carries request bytes. The portal serializes machine state to bytes. Combine them: a node exposes its state as an HTTP endpoint, another node pulls that endpoint down and resumes. This was the first item in §13 Future Work — it is now a running demo.

examples/portal-http-server.lsp holds some state (integer counter, list, string, the result of fib(30)) and answers GET /portal with an S-expression portal body — literally a sequence of (define ...) forms.

examples/portal-http-client.lsp dials the endpoint, strips the HTTP headers, splits the body by newline, and for each non-empty, non-comment line calls (eval (read-from-string line)). The remote bindings become local.

@@ -2431,7 +2454,7 @@ client port

The wire protocol and the language are the same artifact. A 22 KB binary can be any node in any chain of any scope.

-

11.6 heap-snapshot: The Arena Escape Hatch

+

11.6 heap-snapshot: The Arena Escape Hatch

The asm bump allocator has no GC. Every string-append, tcp-recv, make-pair, or similar per-request allocation grows r15. Over a long-running server that is an unbounded leak — an incident on 2026-04-16 drove an asm server to 19.3 GB RSS before being killed.

Two new builtins fix this without introducing a collector:

(heap-snapshot)           ; => opaque int (current r15)
@@ -2447,7 +2470,7 @@ client port

 
This is not a general-purpose allocator. It is an escape hatch the programmer uses when they can prove the scope boundary. For general programs on asm, the heap still grows. For the HTTP server pattern, O(1) memory costs two lines of code.
-

11.7 Static File Serving: Cache, Sendfile, and Adaptive Preload

+

11.7 Static File Serving: Cache, Sendfile, and Adaptive Preload

The HTTP demo in §11.3 served synthesized responses. To host lumbda.com we needed a real static-file path — something that hands a 2.67 MiB PDF (this whitepaper) off the disk without bouncing it through the Scheme heap. Three variants now ship in examples/, each ~100–200 lines of portable Scheme, each running on asm/lumbda-gc (the GC build, 27 KB stripped).

  • http-static-server.lsp — read the file per request via file->string, build a response, send. Baseline. Correct and portable across all four tiers; every 2.67 MiB PDF round-trip allocates 2.67 MiB of Scheme string.

    • @@ -2499,12 +2522,12 @@ client port

-

12. MOAD Audit: Fixing What We Built

+

12. MOAD Audit: Fixing What We Built

We scanned all three implementations for the five MOADs. The taxonomy used here is defined in the MOAD Cheat Sheet at undefect.com — MOAD-0001 (sedimentary O(N²) defects), MOAD-0002 (intertangle), MOAD-0003 (context-leak), MOAD-0004 (stringly-typed), MOAD-0005 (bus-factor). Every project contains its own sediment.

Standard: what the Lean EML proof sets. §8 documents a formal Lean 4 proof that eml(x, y) = exp(x) - ln(y) generates every elementary function — and that the proof is 40× faster than the brute-force numerical verification it replaced. That speedup is the MOAD-0001 story in microcosm: algebraic understanding beats O(N²) search, at the proof layer just like at every other layer. We take that standard as the bar for the implementations too. Every hot path should be fast for a reason (a hash, a cache, an O(1) invariant), not because a test didn't happen to hit the slow case. Every behavior should be correct for a reason, not by coincidence. The audit below is where we hold ourselves to that bar.

We also ran the unmoad scanner on the full tree at each release. Most recent scan (2026-04-17, post portal-over-HTTP): 18 HIGH MOAD-0001 candidates in C and 4 MOAD-0003 candidates in Python. All 18 C candidates inspected individually turn out to be false positives — one-shot option parsing, bounded-depth ancestor walks, hash bucket chain walks (already O(1) amortized), or static 6-element tables (e.g. #\space char-literal names). The 4 Python MOAD-0003 candidates are scanner misfires on a non-ContextVar Env.set() method. New-work-introduced MOAD-0001: zero. The defects fixed in this paper (intern_symbol, _define_record_type, bi_string_replace, _tokenize_lines, Env.lookup shortcut) were all surfaced by other pressures — benchmarks, crashes, portal exchanges — not by the scanner. The scanner remains a second line; the first line is building with understanding.

-

12.1 MOAD-0001: The Sedimentary Defect in Our Own Code

+

12.1 MOAD-0001: The Sedimentary Defect in Our Own Code

The assembly interpreter's intern_symbol used a linear scan through all interned symbols — O(N) per lookup, O(N²) over a program's lifetime. For a program defining 34 builtins plus user symbols, every define, every lambda parameter, every variable reference walked the entire table.

Before (linear scan):

.isym_search:
@@ -2533,7 +2556,7 @@ client port

 
Every release audit surfaces more. Writing new code is writing new sediment, unless the audit runs.
-

12.2 MOAD-0002: The Intertangle in Our Own Design

+

12.2 MOAD-0002: The Intertangle in Our Own Design

All three implementations share mutable global state between subsystems:

  • Assembly: The global environment lives in register %r14. Every define, set!, and eval mutates it directly. This works because the assembly interpreter is single-threaded & sequential, but it means the evaluator, the environment manager, & the builtin system are inseparable. You cannot test one without the others.

    • @@ -2543,14 +2566,14 @@ client port

    We documented these rather than refactoring them. In each case, the coupling exists for performance (the globals are on hot paths) or necessity (setjmp requires thread-local state). The documentation makes the coupling visible so future work can decouple selectively.

-

12.3 Our Shared Infrastructure

+

12.3 Our Shared Infrastructure

Every MOAD we fixed in our own code is a MOAD we understand better when we find it in others. The sedimentary defect in intern_symbol is the same pattern as the sedimentary defect in Lean 4's check_duplicated_univ_params. The intertangle in our global environment register is the same pattern as the intertangle in any system that routes state through implicit globals instead of explicit parameters.

Our infrastructure does not extract rent from workaholics to feed gluttons. A symbol table that does O(N) work per lookup is a workaholic node — it does more work than necessary on every operation, and that cost compounds through every downstream consumer. Fixing it reduces stress on our shared computational heart. The CPU cycles saved are cycles available for the next lambda, the next continuation, the next portal resume.

This is the permacomputer obligation: infrastructure that renews itself. Code that gets faster as we understand it better. A hash table is not an optimization — it is the removal of unnecessary suffering from a system that deserves better.

-

13. Future Work

+

13. Future Work

  • WebSocket / bidirectional: HTTP/1.0 is request-response; a persistent socket loop with framing brings full-duplex feedback.

  • Continuation-passing over HTTP: §11.5 moves bindings over HTTP. The next step is moving a live continuation — serialize it via call/cc + JSON portal, transmit, resume on the remote VM. Makes any TCP endpoint a trampoline target.

    • @@ -2563,7 +2586,7 @@ client port

-

14. The Defect in the Model

+

14. The Defect in the Model

This paper is evidence of a problem that extends beyond any single codebase.

On April 4, 2026, russell@unturf published "Stress on Our Shared Heart" — a systematic analysis of 1,264 MOAD defects across 60+ ecosystems, 18 programming languages, with 919 patches written. The central finding: O(N²) sedimentary defects compound across architectural layers, creating invisible performance taxation on every downstream consumer. A single bottleneck multiplies against every other bottleneck in the dependency chain.

On April 13--14, 2026 — nine days later — the machine learning agent that built Lumbda wrote MOAD-0001 into fresh code. Twice.

@@ -2589,19 +2612,19 @@ client port

This paper is the proof. The commit history is the evidence. The fix starts with awareness.

-

Citation

+

Citation

russell@unturf, TimeHexOn, foxhop. "Feedback Is All You Need."
 permacomputer.com, 2026.
 https://git.unturf.com/books/feedback-is-all-you-need
-

References

+

References

russell@unturf. "Stress on Our Shared Heart."
 undefect.com, April 2026.
 https://undefect.com/public/stress-on-our-shared-heart/
-

License

+

License

diagrams/permacomputer-logo.jpg
@@ -2649,7 +2672,6 @@ https://www.permacomputer.com https://uncloseai.com https://russell.ballestrini.net
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A continuation lets a program loop, branch, yield, checkpoint, resume, & migrate. Every control) Tj T* 0 Tw .771223 Tw (flow pattern reduces to a continuation captured & invoked. Extend feedback across time \(portals\) & across) Tj T* 0 Tw ET +BT 1 0 0 1 0 50 Tm .249873 Tw 12 TL /F3 10 Tf 0 0 0 rg (Lumbda) Tj /F1 10 Tf ( is a Lisp/Scheme-derived language designed around one primitive and one discipline: ) Tj /F3 10 Tf (feedback) Tj /F1 10 Tf ( \(a) Tj T* 0 Tw .038334 Tw (function that receives its own continuation composes every control-flow pattern\) and ) Tj /F3 10 Tf (MOAD defect isolation) Tj /F1 10 Tf T* 0 Tw 1.508941 Tw (\(every implementation audited against the five canonical Mother-of-all-Defects patterns, with every defect) Tj T* 0 Tw 1.143453 Tw (confined to its own implementation tier rather than propagating through shared infrastructure \227 see \24712\).) Tj T* 0 Tw 3.737223 Tw (The rest of the design follows: one primitive becomes universal when a function receives its own) Tj T* 0 Tw ET Q Q @@ -1067,30 +1072,30 @@ endstream endobj 138 0 obj << -/Length 7804 +/Length 8069 >> stream 1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 741.0236 cm +1 0 0 1 57.02362 717.0236 cm q -BT 1 0 0 1 0 14 Tm 3.784395 Tw 12 TL /F1 10 Tf 0 0 0 rg (implementations \(source-as-wire-format\) and you recover the full scope of computation without new) Tj T* 0 Tw (primitives.) Tj T* ET +BT 1 0 0 1 0 38 Tm .23131 Tw 12 TL /F1 10 Tf 0 0 0 rg (continuation. A continuation lets a program loop, branch, yield, checkpoint, resume, & migrate. Every control) Tj T* 0 Tw .771223 Tw (flow pattern reduces to a continuation captured & invoked. Extend feedback across time \(portals\) & across) Tj T* 0 Tw 3.784395 Tw (implementations \(source-as-wire-format\) and you recover the full scope of computation without new) Tj T* 0 Tw (primitives.) Tj T* ET Q Q q -1 0 0 1 57.02362 711.0236 cm +1 0 0 1 57.02362 687.0236 cm q BT 1 0 0 1 0 14 Tm .312025 Tw 12 TL /F1 10 Tf 0 0 0 rg (Lumbda ships in ) Tj /F3 10 Tf (four implementation tiers) Tj /F1 10 Tf ( \227 each independently built, each MOAD-isolated, each able to) Tj T* 0 Tw (run every test in the shared functional suite byte-identically:) Tj T* ET Q Q q -1 0 0 1 57.02362 705.0236 cm -Q -q -1 0 0 1 57.02362 705.0236 cm +1 0 0 1 57.02362 681.0236 cm Q q 1 0 0 1 57.02362 681.0236 cm +Q +q +1 0 0 1 57.02362 657.0236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -1112,10 +1117,10 @@ Q Q Q q -1 0 0 1 57.02362 675.0236 cm +1 0 0 1 57.02362 651.0236 cm Q q -1 0 0 1 57.02362 663.0236 cm +1 0 0 1 57.02362 639.0236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -1137,10 +1142,10 @@ Q Q Q q -1 0 0 1 57.02362 657.0236 cm +1 0 0 1 57.02362 633.0236 cm Q q -1 0 0 1 57.02362 633.0236 cm +1 0 0 1 57.02362 609.0236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -1162,10 +1167,10 @@ Q Q Q q -1 0 0 1 57.02362 627.0236 cm +1 0 0 1 57.02362 603.0236 cm Q q -1 0 0 1 57.02362 567.0236 cm +1 0 0 1 57.02362 543.0236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -1187,46 +1192,46 @@ Q Q Q q -1 0 0 1 57.02362 549.0236 cm +1 0 0 1 57.02362 525.0236 cm Q q -1 0 0 1 57.02362 495.0236 cm +1 0 0 1 57.02362 471.0236 cm q BT 1 0 0 1 0 38 Tm .814168 Tw 12 TL /F1 10 Tf 0 0 0 rg (All three share one interchange format: ) Tj /F3 10 Tf (Scheme source itself) Tj /F1 10 Tf (. An S-expression portal \() Tj /F5 10 Tf (\(define) Tj ( ) Tj (x) Tj ( ) Tj (42\)) Tj /F1 10 Tf (\)) Tj T* 0 Tw .689272 Tw (written by any implementation loads in any other \227 a 3\3273 producer\327consumer matrix, 9/9 cells green. The) Tj T* 0 Tw .134417 Tw (language ) Tj /F4 10 Tf (is) Tj /F1 10 Tf ( the wire protocol. This is not a property we added; it is what a parser has always made possible.) Tj T* 0 Tw (We report it because most systems forget.) Tj T* ET Q Q q -1 0 0 1 57.02362 453.0236 cm +1 0 0 1 57.02362 429.0236 cm q BT 1 0 0 1 0 26 Tm 2.01589 Tw 12 TL /F3 10 Tf 0 0 0 rg (The numbers.) Tj /F1 10 Tf ( The asm implementation saves + resumes 4 variables across two processes in ) Tj /F3 10 Tf (1.5 ms) Tj /F1 10 Tf T* 0 Tw -0.051203 Tw (\(binary portal\) or ) Tj /F3 10 Tf (1.6 ms) Tj /F1 10 Tf ( \(S-expression portal\). Python round-trip on the same task: 260 ms. A 160\327 gap from) Tj T* 0 Tw (the same language, same tests, same wire format.) Tj T* ET Q Q q -1 0 0 1 57.02362 375.0236 cm +1 0 0 1 57.02362 351.0236 cm q BT 1 0 0 1 0 62 Tm 3.009029 Tw 12 TL /F3 10 Tf 0 0 0 rg (Web server, same story.) Tj /F1 10 Tf ( The asm implementation ships a TCP stack \() Tj /F5 10 Tf (tcp-listen) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (tcp-accept) Tj /F1 10 Tf (,) Tj T* 0 Tw 1.01985 Tw /F5 10 Tf (tcp-connect) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (tcp-recv) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (tcp-send) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (tcp-close) Tj /F1 10 Tf (\) and a portable 70-line HTTP/1.0 handler in Scheme.) Tj T* 0 Tw .40135 Tw (The same ) Tj /F5 10 Tf (.lsp) Tj /F1 10 Tf ( runs identically in all three impls. Asm server + asm client: ) Tj /F3 10 Tf (2,994 req/s) Tj /F1 10 Tf ( on a 1 KB body, 22) Tj T* 0 Tw 1.003647 Tw (KB binary, zero libc, seven Linux syscalls plus the socket family. For comparison: busybox httpd \(2.1 MB\)) Tj T* 0 Tw .109314 Tw (and ) Tj /F5 10 Tf (python3) Tj ( ) Tj (-m) Tj ( ) Tj (http.server) Tj /F1 10 Tf ( \(8 MB interpreter\) hit the same benchmark at 382 req/s under a curl client) Tj T* 0 Tw (and ~2,400 req/s under an in-process client.) Tj T* ET Q Q q -1 0 0 1 57.02362 297.0236 cm +1 0 0 1 57.02362 273.0236 cm q BT 1 0 0 1 0 62 Tm 3.182556 Tw 12 TL /F3 10 Tf 0 0 0 rg (S-expressions over sockets.) Tj /F1 10 Tf ( The wire protocol for a 90-line RPC server is one Scheme form per) Tj T* 0 Tw 1.692397 Tw (connection. With ) Tj /F5 10 Tf (read-from-string) Tj /F1 10 Tf ( and ) Tj /F5 10 Tf (eval) Tj /F1 10 Tf ( added to all three impls \(89 bytes of asm for ) Tj /F5 10 Tf (eval) Tj /F1 10 Tf (, a) Tj T* 0 Tw .615304 Tw (20-line asm reader swap for ) Tj /F5 10 Tf (read-from-string) Tj /F1 10 Tf (\), a transparent byte-forwarding relay composes arbitrary) Tj T* 0 Tw -0.093771 Tw (chains: a Python client can reach an asm backend through a C relay and a Python relay, four runtimes strung) Tj T* 0 Tw .231223 Tw (together without any format translation between hops. Each relay adds ~650 \265s/request on the same laptop.) Tj T* 0 Tw (The language is the envelope.) Tj T* ET Q Q q -1 0 0 1 57.02362 231.0236 cm +1 0 0 1 57.02362 207.0236 cm q BT 1 0 0 1 0 50 Tm .901223 Tw 12 TL /F1 10 Tf 0 0 0 rg (980 verified assertions pass identically across the three implementations \(571 Python unit, 137 asm unit +) Tj T* 0 Tw .165522 Tw (integration + functional, 189 shared Python+C functional, 83 C unit\). The optional GC build passes the same) Tj T* 0 Tw 4.097565 Tw (137 asm tests independently, making it 1,117 assertions with both asm binaries exercised. Every) Tj T* 0 Tw -0.046281 Tw (implementation consumes every format it can reach; mismatch cases \(wrong format, truncated input, missing) Tj T* 0 Tw (file, corrupt header\) degrade gracefully with ) Tj /F5 10 Tf (#f) Tj /F1 10 Tf ( or a clean error.) Tj T* ET Q Q q -1 0 0 1 57.02362 177.0236 cm +1 0 0 1 57.02362 153.0236 cm q BT 1 0 0 1 0 38 Tm .352397 Tw 12 TL /F1 10 Tf 0 0 0 rg (The paper further presents the EML universality proof: a single operator ) Tj /F5 10 Tf (eml\(x,) Tj ( ) Tj (y\)) Tj ( ) Tj (=) Tj ( ) Tj (exp\(x\)) Tj ( ) Tj (-) Tj ( ) Tj (ln\(y\)) Tj /F1 10 Tf T* 0 Tw .548453 Tw (with the constant 1 generates all elementary functions \(exp, ln, arithmetic, negation, complex plane access,) Tj T* 0 Tw -0.05811 Tw (trigonometry\). Verified numerically in Python, verified in Lumbda's own bytecode, & proven formally in Lean 4) Tj T* 0 Tw (with zero ) Tj /F5 10 Tf (sorry) Tj /F1 10 Tf (.) Tj T* ET Q Q q -1 0 0 1 57.02362 135.0236 cm +1 0 0 1 57.02362 111.0236 cm q 0 0 0 rg BT 1 0 0 1 0 26 Tm /F1 10 Tf 12 TL .70189 Tw (Feedback is the primitive. Continuations are its mechanism in time. Portals are its mechanism across time.) Tj T* 0 Tw -0.095138 Tw (S-expressions are its mechanism across implementations. Sockets are its mechanism across machines. One) Tj T* 0 Tw (file is the proof \227 by three translations.) Tj T* ET @@ -1237,45 +1242,45 @@ endstream endobj 139 0 obj << -/Length 3760 +/Length 3406 >> stream 1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 751.8236 cm +1 0 0 1 57.02362 745.8236 cm q -BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (1. The Problem: Interpreters That Cannot Feed Back) Tj T* ET +BT 1 0 0 1 0 3.2 Tm 72.19817 0 Td 19.2 TL /F2 16 Tf .133333 .133333 .133333 rg (1. The Problem: Interpreters That Cannot Feed Back) Tj T* -72.19817 0 Td ET Q Q q -1 0 0 1 57.02362 683.8236 cm +1 0 0 1 57.02362 679.8236 cm q BT 1 0 0 1 0 50 Tm 1.454556 Tw 12 TL /F1 10 Tf 0 0 0 rg (Most language implementations treat control flow as a tree of special cases. ) Tj /F5 10 Tf (if) Tj /F1 10 Tf ( branches. ) Tj /F5 10 Tf (while) Tj /F1 10 Tf ( loops.) Tj T* 0 Tw .47989 Tw /F5 10 Tf (return) Tj /F1 10 Tf ( exits. ) Tj /F5 10 Tf (try/catch) Tj /F1 10 Tf ( unwinds. Each form carries its own implementation, its own edge cases, its own) Tj T* 0 Tw 1.451147 Tw (interaction with the call stack. When you need a pattern that crosses these boundaries \(a generator that) Tj T* 0 Tw 3.669873 Tw (yields mid-loop, a coroutine that resumes from a checkpoint, a computation that migrates between) Tj T* 0 Tw (machines\), the tower of special cases collapses.) Tj T* ET Q Q q -1 0 0 1 57.02362 629.8236 cm +1 0 0 1 57.02362 625.8236 cm q BT 1 0 0 1 0 38 Tm .104917 Tw 12 TL /F1 10 Tf 0 0 0 rg (The insight: every control flow pattern is a special case of feedback. A loop feeds the tail position back to the) Tj T* 0 Tw 1.658797 Tw (head. A generator feeds a value out & a resumption point in. An exception feeds control to the nearest) Tj T* 0 Tw 1.518647 Tw (handler. A checkpoint feeds the entire machine state to storage. If the language exposes feedback as a) Tj T* 0 Tw (first-class primitive, all these patterns compose without special cases.) Tj T* ET Q Q q -1 0 0 1 57.02362 575.8236 cm +1 0 0 1 57.02362 571.8236 cm q BT 1 0 0 1 0 38 Tm 5.742038 Tw 12 TL /F1 10 Tf 0 0 0 rg (Scheme discovered this in 1975 with ) Tj /F5 10 Tf (call-with-current-continuation) Tj /F1 10 Tf (. But most Scheme) Tj T* 0 Tw .086835 Tw (implementations compromise: they limit continuations to escape-only, implement them via ) Tj /F5 10 Tf (setjmp) Tj /F1 10 Tf (/) Tj /F5 10 Tf (longjmp) Tj /F1 10 Tf T* 0 Tw .712256 Tw (on the C stack, or require CPS transformation that obscures the source. Lumbda takes a different path: an) Tj T* 0 Tw (explicit frame stack that makes continuations a data structure, not a stack manipulation trick.) Tj T* ET Q Q q -1 0 0 1 57.02362 544.6236 cm +1 0 0 1 57.02362 532.6236 cm q -BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (2. Architecture: One File, Two Evaluators) Tj T* ET +BT 1 0 0 1 0 3.2 Tm 105.7502 0 Td 19.2 TL /F2 16 Tf .133333 .133333 .133333 rg (2. Architecture: One File, Two Evaluators) Tj T* -105.7502 0 Td ET Q Q q -1 0 0 1 57.02362 528.6236 cm +1 0 0 1 57.02362 518.6236 cm Q q -1 0 0 1 57.02362 131.045 cm +1 0 0 1 57.02362 121.045 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -1298,63 +1303,63 @@ Q Q Q q -1 0 0 1 57.02362 123.045 cm +1 0 0 1 57.02362 113.045 cm Q q -1 0 0 1 57.02362 105.045 cm +1 0 0 1 57.02362 95.04503 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (Lumbda implements two evaluation strategies in a single 3,743-line Python file:) Tj T* ET Q Q -q -1 0 0 1 57.02362 63.04503 cm -q -BT 1 0 0 1 0 26 Tm 1.151411 Tw 12 TL /F3 10 Tf 0 0 0 rg (Tree-walking interpreter) Tj /F1 10 Tf ( \() Tj /F5 10 Tf (leval) Tj /F1 10 Tf (\): The default mode. Walks the AST directly, handles all forms including) Tj T* 0 Tw 3.328196 Tw (macro definitions, record types, & dynamic features. Suitable for interactive development & complex) Tj T* 0 Tw (metaprogramming.) Tj T* ET -Q -Q endstream endobj 140 0 obj << -/Length 7844 +/Length 7835 >> stream 1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q 1 0 0 1 57.02362 729.0236 cm q +BT 1 0 0 1 0 26 Tm 1.151411 Tw 12 TL /F3 10 Tf 0 0 0 rg (Tree-walking interpreter) Tj /F1 10 Tf ( \() Tj /F5 10 Tf (leval) Tj /F1 10 Tf (\): The default mode. Walks the AST directly, handles all forms including) Tj T* 0 Tw 3.328196 Tw (macro definitions, record types, & dynamic features. Suitable for interactive development & complex) Tj T* 0 Tw (metaprogramming.) Tj T* ET +Q +Q +q +1 0 0 1 57.02362 687.0236 cm +q BT 1 0 0 1 0 26 Tm .557565 Tw 12 TL /F3 10 Tf 0 0 0 rg (Bytecode compiler + VM) Tj /F1 10 Tf ( \() Tj /F5 10 Tf (_bc) Tj /F1 10 Tf ( + ) Tj /F5 10 Tf (_vm_loop) Tj /F1 10 Tf (\): Enabled with ) Tj /F5 10 Tf (--fast) Tj /F1 10 Tf ( or ) Tj /F5 10 Tf (\(auto-compile!) Tj ( ) Tj (#t\)) Tj /F1 10 Tf (. Compiles) Tj T* 0 Tw .84589 Tw (Scheme expressions to a stack-based bytecode, then executes on a virtual machine with an explicit frame) Tj T* 0 Tw (stack. Achieves 7--19x speedups on recursive & iterative workloads.) Tj T* ET Q Q q -1 0 0 1 57.02362 675.0236 cm +1 0 0 1 57.02362 633.0236 cm q BT 1 0 0 1 0 38 Tm 1.065596 Tw 12 TL /F1 10 Tf 0 0 0 rg (Both evaluators share the same type system, environment model, & built-in function library. The bytecode) Tj T* 0 Tw 1.668334 Tw (compiler handles: ) Tj /F5 10 Tf (if) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (begin) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (and) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (or) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (when) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (unless) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (cond) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (define) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (set!) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (lambda) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (let) Tj /F1 10 Tf (, named-let,) Tj T* 0 Tw 1.459882 Tw /F5 10 Tf (let*) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (letrec) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (do) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (call/cc) Tj /F1 10 Tf (, & function calls with tail-call optimization. Macros expand at compile time.) Tj T* 0 Tw (Forms the compiler cannot handle fall back to the interpreter via ) Tj /F5 10 Tf (OP_EVAL) Tj /F1 10 Tf (.) Tj T* ET Q Q q -1 0 0 1 57.02362 649.0236 cm +1 0 0 1 57.02362 601.8236 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (2.1 Type System) Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (2.1 Type System) Tj T* ET Q Q q -1 0 0 1 57.02362 631.0236 cm +1 0 0 1 57.02362 581.8236 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (Core types stay minimal:) Tj T* ET Q Q q -1 0 0 1 57.02362 625.0236 cm +1 0 0 1 57.02362 575.8236 cm Q q -1 0 0 1 57.02362 625.0236 cm +1 0 0 1 57.02362 575.8236 cm Q q -1 0 0 1 57.02362 613.0236 cm +1 0 0 1 57.02362 563.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -1376,10 +1381,10 @@ Q Q Q q -1 0 0 1 57.02362 607.0236 cm +1 0 0 1 57.02362 557.8236 cm Q q -1 0 0 1 57.02362 595.0236 cm +1 0 0 1 57.02362 545.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -1401,10 +1406,10 @@ Q Q Q q -1 0 0 1 57.02362 589.0236 cm +1 0 0 1 57.02362 539.8236 cm Q q -1 0 0 1 57.02362 577.0236 cm +1 0 0 1 57.02362 527.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -1426,10 +1431,10 @@ Q Q Q q -1 0 0 1 57.02362 571.0236 cm +1 0 0 1 57.02362 521.8236 cm Q q -1 0 0 1 57.02362 559.0236 cm +1 0 0 1 57.02362 509.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -1451,10 +1456,10 @@ Q Q Q q -1 0 0 1 57.02362 553.0236 cm +1 0 0 1 57.02362 503.8236 cm Q q -1 0 0 1 57.02362 541.0236 cm +1 0 0 1 57.02362 491.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -1476,10 +1481,10 @@ Q Q Q q -1 0 0 1 57.02362 535.0236 cm +1 0 0 1 57.02362 485.8236 cm Q q -1 0 0 1 57.02362 523.0236 cm +1 0 0 1 57.02362 473.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -1501,10 +1506,10 @@ Q Q Q q -1 0 0 1 57.02362 517.0236 cm +1 0 0 1 57.02362 467.8236 cm Q q -1 0 0 1 57.02362 505.0236 cm +1 0 0 1 57.02362 455.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -1526,10 +1531,10 @@ Q Q Q q -1 0 0 1 57.02362 499.0236 cm +1 0 0 1 57.02362 449.8236 cm Q q -1 0 0 1 57.02362 487.0236 cm +1 0 0 1 57.02362 437.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -1551,34 +1556,34 @@ Q Q Q q -1 0 0 1 57.02362 469.0236 cm +1 0 0 1 57.02362 419.8236 cm Q q -1 0 0 1 57.02362 439.0236 cm +1 0 0 1 57.02362 389.8236 cm q BT 1 0 0 1 0 14 Tm .618556 Tw 12 TL /F1 10 Tf 0 0 0 rg (Exact rational arithmetic uses Python's ) Tj /F5 10 Tf (Fraction) Tj /F1 10 Tf ( type. ) Tj /F5 10 Tf (\(/) Tj ( ) Tj (1) Tj ( ) Tj (3\)) Tj /F1 10 Tf ( evaluates to ) Tj /F5 10 Tf (1/3) Tj /F1 10 Tf (, not ) Tj /F5 10 Tf (0.333...) Tj /F1 10 Tf (. Literal) Tj T* 0 Tw /F5 10 Tf (1/3) Tj /F1 10 Tf ( syntax parses directly to rationals.) Tj T* ET Q Q q -1 0 0 1 57.02362 413.0236 cm +1 0 0 1 57.02362 358.6236 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (2.2 The Bytecode) Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (2.2 The Bytecode) Tj T* ET Q Q q -1 0 0 1 57.02362 395.0236 cm +1 0 0 1 57.02362 338.6236 cm q BT 1 0 0 1 0 2 Tm 12 TL /F1 10 Tf 0 0 0 rg (The compiler emits instructions as ) Tj /F5 10 Tf (\(opcode,) Tj ( ) Tj (operand\)) Tj /F1 10 Tf ( tuples into a ) Tj /F5 10 Tf (CodeObj) Tj /F1 10 Tf (:) Tj T* ET Q Q q -1 0 0 1 57.02362 377.0236 cm +1 0 0 1 57.02362 320.6236 cm q BT 1 0 0 1 0 2 Tm 12 TL /F3 10 Tf 0 0 0 rg (Core opcodes) Tj /F1 10 Tf ( \(20\):) Tj T* ET Q Q q -1 0 0 1 57.02362 163.8236 cm +1 0 0 1 57.02362 107.4236 cm q q 1 0 0 1 0 0 cm @@ -1598,13 +1603,22 @@ Q Q Q q -1 0 0 1 57.02362 143.8236 cm +1 0 0 1 57.02362 87.42362 cm q BT 1 0 0 1 0 2 Tm 12 TL /F3 10 Tf 0 0 0 rg (Specialized opcodes) Tj /F1 10 Tf ( \(20\):) Tj T* ET Q Q + +endstream +endobj +141 0 obj +<< +/Length 7764 +>> +stream +1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 65.02362 cm +1 0 0 1 57.02362 694.2236 cm q q 1 0 0 1 0 0 cm @@ -1624,43 +1638,34 @@ Q Q Q Q - -endstream -endobj -141 0 obj -<< -/Length 8884 ->> -stream -1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 741.0236 cm +1 0 0 1 57.02362 662.2236 cm q BT 1 0 0 1 0 14 Tm .370522 Tw 12 TL /F1 10 Tf 0 0 0 rg (Specialized opcodes avoid function call overhead for hot builtins. ) Tj /F5 10 Tf (\(+) Tj ( ) Tj (x) Tj ( ) Tj (1\)) Tj /F1 10 Tf ( compiles to ) Tj /F5 10 Tf (OP_ADD1) Tj /F1 10 Tf ( instead of) Tj T* 0 Tw /F5 10 Tf (OP_LOOKUP) Tj ( ) Tj ('+') Tj ( ) Tj (/) Tj ( ) Tj (OP_CONST) Tj ( ) Tj (1) Tj ( ) Tj (/) Tj ( ) Tj (OP_CALL) Tj /F1 10 Tf (.) Tj T* ET Q Q q -1 0 0 1 57.02362 709.8236 cm +1 0 0 1 57.02362 623.0236 cm q -BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (3. The Explicit Frame Stack) Tj T* ET +BT 1 0 0 1 0 3.2 Tm 150.6222 0 Td 19.2 TL /F2 16 Tf .133333 .133333 .133333 rg (3. The Explicit Frame Stack) Tj T* -150.6222 0 Td ET Q Q q -1 0 0 1 57.02362 689.8236 cm +1 0 0 1 57.02362 605.0236 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (This is the architectural decision that makes everything else possible.) Tj T* ET Q Q q -1 0 0 1 57.02362 671.8236 cm +1 0 0 1 57.02362 587.0236 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (Instead of using Python's call stack for Scheme function calls, the VM maintains its own frame stack:) Tj T* ET Q Q q -1 0 0 1 57.02362 641.0236 cm +1 0 0 1 57.02362 556.2236 cm q q 1 0 0 1 0 0 cm @@ -1681,19 +1686,19 @@ Q Q Q q -1 0 0 1 57.02362 621.0236 cm +1 0 0 1 57.02362 536.2236 cm q BT 1 0 0 1 0 2 Tm 12 TL /F1 10 Tf 0 0 0 rg (When ) Tj /F5 10 Tf (OP_CALL) Tj /F1 10 Tf ( executes:) Tj T* ET Q Q q -1 0 0 1 57.02362 615.0236 cm +1 0 0 1 57.02362 530.2236 cm Q q -1 0 0 1 57.02362 615.0236 cm +1 0 0 1 57.02362 530.2236 cm Q q -1 0 0 1 57.02362 603.0236 cm +1 0 0 1 57.02362 518.2236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -1716,10 +1721,10 @@ Q Q Q q -1 0 0 1 57.02362 597.0236 cm +1 0 0 1 57.02362 512.2236 cm Q q -1 0 0 1 57.02362 585.0236 cm +1 0 0 1 57.02362 500.2236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -1741,10 +1746,10 @@ Q Q Q q -1 0 0 1 57.02362 579.0236 cm +1 0 0 1 57.02362 494.2236 cm Q q -1 0 0 1 57.02362 567.0236 cm +1 0 0 1 57.02362 482.2236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -1766,10 +1771,10 @@ Q Q Q q -1 0 0 1 57.02362 561.0236 cm +1 0 0 1 57.02362 476.2236 cm Q q -1 0 0 1 57.02362 549.0236 cm +1 0 0 1 57.02362 464.2236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -1792,10 +1797,10 @@ Q Q Q q -1 0 0 1 57.02362 543.0236 cm +1 0 0 1 57.02362 458.2236 cm Q q -1 0 0 1 57.02362 531.0236 cm +1 0 0 1 57.02362 446.2236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -1818,22 +1823,22 @@ Q Q Q q -1 0 0 1 57.02362 531.0236 cm +1 0 0 1 57.02362 446.2236 cm Q q -1 0 0 1 57.02362 513.0236 cm +1 0 0 1 57.02362 428.2236 cm q BT 1 0 0 1 0 2 Tm 12 TL /F1 10 Tf 0 0 0 rg (When ) Tj /F5 10 Tf (OP_RETURN) Tj /F1 10 Tf ( executes:) Tj T* ET Q Q q -1 0 0 1 57.02362 507.0236 cm +1 0 0 1 57.02362 422.2236 cm Q q -1 0 0 1 57.02362 507.0236 cm +1 0 0 1 57.02362 422.2236 cm Q q -1 0 0 1 57.02362 495.0236 cm +1 0 0 1 57.02362 410.2236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -1855,10 +1860,10 @@ Q Q Q q -1 0 0 1 57.02362 489.0236 cm +1 0 0 1 57.02362 404.2236 cm Q q -1 0 0 1 57.02362 477.0236 cm +1 0 0 1 57.02362 392.2236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -1880,16 +1885,16 @@ Q Q Q q -1 0 0 1 57.02362 477.0236 cm +1 0 0 1 57.02362 392.2236 cm Q q -1 0 0 1 57.02362 447.0236 cm +1 0 0 1 57.02362 362.2236 cm q BT 1 0 0 1 0 14 Tm 2.331529 Tw 12 TL /F3 10 Tf 0 0 0 rg (Tail-call optimization) Tj /F1 10 Tf ( follows naturally: ) Tj /F5 10 Tf (OP_TAIL_CALL) Tj /F1 10 Tf ( skips step 2. It replaces the current activation) Tj T* 0 Tw (record instead of pushing a new one. Tail-recursive loops of arbitrary depth consume constant memory.) Tj T* ET Q Q q -1 0 0 1 57.02362 406.6236 cm +1 0 0 1 57.02362 321.8236 cm q q 1 0 0 1 0 0 cm @@ -1910,26 +1915,26 @@ Q Q Q q -1 0 0 1 57.02362 362.6236 cm +1 0 0 1 57.02362 277.8236 cm q BT 1 0 0 1 0 26 Tm .144609 Tw 12 TL /F3 10 Tf 0 0 0 rg (Why this matters) Tj /F1 10 Tf (: Python's default recursion limit is 1,000 frames. A Scheme that uses the Python stack for) Tj T* 0 Tw -0.073228 Tw (Scheme calls inherits this limit. The explicit frame stack removes it. Lumbda can recurse 50,000 deep without) Tj T* 0 Tw (difficulty, limited only by available memory.) Tj T* ET Q Q q -1 0 0 1 57.02362 331.4236 cm +1 0 0 1 57.02362 238.6236 cm q -BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (4. Continuations: Feedback as a Data Structure) Tj T* ET +BT 1 0 0 1 0 3.2 Tm 90.19017 0 Td 19.2 TL /F2 16 Tf .133333 .133333 .133333 rg (4. Continuations: Feedback as a Data Structure) Tj T* -90.19017 0 Td ET Q Q q -1 0 0 1 57.02362 311.4236 cm +1 0 0 1 57.02362 220.6236 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (With an explicit frame stack, capturing a continuation becomes copying a data structure:) Tj T* ET Q Q q -1 0 0 1 57.02362 223.0236 cm +1 0 0 1 57.02362 132.2236 cm q q 1 0 0 1 0 0 cm @@ -1950,19 +1955,19 @@ Q Q Q q -1 0 0 1 57.02362 203.0236 cm +1 0 0 1 57.02362 112.2236 cm q BT 1 0 0 1 0 2 Tm 12 TL /F1 10 Tf 0 0 0 rg (When ) Tj /F5 10 Tf (OP_CALL_CC) Tj /F1 10 Tf ( executes:) Tj T* ET Q Q q -1 0 0 1 57.02362 197.0236 cm +1 0 0 1 57.02362 106.2236 cm Q q -1 0 0 1 57.02362 197.0236 cm +1 0 0 1 57.02362 106.2236 cm Q q -1 0 0 1 57.02362 173.0236 cm +1 0 0 1 57.02362 82.22362 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -1984,10 +1989,10 @@ Q Q Q q -1 0 0 1 57.02362 167.0236 cm +1 0 0 1 57.02362 76.22362 cm Q q -1 0 0 1 57.02362 155.0236 cm +1 0 0 1 57.02362 64.22362 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -2009,10 +2014,19 @@ Q Q Q q -1 0 0 1 57.02362 149.0236 cm +1 0 0 1 57.02362 62.69291 cm Q + +endstream +endobj +142 0 obj +<< +/Length 8455 +>> +stream +1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 137.0236 cm +1 0 0 1 57.02362 753.0236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -2034,10 +2048,10 @@ Q Q Q q -1 0 0 1 57.02362 131.0236 cm +1 0 0 1 57.02362 747.0236 cm Q q -1 0 0 1 57.02362 119.0236 cm +1 0 0 1 57.02362 735.0236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -2059,10 +2073,10 @@ Q Q Q q -1 0 0 1 57.02362 113.0236 cm +1 0 0 1 57.02362 729.0236 cm Q q -1 0 0 1 57.02362 101.0236 cm +1 0 0 1 57.02362 717.0236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -2085,23 +2099,23 @@ Q Q Q q -1 0 0 1 57.02362 101.0236 cm +1 0 0 1 57.02362 717.0236 cm Q q -1 0 0 1 57.02362 83.02362 cm +1 0 0 1 57.02362 699.0236 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (When a continuation is invoked:) Tj T* ET Q Q q -1 0 0 1 57.02362 77.02362 cm +1 0 0 1 57.02362 693.0236 cm Q q -1 0 0 1 57.02362 77.02362 cm +1 0 0 1 57.02362 693.0236 cm Q q -1 0 0 1 57.02362 65.02362 cm +1 0 0 1 57.02362 681.0236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -2123,19 +2137,10 @@ Q Q Q q -1 0 0 1 57.02362 62.69291 cm +1 0 0 1 57.02362 675.0236 cm Q - -endstream -endobj -142 0 obj -<< -/Length 9019 ->> -stream -1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 753.0236 cm +1 0 0 1 57.02362 663.0236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -2157,10 +2162,10 @@ Q Q Q q -1 0 0 1 57.02362 747.0236 cm +1 0 0 1 57.02362 657.0236 cm Q q -1 0 0 1 57.02362 735.0236 cm +1 0 0 1 57.02362 645.0236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -2182,10 +2187,10 @@ Q Q Q q -1 0 0 1 57.02362 729.0236 cm +1 0 0 1 57.02362 639.0236 cm Q q -1 0 0 1 57.02362 717.0236 cm +1 0 0 1 57.02362 627.0236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -2208,10 +2213,10 @@ Q Q Q q -1 0 0 1 57.02362 711.0236 cm +1 0 0 1 57.02362 621.0236 cm Q q -1 0 0 1 57.02362 699.0236 cm +1 0 0 1 57.02362 609.0236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -2234,28 +2239,28 @@ Q Q Q q -1 0 0 1 57.02362 699.0236 cm +1 0 0 1 57.02362 609.0236 cm Q q -1 0 0 1 57.02362 657.0236 cm +1 0 0 1 57.02362 567.0236 cm q BT 1 0 0 1 0 26 Tm .35131 Tw 12 TL /F3 10 Tf 0 0 0 rg (Multi-shot continuations) Tj /F1 10 Tf (: Because the state is deep-copied at capture time, a continuation can be invoked) Tj T* 0 Tw .07131 Tw (multiple times. Each invocation restores an independent copy of the machine state. This enables generators,) Tj T* 0 Tw (coroutines, & backtracking search.) Tj T* ET Q Q q -1 0 0 1 57.02362 631.0236 cm +1 0 0 1 57.02362 535.8236 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (4.1 Generators from Continuations) Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (4.1 Generators from Continuations) Tj T* ET Q Q q -1 0 0 1 57.02362 613.0236 cm +1 0 0 1 57.02362 515.8236 cm q BT 1 0 0 1 0 2 Tm 12 TL /F1 10 Tf 0 0 0 rg (A generator in Lumbda uses ) Tj /F5 10 Tf (call/cc) Tj /F1 10 Tf ( to yield values & resume later:) Tj T* ET Q Q q -1 0 0 1 57.02362 428.6236 cm +1 0 0 1 57.02362 331.4236 cm q q 1 0 0 1 0 0 cm @@ -2275,32 +2280,32 @@ Q Q Q q -1 0 0 1 57.02362 396.6236 cm +1 0 0 1 57.02362 299.4236 cm q BT 1 0 0 1 0 14 Tm 4.875696 Tw 12 TL /F1 10 Tf 0 0 0 rg (No special generator syntax. No coroutine framework. The same ) Tj /F5 10 Tf (call/cc) Tj /F1 10 Tf ( that handles escape) Tj T* 0 Tw (continuations also handles cooperative multitasking, because feedback is feedback.) Tj T* ET Q Q q -1 0 0 1 57.02362 370.6236 cm +1 0 0 1 57.02362 268.2236 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (4.2 Why "Feedback Is All You Need") Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (4.2 Why "Feedback Is All You Need") Tj T* ET Q Q q -1 0 0 1 57.02362 352.6236 cm +1 0 0 1 57.02362 248.2236 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (Every control flow pattern reduces to a continuation operation:) Tj T* ET Q Q q -1 0 0 1 57.02362 346.6236 cm +1 0 0 1 57.02362 242.2236 cm Q q -1 0 0 1 57.02362 346.6236 cm +1 0 0 1 57.02362 242.2236 cm Q q -1 0 0 1 57.02362 334.6236 cm +1 0 0 1 57.02362 230.2236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -2322,10 +2327,10 @@ Q Q Q q -1 0 0 1 57.02362 328.6236 cm +1 0 0 1 57.02362 224.2236 cm Q q -1 0 0 1 57.02362 316.6236 cm +1 0 0 1 57.02362 212.2236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -2347,10 +2352,10 @@ Q Q Q q -1 0 0 1 57.02362 310.6236 cm +1 0 0 1 57.02362 206.2236 cm Q q -1 0 0 1 57.02362 298.6236 cm +1 0 0 1 57.02362 194.2236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -2372,10 +2377,10 @@ Q Q Q q -1 0 0 1 57.02362 292.6236 cm +1 0 0 1 57.02362 188.2236 cm Q q -1 0 0 1 57.02362 280.6236 cm +1 0 0 1 57.02362 176.2236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -2397,10 +2402,10 @@ Q Q Q q -1 0 0 1 57.02362 274.6236 cm +1 0 0 1 57.02362 170.2236 cm Q q -1 0 0 1 57.02362 262.6236 cm +1 0 0 1 57.02362 158.2236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -2422,10 +2427,10 @@ Q Q Q q -1 0 0 1 57.02362 256.6236 cm +1 0 0 1 57.02362 152.2236 cm Q q -1 0 0 1 57.02362 232.6236 cm +1 0 0 1 57.02362 128.2236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -2447,10 +2452,10 @@ Q Q Q q -1 0 0 1 57.02362 226.6236 cm +1 0 0 1 57.02362 122.2236 cm Q q -1 0 0 1 57.02362 214.6236 cm +1 0 0 1 57.02362 110.2236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -2472,35 +2477,48 @@ Q Q Q q -1 0 0 1 57.02362 196.6236 cm +1 0 0 1 57.02362 92.22362 cm Q q -1 0 0 1 57.02362 178.6236 cm +1 0 0 1 57.02362 74.22362 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (One primitive. Every pattern.) Tj T* ET Q Q + +endstream +endobj +143 0 obj +<< +/Length 9830 +>> +stream +1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 152.6236 cm +1 0 0 1 57.02362 751.8236 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (4.3 Four Scopes of Feedback) Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (4.3 Four Scopes of Feedback) Tj T* ET Q Q q -1 0 0 1 57.02362 134.6236 cm +1 0 0 1 57.02362 731.8236 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (The single word "feedback" covers four nested scopes, each giving rise to one of our core abstractions:) Tj T* ET Q Q q -1 0 0 1 57.02362 128.6236 cm +1 0 0 1 57.02362 725.8236 cm Q q -1 0 0 1 57.02362 74.62362 cm +1 0 0 1 57.02362 635.8236 cm q 1 1 1 rg +n 0 90 481.2283 -18 re f* +.878431 .878431 .878431 rg +n 0 72 481.2283 -18 re f* +1 1 1 rg n 0 54 481.2283 -18 re f* .878431 .878431 .878431 rg n 0 36 481.2283 -18 re f* @@ -2509,28 +2527,28 @@ n 0 18 481.2283 -18 re f* 0 0 0 rg BT /F3 10 Tf 12 TL ET q -1 0 0 1 6 39 cm +1 0 0 1 6 75 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 24.11016 0 Td (Scope) Tj T* -24.11016 0 Td ET Q Q q -1 0 0 1 96.23031 39 cm +1 0 0 1 96.23031 75 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 31.93634 0 Td (Mechanism) Tj T* -31.93634 0 Td ET Q Q q -1 0 0 1 226.563 39 cm +1 0 0 1 226.563 75 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 28.60634 0 Td (Unit of travel) Tj T* -28.60634 0 Td ET Q Q q -1 0 0 1 356.8957 39 cm +1 0 0 1 356.8957 75 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 22.21634 0 Td (Implementation) Tj T* -22.21634 0 Td ET @@ -2539,96 +2557,61 @@ Q 0 0 0 rg BT /F1 10 Tf 12 TL ET q -1 0 0 1 6 21 cm +1 0 0 1 6 57 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (Within process) Tj T* ET Q Q q -1 0 0 1 96.23031 21 cm +1 0 0 1 96.23031 57 cm q BT 1 0 0 1 0 2 Tm 12 TL /F5 10 Tf 0 0 0 rg (call/cc) Tj /F1 10 Tf (, tail-call) Tj T* ET Q Q q -1 0 0 1 226.563 21 cm +1 0 0 1 226.563 57 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (continuation \(live\)) Tj T* ET Q Q q -1 0 0 1 356.8957 21 cm +1 0 0 1 356.8957 57 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (explicit frame stack) Tj T* ET Q Q q -1 0 0 1 6 3 cm +1 0 0 1 6 39 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (Across process) Tj T* ET Q Q q -1 0 0 1 96.23031 3 cm +1 0 0 1 96.23031 39 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (portal \(JSON or binary\)) Tj T* ET Q Q q -1 0 0 1 226.563 3 cm +1 0 0 1 226.563 39 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (VM state + continuation) Tj T* ET Q Q q -1 0 0 1 356.8957 3 cm +1 0 0 1 356.8957 39 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (graph serializer) Tj T* ET Q Q q -1 J -1 j -0 0 0 RG -.25 w -n 0 0 m 481.2283 0 l S -n 0 36 m 481.2283 36 l S -n 0 18 m 481.2283 18 l S -n 90.23031 0 m 90.23031 54 l S -n 220.563 0 m 220.563 54 l S -n 350.8957 0 m 350.8957 54 l S -n 0 54 m 481.2283 54 l S -n 0 0 m 0 54 l S -n 481.2283 0 m 481.2283 54 l S -Q -Q -Q - -endstream -endobj -143 0 obj -<< -/Length 9356 ->> -stream -1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET -q -1 0 0 1 57.02362 729.0236 cm -q -1 1 1 rg -n 0 36 481.2283 -18 re f* -.878431 .878431 .878431 rg -n 0 18 481.2283 -18 re f* -0 0 0 rg -BT /F1 10 Tf 12 TL ET -q 1 0 0 1 6 21 cm q 0 0 0 rg @@ -2689,58 +2672,61 @@ q 1 j 0 0 0 RG .25 w +n 0 72 m 481.2283 72 l S +n 0 54 m 481.2283 54 l S n 0 36 m 481.2283 36 l S n 0 18 m 481.2283 18 l S -n 90.23031 0 m 90.23031 36 l S -n 220.563 0 m 220.563 36 l S -n 350.8957 0 m 350.8957 36 l S -n 0 0 m 0 36 l S -n 481.2283 0 m 481.2283 36 l S +n 90.23031 0 m 90.23031 90 l S +n 220.563 0 m 220.563 90 l S +n 350.8957 0 m 350.8957 90 l S +n 0 90 m 481.2283 90 l S n 0 0 m 481.2283 0 l S +n 0 0 m 0 90 l S +n 481.2283 0 m 481.2283 90 l S Q Q Q q -1 0 0 1 57.02362 729.0236 cm +1 0 0 1 57.02362 635.8236 cm Q q -1 0 0 1 57.02362 651.0236 cm +1 0 0 1 57.02362 557.8236 cm q BT 1 0 0 1 0 62 Tm .519908 Tw 12 TL /F1 10 Tf 0 0 0 rg (Within a single VM, a continuation is the unit \227 the whole call stack, captured & passed. Across processes) Tj T* 0 Tw 1.828917 Tw (on the same machine, a portal is the unit \227 the whole heap or VM state, serialized to a file, resumed) Tj T* 0 Tw 2.175257 Tw (elsewhere. Across implementations that share no binary compatibility, Scheme source itself is the unit:) Tj T* 0 Tw 1.27989 Tw /F5 10 Tf (\(define) Tj ( ) Tj (x) Tj ( ) Tj (42\)) Tj /F1 10 Tf ( travels because every parser already knows how to receive it. Across machines, bytes) Tj T* 0 Tw -0.111031 Tw (over a socket are the unit \227 an HTTP request is feedback to a peer, a response is feedback back. The HTTP) Tj T* 0 Tw (handler is 70 lines of portable Scheme that runs byte-identical in all three runtimes.) Tj T* ET Q Q q -1 0 0 1 57.02362 609.0236 cm +1 0 0 1 57.02362 515.8236 cm q BT 1 0 0 1 0 26 Tm .158138 Tw 12 TL /F1 10 Tf 0 0 0 rg (The same abstraction, at four scopes. No new primitive at any level \227 each scope adds one implementation) Tj T* 0 Tw 1.356019 Tw (primitive \() Tj /F5 10 Tf (call/cc) Tj /F1 10 Tf ( / portal / reader / socket\) and keeps the semantics. This is what "feedback is all you) Tj T* 0 Tw (need" actually means once you extend it past the process boundary.) Tj T* ET Q Q q -1 0 0 1 57.02362 577.8236 cm +1 0 0 1 57.02362 476.6236 cm q -BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (5. Optimizations) Tj T* ET +BT 1 0 0 1 0 3.2 Tm 187.2782 0 Td 19.2 TL /F2 16 Tf .133333 .133333 .133333 rg (5. Optimizations) Tj T* -187.2782 0 Td ET Q Q q -1 0 0 1 57.02362 551.8236 cm +1 0 0 1 57.02362 445.4236 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (5.1 Peephole Optimizer) Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (5.1 Peephole Optimizer) Tj T* ET Q Q q -1 0 0 1 57.02362 533.8236 cm +1 0 0 1 57.02362 425.4236 cm q BT 1 0 0 1 0 2 Tm 12 TL /F1 10 Tf 0 0 0 rg (The ) Tj /F5 10 Tf (_peephole) Tj /F1 10 Tf ( function runs over every compiled procedure after bytecode generation:) Tj T* ET Q Q q -1 0 0 1 57.02362 527.8236 cm +1 0 0 1 57.02362 419.4236 cm Q q -1 0 0 1 57.02362 527.8236 cm +1 0 0 1 57.02362 419.4236 cm Q q -1 0 0 1 57.02362 515.8236 cm +1 0 0 1 57.02362 407.4236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -2762,10 +2748,10 @@ Q Q Q q -1 0 0 1 57.02362 509.8236 cm +1 0 0 1 57.02362 401.4236 cm Q q -1 0 0 1 57.02362 497.8236 cm +1 0 0 1 57.02362 389.4236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -2787,10 +2773,10 @@ Q Q Q q -1 0 0 1 57.02362 491.8236 cm +1 0 0 1 57.02362 383.4236 cm Q q -1 0 0 1 57.02362 479.8236 cm +1 0 0 1 57.02362 371.4236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -2812,10 +2798,10 @@ Q Q Q q -1 0 0 1 57.02362 473.8236 cm +1 0 0 1 57.02362 365.4236 cm Q q -1 0 0 1 57.02362 449.8236 cm +1 0 0 1 57.02362 341.4236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -2837,34 +2823,34 @@ Q Q Q q -1 0 0 1 57.02362 431.8236 cm +1 0 0 1 57.02362 323.4236 cm Q q -1 0 0 1 57.02362 405.8236 cm +1 0 0 1 57.02362 292.2236 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (5.2 Inline Cache) Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (5.2 Inline Cache) Tj T* ET Q Q q -1 0 0 1 57.02362 363.8236 cm +1 0 0 1 57.02362 248.2236 cm q BT 1 0 0 1 0 26 Tm 1.884556 Tw 12 TL /F1 10 Tf 0 0 0 rg (Variable lookup in a chain of lexical environments requires walking from the current environment to the) Tj T* 0 Tw 2.510642 Tw (global. For frequently accessed global variables \(builtins like ) Tj /F5 10 Tf (+) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (car) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (null?) Tj /F1 10 Tf (\), this traversal dominates) Tj T* 0 Tw (execution time.) Tj T* ET Q Q q -1 0 0 1 57.02362 333.8236 cm +1 0 0 1 57.02362 218.2236 cm q BT 1 0 0 1 0 14 Tm 5.885372 Tw 12 TL /F1 10 Tf 0 0 0 rg (The inline cache tracks ) Tj /F5 10 Tf (instruction_index) Tj ( ) Tj /F6 10 Tf 12 TL (\256) Tj /F5 10 Tf 12 TL ( ) Tj (\(cached_env,) Tj ( ) Tj (cached_value\)) Tj /F1 10 Tf ( pairs. On) Tj T* 0 Tw /F5 10 Tf (OP_LOOKUP) Tj /F1 10 Tf (:) Tj T* ET Q Q q -1 0 0 1 57.02362 327.8236 cm +1 0 0 1 57.02362 212.2236 cm Q q -1 0 0 1 57.02362 327.8236 cm +1 0 0 1 57.02362 212.2236 cm Q q -1 0 0 1 57.02362 315.8236 cm +1 0 0 1 57.02362 200.2236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -2887,10 +2873,10 @@ Q Q Q q -1 0 0 1 57.02362 309.8236 cm +1 0 0 1 57.02362 194.2236 cm Q q -1 0 0 1 57.02362 297.8236 cm +1 0 0 1 57.02362 182.2236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -2913,10 +2899,10 @@ Q Q Q q -1 0 0 1 57.02362 291.8236 cm +1 0 0 1 57.02362 176.2236 cm Q q -1 0 0 1 57.02362 279.8236 cm +1 0 0 1 57.02362 164.2236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -2939,10 +2925,10 @@ Q Q Q q -1 0 0 1 57.02362 273.8236 cm +1 0 0 1 57.02362 158.2236 cm Q q -1 0 0 1 57.02362 261.8236 cm +1 0 0 1 57.02362 146.2236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -2964,30 +2950,39 @@ Q Q Q q -1 0 0 1 57.02362 261.8236 cm +1 0 0 1 57.02362 146.2236 cm Q q -1 0 0 1 57.02362 231.8236 cm +1 0 0 1 57.02362 116.2236 cm q 0 0 0 rg BT 1 0 0 1 0 14 Tm /F1 10 Tf 12 TL .747025 Tw (This optimization targets the common case: inner loops that reference global functions thousands of times.) Tj T* 0 Tw (The cache stays valid as long as the binding is not shadowed locally.) Tj T* ET Q Q q -1 0 0 1 57.02362 205.8236 cm +1 0 0 1 57.02362 85.02362 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (5.3 Constant Folding) Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (5.3 Constant Folding) Tj T* ET Q Q q -1 0 0 1 57.02362 187.8236 cm +1 0 0 1 57.02362 65.02362 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (The compiler evaluates pure expressions at compile time:) Tj T* ET Q Q + +endstream +endobj +144 0 obj +<< +/Length 12397 +>> +stream +1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 137.8236 cm +1 0 0 1 57.02362 723.0236 cm q q 1 0 0 1 0 0 cm @@ -3007,52 +3002,43 @@ Q Q Q q -1 0 0 1 57.02362 105.8236 cm +1 0 0 1 57.02362 691.0236 cm q BT 1 0 0 1 0 14 Tm .949897 Tw 12 TL /F1 10 Tf 0 0 0 rg (Supported foldable operations: ) Tj /F5 10 Tf (+) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (-) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (*) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (=) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (<) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (>) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (<) Tj (=) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (>) Tj (=) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (not) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (zero?) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (positive?) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (negative?) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (abs) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (min) Tj /F1 10 Tf (,) Tj T* 0 Tw /F5 10 Tf (max) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (string-length) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (string-append) Tj /F1 10 Tf (.) Tj T* ET Q Q q -1 0 0 1 57.02362 75.82362 cm +1 0 0 1 57.02362 661.0236 cm q BT 1 0 0 1 0 14 Tm .584272 Tw 12 TL /F1 10 Tf 0 0 0 rg (Folding only applies when all operands are compile-time constants & the function name is not shadowed in) Tj T* 0 Tw (the compilation environment.) Tj T* ET Q Q - -endstream -endobj -144 0 obj -<< -/Length 13301 ->> -stream -1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 751.8236 cm +1 0 0 1 57.02362 621.8236 cm q -BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (6. Benchmarks: Three Evaluators vs CPython) Tj T* ET +BT 1 0 0 1 0 3.2 Tm 94.40617 0 Td 19.2 TL /F2 16 Tf .133333 .133333 .133333 rg (6. Benchmarks: Three Evaluators vs CPython) Tj T* -94.40617 0 Td ET Q Q q -1 0 0 1 57.02362 683.8236 cm +1 0 0 1 57.02362 555.8236 cm q BT 1 0 0 1 0 50 Tm .344897 Tw 12 TL /F3 10 Tf 0 0 0 rg (Methodology.) Tj /F1 10 Tf ( All benchmarks in this paper run on a single laptop: ) Tj /F3 10 Tf (Intel Core i5-8350U \(8th-gen mobile, 4) Tj T* 0 Tw .582256 Tw (cores / 8 threads, 1.70 GHz base\)) Tj /F1 10 Tf (, Ubuntu 24.04, Linux 6.17, gcc 13.3, GNU assembler 2.42 \(GAS AT) Tj (&) Tj (T) Tj T* 0 Tw 3.514029 Tw (syntax\), Python 3.12. Loopback TCP for all socket benchmarks. Three columns below: tree-walking) Tj T* 0 Tw .177565 Tw (interpreter \() Tj /F5 10 Tf (leval) Tj /F1 10 Tf (\), bytecode VM \() Tj /F5 10 Tf (--fast) Tj /F1 10 Tf (\), & equivalent CPython. Times are best-of-3 in milliseconds. The) Tj T* 0 Tw (same hardware is used for the HTTP, RPC, chain, and portal-over-HTTP benchmarks reported later in \24711.) Tj T* ET Q Q q -1 0 0 1 57.02362 665.8236 cm +1 0 0 1 57.02362 537.8236 cm q BT 1 0 0 1 0 2 Tm 12 TL /F3 10 Tf 0 0 0 rg (Reproducibility.) Tj /F1 10 Tf ( Every benchmark in the paper has a Makefile target:) Tj T* ET Q Q q -1 0 0 1 57.02362 659.8236 cm +1 0 0 1 57.02362 531.8236 cm Q q -1 0 0 1 57.02362 659.8236 cm +1 0 0 1 57.02362 531.8236 cm Q q -1 0 0 1 57.02362 647.8236 cm +1 0 0 1 57.02362 519.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -3074,10 +3060,10 @@ Q Q Q q -1 0 0 1 57.02362 641.8236 cm +1 0 0 1 57.02362 513.8236 cm Q q -1 0 0 1 57.02362 629.8236 cm +1 0 0 1 57.02362 501.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -3099,10 +3085,10 @@ Q Q Q q -1 0 0 1 57.02362 623.8236 cm +1 0 0 1 57.02362 495.8236 cm Q q -1 0 0 1 57.02362 611.8236 cm +1 0 0 1 57.02362 483.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -3124,10 +3110,10 @@ Q Q Q q -1 0 0 1 57.02362 605.8236 cm +1 0 0 1 57.02362 477.8236 cm Q q -1 0 0 1 57.02362 593.8236 cm +1 0 0 1 57.02362 465.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -3149,10 +3135,10 @@ Q Q Q q -1 0 0 1 57.02362 587.8236 cm +1 0 0 1 57.02362 459.8236 cm Q q -1 0 0 1 57.02362 575.8236 cm +1 0 0 1 57.02362 447.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -3174,10 +3160,10 @@ Q Q Q q -1 0 0 1 57.02362 569.8236 cm +1 0 0 1 57.02362 441.8236 cm Q q -1 0 0 1 57.02362 545.8236 cm +1 0 0 1 57.02362 417.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -3199,10 +3185,10 @@ Q Q Q q -1 0 0 1 57.02362 539.8236 cm +1 0 0 1 57.02362 411.8236 cm Q q -1 0 0 1 57.02362 527.8236 cm +1 0 0 1 57.02362 399.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -3224,10 +3210,10 @@ Q Q Q q -1 0 0 1 57.02362 521.8236 cm +1 0 0 1 57.02362 393.8236 cm Q q -1 0 0 1 57.02362 509.8236 cm +1 0 0 1 57.02362 381.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -3249,10 +3235,10 @@ Q Q Q q -1 0 0 1 57.02362 503.8236 cm +1 0 0 1 57.02362 375.8236 cm Q q -1 0 0 1 57.02362 491.8236 cm +1 0 0 1 57.02362 363.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -3274,10 +3260,10 @@ Q Q Q q -1 0 0 1 57.02362 485.8236 cm +1 0 0 1 57.02362 357.8236 cm Q q -1 0 0 1 57.02362 473.8236 cm +1 0 0 1 57.02362 345.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -3299,10 +3285,10 @@ Q Q Q q -1 0 0 1 57.02362 467.8236 cm +1 0 0 1 57.02362 339.8236 cm Q q -1 0 0 1 57.02362 455.8236 cm +1 0 0 1 57.02362 327.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -3324,10 +3310,10 @@ Q Q Q q -1 0 0 1 57.02362 449.8236 cm +1 0 0 1 57.02362 321.8236 cm Q q -1 0 0 1 57.02362 437.8236 cm +1 0 0 1 57.02362 309.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -3349,35 +3335,27 @@ Q Q Q q -1 0 0 1 57.02362 419.8236 cm +1 0 0 1 57.02362 291.8236 cm Q q -1 0 0 1 57.02362 377.8236 cm +1 0 0 1 57.02362 249.8236 cm q BT 1 0 0 1 0 26 Tm .215522 Tw 12 TL /F1 10 Tf 0 0 0 rg (Each target's script lives under ) Tj /F5 10 Tf (tests/) Tj /F1 10 Tf ( and uses the six-layer safety envelope from ) Tj /F5 10 Tf (CLAUDE.md) Tj /F1 10 Tf ( \() Tj /F5 10 Tf (set) Tj ( ) Tj (-e) Tj /F1 10 Tf ( +) Tj T* 0 Tw .46213 Tw /F5 10 Tf (ulimit) Tj ( ) Tj (-v) Tj /F1 10 Tf ( kernel cap + ) Tj /F5 10 Tf (trap) Tj /F1 10 Tf ( on EXIT + ) Tj /F5 10 Tf (timeout) Tj /F1 10 Tf ( + explicit kill + ) Tj /F5 10 Tf (pgrep) Tj /F1 10 Tf ( straggler check\). No benchmark) Tj T* 0 Tw (leaves background processes alive.) Tj T* ET Q Q q -1 0 0 1 57.02362 351.8236 cm +1 0 0 1 57.02362 218.6236 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (6.1 Raw Results) Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (6.1 Raw Results) Tj T* ET Q Q q -1 0 0 1 57.02362 339.8236 cm +1 0 0 1 57.02362 204.6236 cm Q q -1 0 0 1 57.02362 141.8236 cm +1 0 0 1 57.02362 78.62362 cm q 1 1 1 rg -n 0 198 481.2283 -18 re f* -.878431 .878431 .878431 rg -n 0 180 481.2283 -18 re f* -1 1 1 rg -n 0 162 481.2283 -18 re f* -.878431 .878431 .878431 rg -n 0 144 481.2283 -18 re f* -1 1 1 rg n 0 126 481.2283 -18 re f* .878431 .878431 .878431 rg n 0 108 481.2283 -18 re f* @@ -3394,35 +3372,35 @@ n 0 18 481.2283 -18 re f* 0 0 0 rg BT /F3 10 Tf 12 TL ET q -1 0 0 1 6 183 cm +1 0 0 1 6 111 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 46.97472 0 Td (Benchmark) Tj T* -46.97472 0 Td ET Q Q q -1 0 0 1 166.4094 183 cm +1 0 0 1 166.4094 111 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 11.59736 0 Td (Interp ms) Tj T* -11.59736 0 Td ET Q Q q -1 0 0 1 246.6142 183 cm +1 0 0 1 246.6142 111 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 18.26736 0 Td (BC ms) Tj T* -18.26736 0 Td ET Q Q q -1 0 0 1 326.8189 183 cm +1 0 0 1 326.8189 111 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 19.37236 0 Td (Py ms) Tj T* -19.37236 0 Td ET Q Q q -1 0 0 1 407.0236 183 cm +1 0 0 1 407.0236 111 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 4.377362 0 Td (BC Speedup) Tj T* -4.377362 0 Td ET @@ -3431,216 +3409,260 @@ Q 0 0 0 rg BT /F1 10 Tf 12 TL ET q -1 0 0 1 6 165 cm +1 0 0 1 6 93 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (fib\(35\) iterative \(named-let\)) Tj T* ET Q Q q -1 0 0 1 166.4094 165 cm +1 0 0 1 166.4094 93 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (2.2) Tj T* ET Q Q q -1 0 0 1 246.6142 165 cm -q -0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (0.5) Tj T* ET -Q -Q -q -1 0 0 1 326.8189 165 cm -q -0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (0.0) Tj T* ET -Q -Q -q -1 0 0 1 407.0236 165 cm -q -0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (4.4x) Tj T* ET -Q -Q -q -1 0 0 1 6 147 cm -q -0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (fib\(20\) tree-recursive) Tj T* ET -Q -Q -q -1 0 0 1 166.4094 147 cm -q -0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (1336.3) Tj T* ET -Q -Q -q -1 0 0 1 246.6142 147 cm -q -0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (144.8) Tj T* ET -Q -Q -q -1 0 0 1 326.8189 147 cm -q -0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (1.7) Tj T* ET -Q -Q -q -1 0 0 1 407.0236 147 cm -q -0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (9.2x) Tj T* ET -Q -Q -q -1 0 0 1 6 129 cm -q -0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (tak\(15,10,6\)) Tj T* ET -Q -Q -q -1 0 0 1 166.4094 129 cm -q -0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (125.7) Tj T* ET -Q -Q -q -1 0 0 1 246.6142 129 cm -q -0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (16.1) Tj T* ET -Q -Q -q -1 0 0 1 326.8189 129 cm -q -0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (0.3) Tj T* ET -Q -Q -q -1 0 0 1 407.0236 129 cm -q -0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (7.8x) Tj T* ET -Q -Q -q -1 0 0 1 6 111 cm -q -0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (sum-to\(50000\) tail-recursive) Tj T* ET -Q -Q -q -1 0 0 1 166.4094 111 cm -q -0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (3475.3) Tj T* ET -Q -Q -q -1 0 0 1 246.6142 111 cm -q -0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (303.6) Tj T* ET -Q -Q -q -1 0 0 1 326.8189 111 cm -q -0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (3.4) Tj T* ET -Q -Q -q -1 0 0 1 407.0236 111 cm -q -0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (11.4x) Tj T* ET -Q -Q -q -1 0 0 1 6 93 cm -q -0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (list ops \(5000 elements\)) Tj T* ET -Q -Q -q -1 0 0 1 166.4094 93 cm -q -0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (52.6) Tj T* ET -Q -Q -q 1 0 0 1 246.6142 93 cm q 0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (4.4) Tj T* ET +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (0.5) Tj T* ET Q Q q 1 0 0 1 326.8189 93 cm q 0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (0.5) Tj T* ET +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (0.0) Tj T* ET Q Q q 1 0 0 1 407.0236 93 cm q 0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (12.0x) Tj T* ET +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (4.4x) Tj T* ET Q Q q 1 0 0 1 6 75 cm q 0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (closure factory \(100 adders\)) Tj T* ET +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (fib\(20\) tree-recursive) Tj T* ET Q Q q 1 0 0 1 166.4094 75 cm q 0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (4.4) Tj T* ET +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (1336.3) Tj T* ET Q Q q 1 0 0 1 246.6142 75 cm q 0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (\227) Tj T* ET +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (144.8) Tj T* ET Q Q q 1 0 0 1 326.8189 75 cm q 0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (0.1) Tj T* ET +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (1.7) Tj T* ET Q Q q 1 0 0 1 407.0236 75 cm q 0 0 0 rg +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (9.2x) Tj T* ET +Q +Q +q +1 0 0 1 6 57 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (tak\(15,10,6\)) Tj T* ET +Q +Q +q +1 0 0 1 166.4094 57 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (125.7) Tj T* ET +Q +Q +q +1 0 0 1 246.6142 57 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (16.1) Tj T* ET +Q +Q +q +1 0 0 1 326.8189 57 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (0.3) Tj T* ET +Q +Q +q +1 0 0 1 407.0236 57 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (7.8x) Tj T* ET +Q +Q +q +1 0 0 1 6 39 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (sum-to\(50000\) tail-recursive) Tj T* ET +Q +Q +q +1 0 0 1 166.4094 39 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (3475.3) Tj T* ET +Q +Q +q +1 0 0 1 246.6142 39 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (303.6) Tj T* ET +Q +Q +q +1 0 0 1 326.8189 39 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (3.4) Tj T* ET +Q +Q +q +1 0 0 1 407.0236 39 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (11.4x) Tj T* ET +Q +Q +q +1 0 0 1 6 21 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (list ops \(5000 elements\)) Tj T* ET +Q +Q +q +1 0 0 1 166.4094 21 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (52.6) Tj T* ET +Q +Q +q +1 0 0 1 246.6142 21 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (4.4) Tj T* ET +Q +Q +q +1 0 0 1 326.8189 21 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (0.5) Tj T* ET +Q +Q +q +1 0 0 1 407.0236 21 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (12.0x) Tj T* ET +Q +Q +q +1 0 0 1 6 3 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (closure factory \(100 adders\)) Tj T* ET +Q +Q +q +1 0 0 1 166.4094 3 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (4.4) Tj T* ET +Q +Q +q +1 0 0 1 246.6142 3 cm +q +0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (\227) Tj T* ET Q Q q +1 0 0 1 326.8189 3 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (0.1) Tj T* ET +Q +Q +q +1 0 0 1 407.0236 3 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (\227) Tj T* ET +Q +Q +q +1 J +1 j +0 0 0 RG +.25 w +n 0 0 m 481.2283 0 l S +n 0 108 m 481.2283 108 l S +n 0 90 m 481.2283 90 l S +n 0 72 m 481.2283 72 l S +n 0 54 m 481.2283 54 l S +n 0 36 m 481.2283 36 l S +n 0 18 m 481.2283 18 l S +n 160.4094 0 m 160.4094 126 l S +n 240.6142 0 m 240.6142 126 l S +n 320.8189 0 m 320.8189 126 l S +n 401.0236 0 m 401.0236 126 l S +n 0 126 m 481.2283 126 l S +n 0 0 m 0 126 l S +n 481.2283 0 m 481.2283 126 l S +Q +Q +Q + +endstream +endobj +145 0 obj +<< +/Length 11577 +>> +stream +1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET +q +1 0 0 1 57.02362 693.0236 cm +q +1 1 1 rg +n 0 72 481.2283 -18 re f* +.878431 .878431 .878431 rg +n 0 54 481.2283 -18 re f* +1 1 1 rg +n 0 36 481.2283 -18 re f* +.878431 .878431 .878431 rg +n 0 18 481.2283 -18 re f* +0 0 0 rg +BT /F1 10 Tf 12 TL ET +q 1 0 0 1 6 57 cm q 0 0 0 rg @@ -3785,91 +3807,75 @@ q 1 j 0 0 0 RG .25 w -n 0 180 m 481.2283 180 l S -n 0 162 m 481.2283 162 l S -n 0 144 m 481.2283 144 l S -n 0 126 m 481.2283 126 l S -n 0 108 m 481.2283 108 l S -n 0 90 m 481.2283 90 l S n 0 72 m 481.2283 72 l S n 0 54 m 481.2283 54 l S n 0 36 m 481.2283 36 l S n 0 18 m 481.2283 18 l S -n 160.4094 0 m 160.4094 198 l S -n 240.6142 0 m 240.6142 198 l S -n 320.8189 0 m 320.8189 198 l S -n 401.0236 0 m 401.0236 198 l S -n 0 198 m 481.2283 198 l S +n 160.4094 0 m 160.4094 72 l S +n 240.6142 0 m 240.6142 72 l S +n 320.8189 0 m 320.8189 72 l S +n 401.0236 0 m 401.0236 72 l S +n 0 0 m 0 72 l S +n 481.2283 0 m 481.2283 72 l S n 0 0 m 481.2283 0 l S -n 0 0 m 0 198 l S -n 481.2283 0 m 481.2283 198 l S Q Q Q q -1 0 0 1 57.02362 141.8236 cm +1 0 0 1 57.02362 693.0236 cm Q q -1 0 0 1 57.02362 111.8236 cm +1 0 0 1 57.02362 663.0236 cm q BT 1 0 0 1 0 14 Tm 1.31189 Tw 12 TL /F3 10 Tf 0 0 0 rg (BC Speedup) Tj /F1 10 Tf ( = interpreter time / bytecode time. This measures the gain from compilation within Lumbda) Tj T* 0 Tw (itself.) Tj T* ET Q Q - -endstream -endobj -145 0 obj -<< -/Length 9570 ->> -stream -1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 753.0236 cm +1 0 0 1 57.02362 631.8236 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (6.2 Analysis) Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (6.2 Analysis) Tj T* ET Q Q q -1 0 0 1 57.02362 699.0236 cm +1 0 0 1 57.02362 575.8236 cm q BT 1 0 0 1 0 38 Tm 2.646027 Tw 12 TL /F1 10 Tf 0 0 0 rg (The bytecode compiler delivers ) Tj /F3 10 Tf (7--12x speedups) Tj /F1 10 Tf ( on recursive & iterative workloads compared to the) Tj T* 0 Tw .139168 Tw (tree-walking interpreter. The largest gains appear in tight loops \() Tj /F5 10 Tf (sum-to) Tj /F1 10 Tf (: 11.4x\) & deep recursion \() Tj /F5 10 Tf (fib\(20\)) Tj /F1 10 Tf T* 0 Tw .224882 Tw (tree: 9.2x, ) Tj /F5 10 Tf (mergesort) Tj /F1 10 Tf (: 11.0x\), where the explicit frame stack & specialized opcodes eliminate the overhead) Tj T* 0 Tw (of AST traversal.) Tj T* ET Q Q q -1 0 0 1 57.02362 669.0236 cm +1 0 0 1 57.02362 545.8236 cm q 0 0 0 rg BT 1 0 0 1 0 14 Tm /F1 10 Tf 12 TL 1.762025 Tw (Hash table operations show a smaller speedup \(1.6x\) because the bottleneck sits in Python's dictionary) Tj T* 0 Tw (operations, not in Scheme evaluation overhead.) Tj T* ET Q Q q -1 0 0 1 57.02362 615.0236 cm +1 0 0 1 57.02362 491.8236 cm q BT 1 0 0 1 0 38 Tm 1.224168 Tw 12 TL /F1 10 Tf 0 0 0 rg (CPython remains 50--150x faster than the bytecode VM on most benchmarks. This is expected: CPython) Tj T* 0 Tw .86402 Tw (compiles to native bytecode with a C runtime, while Lumbda's bytecode VM is itself written in Python. The) Tj T* 0 Tw -0.007975 Tw (comparison establishes that Lumbda pays a known, bounded overhead for running a complete Scheme \(with) Tj T* 0 Tw (full ) Tj /F5 10 Tf (call/cc) Tj /F1 10 Tf (, exact rationals, & hygienic macros\) inside a host language.) Tj T* ET Q Q q -1 0 0 1 57.02362 573.0236 cm +1 0 0 1 57.02362 449.8236 cm q 0 0 0 rg BT 1 0 0 1 0 26 Tm /F1 10 Tf 12 TL 2.429873 Tw (The important comparison is not Lumbda vs CPython \(different languages\), but Lumbda interpreter vs) Tj T* 0 Tw 1.254395 Tw (Lumbda bytecode \(same language, same semantics, different execution strategy\). The bytecode compiler) Tj T* 0 Tw (proves that feedback-based architecture does not preclude efficient execution.) Tj T* ET Q Q q -1 0 0 1 57.02362 547.0236 cm +1 0 0 1 57.02362 418.6236 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (6.3 What the Benchmarks Test) Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (6.3 What the Benchmarks Test) Tj T* ET Q Q q -1 0 0 1 57.02362 535.0236 cm +1 0 0 1 57.02362 404.6236 cm Q q -1 0 0 1 57.02362 535.0236 cm +1 0 0 1 57.02362 404.6236 cm Q q -1 0 0 1 57.02362 523.0236 cm +1 0 0 1 57.02362 392.6236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -3891,10 +3897,10 @@ Q Q Q q -1 0 0 1 57.02362 517.0236 cm +1 0 0 1 57.02362 386.6236 cm Q q -1 0 0 1 57.02362 505.0236 cm +1 0 0 1 57.02362 374.6236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -3916,10 +3922,10 @@ Q Q Q q -1 0 0 1 57.02362 499.0236 cm +1 0 0 1 57.02362 368.6236 cm Q q -1 0 0 1 57.02362 487.0236 cm +1 0 0 1 57.02362 356.6236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -3941,10 +3947,10 @@ Q Q Q q -1 0 0 1 57.02362 481.0236 cm +1 0 0 1 57.02362 350.6236 cm Q q -1 0 0 1 57.02362 469.0236 cm +1 0 0 1 57.02362 338.6236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -3966,10 +3972,10 @@ Q Q Q q -1 0 0 1 57.02362 463.0236 cm +1 0 0 1 57.02362 332.6236 cm Q q -1 0 0 1 57.02362 451.0236 cm +1 0 0 1 57.02362 320.6236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -3991,10 +3997,10 @@ Q Q Q q -1 0 0 1 57.02362 445.0236 cm +1 0 0 1 57.02362 314.6236 cm Q q -1 0 0 1 57.02362 433.0236 cm +1 0 0 1 57.02362 302.6236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -4016,10 +4022,10 @@ Q Q Q q -1 0 0 1 57.02362 427.0236 cm +1 0 0 1 57.02362 296.6236 cm Q q -1 0 0 1 57.02362 415.0236 cm +1 0 0 1 57.02362 284.6236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -4041,10 +4047,10 @@ Q Q Q q -1 0 0 1 57.02362 409.0236 cm +1 0 0 1 57.02362 278.6236 cm Q q -1 0 0 1 57.02362 397.0236 cm +1 0 0 1 57.02362 266.6236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -4066,25 +4072,25 @@ Q Q Q q -1 0 0 1 57.02362 379.0236 cm +1 0 0 1 57.02362 248.6236 cm Q q -1 0 0 1 57.02362 353.0236 cm +1 0 0 1 57.02362 217.4236 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (6.4 Three Implementations Head-to-Head \(i5-8350U\)) Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (6.4 Three Implementations Head-to-Head \(i5-8350U\)) Tj T* ET Q Q q -1 0 0 1 57.02362 299.0236 cm +1 0 0 1 57.02362 161.4236 cm q BT 1 0 0 1 0 38 Tm 3.147362 Tw 12 TL /F1 10 Tf 0 0 0 rg (Same hardware, same workloads, in-process timing via ) Tj /F5 10 Tf (current-time-ms) Tj /F1 10 Tf (. Best of two runs. Each) Tj T* 0 Tw 1.886027 Tw (implementation is run in its high-performance configuration: Python with ) Tj /F5 10 Tf (--fast) Tj /F1 10 Tf ( \(bytecode VM\), C with) Tj T* 0 Tw .85402 Tw /F5 10 Tf (--fast) Tj /F1 10 Tf ( \(bytecode VM, also its mode for deep recursion\), asm in its native tree-walker mode \(asm has no) Tj T* 0 Tw (bytecode layer \227 it doesn't need one\).) Tj T* ET Q Q q -1 0 0 1 57.02362 293.0236 cm +1 0 0 1 57.02362 155.4236 cm Q q -1 0 0 1 57.02362 221.0236 cm +1 0 0 1 57.02362 83.42362 cm q 1 1 1 rg n 0 72 481.2283 -18 re f* @@ -4229,20 +4235,29 @@ Q Q Q q -1 0 0 1 57.02362 221.0236 cm +1 0 0 1 57.02362 83.42362 cm Q q -1 0 0 1 57.02362 203.0236 cm +1 0 0 1 57.02362 65.42362 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (\(C fast is the fastest cell in every row \227 best of the three on this hardware.\)) Tj T* ET Q Q q -1 0 0 1 57.02362 195.0236 cm +1 0 0 1 57.02362 62.69291 cm Q + +endstream +endobj +146 0 obj +<< +/Length 8677 +>> +stream +1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 125.978 cm +1 0 0 1 57.02362 695.978 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -4265,42 +4280,24 @@ Q Q Q q -1 0 0 1 57.02362 117.978 cm +1 0 0 1 57.02362 687.978 cm Q q -1 0 0 1 57.02362 109.978 cm +1 0 0 1 57.02362 679.978 cm Q q -1 0 0 1 57.02362 71.60924 cm +1 0 0 1 57.02362 611.6092 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET q -1 0 0 1 34.1537 3 cm +1 0 0 1 34.1537 33 cm q 412.9209 0 0 32.3688 0 0 cm /FormXob.914f0cd152b732307eb1a2bfb0d863fa Do Q Q q -Q -Q -Q - -endstream -endobj -146 0 obj -<< -/Length 9417 ->> -stream -1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET -q -1 0 0 1 57.02362 735.0236 cm -q -0 0 0 rg -BT /F1 10 Tf 12 TL ET -q 1 0 0 1 6 3 cm q 0 0 0 rg @@ -4312,55 +4309,55 @@ Q Q Q q -1 0 0 1 57.02362 727.0236 cm +1 0 0 1 57.02362 603.6092 cm Q q -1 0 0 1 57.02362 697.0236 cm +1 0 0 1 57.02362 573.6092 cm q BT 1 0 0 1 0 14 Tm 3.825835 Tw 12 TL /F3 10 Tf 0 0 0 rg (Reproduce:) Tj /F1 10 Tf ( ) Tj /F5 10 Tf (make) Tj ( ) Tj (bench-3way) Tj /F1 10 Tf ( \(source: ) Tj /F5 10 Tf (tests/bench-3way.sh) Tj /F1 10 Tf (\). Prints the same table on your) Tj T* 0 Tw (hardware with best-of-two timings.) Tj T* ET Q Q q -1 0 0 1 57.02362 631.0236 cm +1 0 0 1 57.02362 507.6092 cm q BT 1 0 0 1 0 50 Tm .013432 Tw 12 TL /F1 10 Tf 0 0 0 rg (C wins every workload on this hardware. Its bytecode compiler + explicit frame stack \(and optional ) Tj /F5 10 Tf (--jit) Tj /F1 10 Tf ( for) Tj T* 0 Tw .885223 Tw (pattern-matched call forms\) gives a ~3\327 margin over asm on tail-recursive loops and deep recursion alike.) Tj T* 0 Tw 1.958241 Tw (asm's tree-walker is the narrowest Scheme of the three \227 no bytecode layer, no JIT \227 but still beats) Tj T* 0 Tw .566147 Tw (Python's bytecode VM by ~7\2268\327 because it pays no Python overhead \(no dict lookups, no object allocation) Tj T* 0 Tw (per VM op, no interpreter dispatch thunk\).) Tj T* ET Q Q q -1 0 0 1 57.02362 529.0236 cm +1 0 0 1 57.02362 405.6092 cm q BT 1 0 0 1 0 86 Tm 3.940642 Tw 12 TL /F3 10 Tf 0 0 0 rg (None of the three segfault on ackermann in their recommended mode.) Tj /F1 10 Tf ( Python ) Tj /F5 10 Tf (--fast) Tj /F1 10 Tf ( uses) Tj T* 0 Tw 2.150596 Tw /F5 10 Tf (OP_TAIL_CALL) Tj /F1 10 Tf ( with explicit frames. C ) Tj /F5 10 Tf (--fast) Tj /F1 10 Tf ( uses its bytecode VM, also with explicit frames. asm's) Tj T* 0 Tw 1.025522 Tw /F5 10 Tf (jmp) Tj /F1 10 Tf (-based TCO reuses the same host stack slot for tail calls. Only C's ) Tj /F5 10 Tf (default) Tj /F1 10 Tf ( tree-walker mode would) Tj T* 0 Tw -0.110555 Tw (exhaust the host C stack on deep recursion \227 by design; it uses the C call stack for each Scheme call. Either) Tj T* 0 Tw -0.056353 Tw (pass ) Tj /F5 10 Tf (-f) Tj /F1 10 Tf (/) Tj /F5 10 Tf (--fast) Tj /F1 10 Tf ( or ) Tj /F5 10 Tf (ulimit) Tj ( ) Tj (-s) Tj ( ) Tj (unlimited) Tj /F1 10 Tf ( when using the C tree-walker on deeply recursive code. The C) Tj T* 0 Tw -0.045877 Tw (binary's help text spells this out explicitly. \(A future refactor could spawn a worker pthread with a 64 MB stack) Tj T* 0 Tw 3.438556 Tw (and run eval there, making the tree-walker safe under any configuration \227 tracked as an optional) Tj T* 0 Tw (improvement, low priority given ) Tj /F5 10 Tf (--fast) Tj /F1 10 Tf ( is strictly faster anyway.\)) Tj T* ET Q Q q -1 0 0 1 57.02362 427.0236 cm +1 0 0 1 57.02362 303.6092 cm q BT 1 0 0 1 0 86 Tm 1.376027 Tw 12 TL /F3 10 Tf 0 0 0 rg (asm's remaining bottleneck is allocation, not lookup.) Tj /F1 10 Tf ( Profiling ) Tj /F5 10 Tf (sum-to\(1M\)) Tj /F1 10 Tf ( shows ~170 MB RSS \227) Tj T* 0 Tw .036147 Tw (each tail call through ) Tj /F5 10 Tf (apply_closure) Tj /F1 10 Tf ( + ) Tj /F5 10 Tf (env_define) Tj /F1 10 Tf ( allocates 24 bytes per parameter \(sym / val / parent\),) Tj T* 0 Tw -0.083038 Tw (twice per ) Tj /F5 10 Tf (loop) Tj /F1 10 Tf ( iteration, for 48 MB total before the three ) Tj /F5 10 Tf (heap_grow) Tj /F1 10 Tf ( events that follow. A future optimization) Tj T* 0 Tw .258138 Tw (candidate is per-frame batched allocation \() Tj /F5 10 Tf (8) Tj ( ) Tj (+) Tj ( ) Tj (16N) Tj /F1 10 Tf ( bytes once per call instead of ) Tj /F5 10 Tf (24N) Tj /F1 10 Tf (\), or env-cell in-place) Tj T* 0 Tw .198241 Tw (reuse for self-tail-calls. An inline cache for env lookups \(ported from Python's VM\) turns out to help less than) Tj T* 0 Tw 1.679272 Tw (anticipated because asm's env chains are typically only 2 deep and each step is a pointer dereference;) Tj T* 0 Tw .173917 Tw (measured upper bound is ~5%. The ~3\327 gap to C is mostly the absence of a bytecode layer and the per-call) Tj T* 0 Tw (env allocation \227 not a lookup-path problem.) Tj T* ET Q Q q -1 0 0 1 57.02362 401.0236 cm +1 0 0 1 57.02362 272.4092 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (6.5 Native Container Primitives: Moving Hot Loops Into Asm) Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (6.5 Native Container Primitives: Moving Hot Loops Into Asm) Tj T* ET Q Q q -1 0 0 1 57.02362 335.0236 cm +1 0 0 1 57.02362 204.4092 cm q BT 1 0 0 1 0 50 Tm .721147 Tw 12 TL /F1 10 Tf 0 0 0 rg (The proof-netspace server \(\2477\) needs a hash-set to dedupe proof hashes. asm had no native hash-set, so) Tj T* 0 Tw .241019 Tw (d88149a shipped a portable one in Lumbda itself: a fixed-size vector of alists, with the bucket walk written in) Tj T* 0 Tw .202397 Tw (Scheme. It works in every tier and matches the usual chained-hash-table algorithm. But the entire inner loop) Tj T* 0 Tw 2.469417 Tw (\227 ) Tj /F5 10 Tf (modulo) Tj /F1 10 Tf ( for bucket index, ) Tj /F5 10 Tf (car) Tj /F1 10 Tf ( / ) Tj /F5 10 Tf (cdr) Tj /F1 10 Tf ( / ) Tj /F5 10 Tf (=) Tj /F1 10 Tf ( to walk the chain, ) Tj /F5 10 Tf (cons) Tj /F1 10 Tf ( to insert \227 runs through asm's) Tj T* 0 Tw (tree-walker, one Scheme AST node at a time.) Tj T* ET Q Q q -1 0 0 1 57.02362 281.0236 cm +1 0 0 1 57.02362 150.4092 cm q BT 1 0 0 1 0 38 Tm 1.109882 Tw 12 TL /F1 10 Tf 0 0 0 rg (A native hash-set moves the same algorithm into asm: ) Tj /F5 10 Tf (bi_hash_set_add) Tj /F1 10 Tf ( is one ) Tj /F5 10 Tf (hash_value) Tj /F1 10 Tf ( call, one) Tj T* 0 Tw .366556 Tw /F5 10 Tf (AND) Tj /F1 10 Tf ( mask, one bucket-slot load, one ) Tj /F5 10 Tf (hs_chain_find) Tj /F1 10 Tf ( loop over raw tagged pairs, and one ) Tj /F5 10 Tf (make_pair) Tj /F1 10 Tf ( on) Tj T* 0 Tw 3.403223 Tw (miss. No environment lookups, no frame allocation, no tree-walk dispatch \227 the entire hot path is) Tj T* 0 Tw (straight-line machine code.) Tj T* ET Q Q q -1 0 0 1 57.02362 275.0236 cm +1 0 0 1 57.02362 144.4092 cm Q q -1 0 0 1 57.02362 203.0236 cm +1 0 0 1 57.02362 72.40924 cm q 1 1 1 rg n 0 72 481.2283 -18 re f* @@ -4505,63 +4502,63 @@ Q Q Q q -1 0 0 1 57.02362 203.0236 cm -Q -q -1 0 0 1 57.02362 137.0236 cm -q -BT 1 0 0 1 0 50 Tm 2.58789 Tw 12 TL /F1 10 Tf 0 0 0 rg (Same hash function \(key value for ints, djb2 for strings, identity for everything else\), same 64-bucket) Tj T* 0 Tw .829897 Tw (chaining, same load factor. The ~15\22620\327 factor is ) Tj /F3 10 Tf (purely the cost of interpretation on the bucket walk) Tj /F1 10 Tf (:) Tj T* 0 Tw 1.291079 Tw (each Scheme-level ) Tj /F5 10 Tf (car) Tj /F1 10 Tf ( pays a tag check plus an eval dispatch, while the asm-level loop is two memory) Tj T* 0 Tw .800417 Tw (loads and a compare per step. Run-to-run variance on a shared laptop sits at a few percent \227 the ratio is) Tj T* 0 Tw (stable to first order.) Tj T* ET -Q -Q -q -1 0 0 1 57.02362 71.02362 cm -q -0 0 0 rg -BT 1 0 0 1 0 50 Tm /F1 10 Tf 12 TL 17.94283 Tw (This matters beyond one data structure. Every container that lives in) Tj T* 0 Tw 4.560927 Tw (Lumbda-the-language-on-asm-the-interpreter pays the same overhead. For a server that processes) Tj T* 0 Tw .026962 Tw (thousands of proofs per minute, pulling the hash-set into the asm primitive layer erases a dominant cost. The) Tj T* 0 Tw 1.349897 Tw (same pattern applies to any structure with a tight inner loop: vector sort, string search, rolling checksum.) Tj T* 0 Tw (Asm's tree-walker is slow on user code; asm's builtins run at the speed of the host CPU.) Tj T* ET -Q +1 0 0 1 57.02362 72.40924 cm Q endstream endobj 147 0 obj << -/Length 9146 +/Length 8091 >> stream 1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 717.0236 cm +1 0 0 1 57.02362 705.0236 cm +q +BT 1 0 0 1 0 50 Tm 2.58789 Tw 12 TL /F1 10 Tf 0 0 0 rg (Same hash function \(key value for ints, djb2 for strings, identity for everything else\), same 64-bucket) Tj T* 0 Tw .829897 Tw (chaining, same load factor. The ~15\22620\327 factor is ) Tj /F3 10 Tf (purely the cost of interpretation on the bucket walk) Tj /F1 10 Tf (:) Tj T* 0 Tw 1.291079 Tw (each Scheme-level ) Tj /F5 10 Tf (car) Tj /F1 10 Tf ( pays a tag check plus an eval dispatch, while the asm-level loop is two memory) Tj T* 0 Tw .800417 Tw (loads and a compare per step. Run-to-run variance on a shared laptop sits at a few percent \227 the ratio is) Tj T* 0 Tw (stable to first order.) Tj T* ET +Q +Q +q +1 0 0 1 57.02362 639.0236 cm +q +0 0 0 rg +BT 1 0 0 1 0 50 Tm /F1 10 Tf 12 TL 17.94283 Tw (This matters beyond one data structure. Every container that lives in) Tj T* 0 Tw 4.560927 Tw (Lumbda-the-language-on-asm-the-interpreter pays the same overhead. For a server that processes) Tj T* 0 Tw .026962 Tw (thousands of proofs per minute, pulling the hash-set into the asm primitive layer erases a dominant cost. The) Tj T* 0 Tw 1.349897 Tw (same pattern applies to any structure with a tight inner loop: vector sort, string search, rolling checksum.) Tj T* 0 Tw (Asm's tree-walker is slow on user code; asm's builtins run at the speed of the host CPU.) Tj T* ET +Q +Q +q +1 0 0 1 57.02362 585.0236 cm q BT 1 0 0 1 0 38 Tm .622256 Tw 12 TL /F1 10 Tf 0 0 0 rg (The layout reuses vector tag 7 with a negative sentinel at offset 0 \(hash-table: ) Tj /F5 10 Tf (-1) Tj /F1 10 Tf (, hash-set: ) Tj /F5 10 Tf (-2) Tj /F1 10 Tf (\). ) Tj /F5 10 Tf (vector?) Tj /F1 10 Tf T* 0 Tw .303797 Tw (and the printer check the sentinel to stay disjoint from real vectors. No additional tag bits were consumed \227) Tj T* 0 Tw 1.122397 Tw (the seven-way tag mask \() Tj /F5 10 Tf (TAG_MASK) Tj ( ) Tj (=) Tj ( ) Tj (7) Tj /F1 10 Tf (\) still has room for only heap-level containers, and nothing new) Tj T* 0 Tw (needs tagging because the sentinel carries the discrimination.) Tj T* ET Q Q q -1 0 0 1 57.02362 675.0236 cm +1 0 0 1 57.02362 543.0236 cm q BT 1 0 0 1 0 26 Tm .314261 Tw 12 TL /F3 10 Tf 0 0 0 rg (Reproduce:) Tj /F1 10 Tf ( ) Tj /F5 10 Tf (make) Tj ( ) Tj (bench-hashset) Tj /F1 10 Tf ( \(source: ) Tj /F5 10 Tf (tests/bench-hashset.sh) Tj /F1 10 Tf (\). Asm-only: C and Python tiers) Tj T* 0 Tw 2.919168 Tw (supply ) Tj /F5 10 Tf (hash-table) Tj /F1 10 Tf ( but not ) Tj /F5 10 Tf (hash-set) Tj /F1 10 Tf ( \227 the speedup shown here is intra-asm, native primitive vs) Tj T* 0 Tw (Scheme-level implementation, not cross-tier.) Tj T* ET Q Q q -1 0 0 1 57.02362 649.0236 cm +1 0 0 1 57.02362 511.8236 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (6.6 Memory Management and the Meta-GC) Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (6.6 Memory Management and the Meta-GC) Tj T* ET Q Q q -1 0 0 1 57.02362 583.0236 cm +1 0 0 1 57.02362 443.8236 cm q BT 1 0 0 1 0 50 Tm 2.31131 Tw 12 TL /F1 10 Tf 0 0 0 rg (The asm tier's default allocator is a bump pointer: every allocation advances ) Tj /F5 10 Tf (%r15) Tj /F1 10 Tf ( monotonically, and) Tj T* 0 Tw .389272 Tw (nothing is ever freed. Python and C tiers have garbage collection \(Python's host GC, Boehm ) Tj /F5 10 Tf (GC_MALLOC) Tj /F1 10 Tf ( in) Tj T* 0 Tw 1.422556 Tw (C\); asm doesn't, by design, to keep the 6,645-line auditable surface small. Short programs finish without) Tj T* 0 Tw .713432 Tw (paying. Long-running asm servers leak until the kernel caps them \227 a real hazard that crashed this laptop) Tj T* 0 Tw (twice during HTTP benchmarks before we wrote the six-layer safety envelope into ) Tj /F5 10 Tf (CLAUDE.md) Tj /F1 10 Tf (.) Tj T* ET Q Q q -1 0 0 1 57.02362 565.0236 cm +1 0 0 1 57.02362 425.8236 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL -0.10245 Tw (To measure what a collector would actually cost, we built a second asm binary behind an assemble-time flag:) Tj T* 0 Tw ET Q Q q -1 0 0 1 57.02362 524.6236 cm +1 0 0 1 57.02362 385.4236 cm q q 1 0 0 1 0 0 cm @@ -4582,22 +4579,22 @@ Q Q Q q -1 0 0 1 57.02362 480.6236 cm +1 0 0 1 57.02362 341.4236 cm q BT 1 0 0 1 0 26 Tm 1.033797 Tw 12 TL /F1 10 Tf 0 0 0 rg (Same source, same tests \(137/137 pass on both\). The GC build adds an 8-byte ) Tj /F5 10 Tf (\(size) Tj ( ) Tj (<) Tj (<) Tj ( ) Tj (1) Tj ( ) Tj (|) Tj ( ) Tj (mark\)) Tj /F1 10 Tf T* 0 Tw 2.41631 Tw (header on every heap block, a stop-the-world mark-sweep triggered by bump overflow, and a free-list) Tj T* 0 Tw (allocator that first-fits reclaimed space.) Tj T* ET Q Q q -1 0 0 1 57.02362 450.6236 cm +1 0 0 1 57.02362 311.4236 cm q BT 1 0 0 1 0 14 Tm .665835 Tw 12 TL /F3 10 Tf 0 0 0 rg (Control-group numbers) Tj /F1 10 Tf ( \(workload: 2,000 iterations of build-sum-discard over 200-element lists, i5-8350U,) Tj T* 0 Tw (512 MB ) Tj /F5 10 Tf (ulimit) Tj ( ) Tj (-v) Tj /F1 10 Tf (\):) Tj T* ET Q Q q -1 0 0 1 57.02362 444.6236 cm +1 0 0 1 57.02362 305.4236 cm Q q -1 0 0 1 57.02362 390.6236 cm +1 0 0 1 57.02362 251.4236 cm q 1 1 1 rg n 0 54 481.2283 -18 re f* @@ -4710,19 +4707,19 @@ Q Q Q q -1 0 0 1 57.02362 390.6236 cm +1 0 0 1 57.02362 251.4236 cm Q q -1 0 0 1 57.02362 348.6236 cm +1 0 0 1 57.02362 209.4236 cm q BT 1 0 0 1 0 26 Tm .105917 Tw 12 TL /F3 10 Tf 0 0 0 rg (122\327 less memory at a ~26% throughput cost.) Tj /F1 10 Tf ( That is the honest GC tax at the naive end of the spectrum) Tj T* 0 Tw 7.017739 Tw (\227 the number we had been guessing at before building the control group. Every future) Tj T* 0 Tw (memory-management proposal \(generational, incremental, region-based\) now has a concrete floor to beat.) Tj T* ET Q Q q -1 0 0 1 57.02362 340.6236 cm +1 0 0 1 57.02362 201.4236 cm Q q -1 0 0 1 57.02362 247.9366 cm +1 0 0 1 57.02362 108.7366 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -4745,28 +4742,37 @@ Q Q Q q -1 0 0 1 57.02362 239.9366 cm +1 0 0 1 57.02362 100.7366 cm Q + +endstream +endobj +148 0 obj +<< +/Length 11242 +>> +stream +1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 215.9366 cm +1 0 0 1 57.02362 753.0236 cm q BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (6.6.1 Meta-GC: Arena Fast Path with Mark-Phase Verifier) Tj T* ET Q Q q -1 0 0 1 57.02362 173.9366 cm +1 0 0 1 57.02362 711.0236 cm q BT 1 0 0 1 0 26 Tm .669314 Tw 12 TL /F1 10 Tf 0 0 0 rg (On top of the naive sweep, the GC build exposes a Lumbda primitive ) Tj /F5 10 Tf (\(with-arena) Tj ( ) Tj (thunk\)) Tj /F1 10 Tf ( that takes a) Tj T* 0 Tw 1.104556 Tw (zero-argument procedure, runs it, and attempts an ) Tj /F3 10 Tf (O\(1\) bulk reclaim) Tj /F1 10 Tf ( of every allocation the thunk made.) Tj T* 0 Tw (The decision logic is a three-way policy:) Tj T* ET Q Q q -1 0 0 1 57.02362 167.9366 cm +1 0 0 1 57.02362 705.0236 cm Q q -1 0 0 1 57.02362 167.9366 cm +1 0 0 1 57.02362 705.0236 cm Q q -1 0 0 1 57.02362 143.9366 cm +1 0 0 1 57.02362 681.0236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -4788,10 +4794,10 @@ Q Q Q q -1 0 0 1 57.02362 137.9366 cm +1 0 0 1 57.02362 675.0236 cm Q q -1 0 0 1 57.02362 101.9366 cm +1 0 0 1 57.02362 639.0236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -4813,10 +4819,10 @@ Q Q Q q -1 0 0 1 57.02362 95.93661 cm +1 0 0 1 57.02362 633.0236 cm Q q -1 0 0 1 57.02362 71.93661 cm +1 0 0 1 57.02362 609.0236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -4838,28 +4844,19 @@ Q Q Q q -1 0 0 1 57.02362 71.93661 cm +1 0 0 1 57.02362 609.0236 cm Q - -endstream -endobj -148 0 obj -<< -/Length 10298 ->> -stream -1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 693.0236 cm +1 0 0 1 57.02362 531.0236 cm q BT 1 0 0 1 0 62 Tm 2.481079 Tw 12 TL /F1 10 Tf 0 0 0 rg (Free-list reuse is disabled while an arena is active so the chain stays pristine for a verbatim restore;) Tj T* 0 Tw 4.369862 Tw /F5 10 Tf (heap_alloc) Tj /F1 10 Tf ( enforces this via a global ) Tj /F5 10 Tf (arena_active) Tj /F1 10 Tf ( flag. One critical correctness detail: after) Tj T* 0 Tw .105596 Tw /F5 10 Tf (apply_proc_raw) Tj /F1 10 Tf ( returns from the thunk, volatile registers contain stale tagged pointers into the arena. The) Tj T* 0 Tw 1.244897 Tw (conservative stack scan would otherwise treat those residuals as live roots and trigger a false escape on) Tj T* 0 Tw 2.046796 Tw (every call. Zero-ing ) Tj /F5 10 Tf (%rax,) Tj ( ) Tj (%rcx,) Tj ( ) Tj (%rdx,) Tj ( ) Tj (%rsi,) Tj ( ) Tj (%rdi,) Tj ( ) Tj (%rbp,) Tj ( ) Tj (%r8-%r12) Tj /F1 10 Tf ( before the verifier runs) Tj T* 0 Tw (removes this hazard.) Tj T* ET Q Q q -1 0 0 1 57.02362 685.0236 cm +1 0 0 1 57.02362 523.0236 cm Q q -1 0 0 1 57.02362 569.0638 cm +1 0 0 1 57.02362 407.0638 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -4882,19 +4879,19 @@ Q Q Q q -1 0 0 1 57.02362 561.0638 cm +1 0 0 1 57.02362 399.0638 cm Q q -1 0 0 1 57.02362 543.0638 cm +1 0 0 1 57.02362 381.0638 cm q BT 1 0 0 1 0 2 Tm 12 TL /F3 10 Tf 0 0 0 rg (Meta-GC benchmark) Tj /F1 10 Tf ( \(same workload, same binary, both phases in one process\):) Tj T* ET Q Q q -1 0 0 1 57.02362 537.0638 cm +1 0 0 1 57.02362 375.0638 cm Q q -1 0 0 1 57.02362 471.0638 cm +1 0 0 1 57.02362 309.0638 cm q 1 1 1 rg n 0 66 481.2283 -18 re f* @@ -5030,22 +5027,22 @@ Q Q Q q -1 0 0 1 57.02362 471.0638 cm +1 0 0 1 57.02362 309.0638 cm Q q -1 0 0 1 57.02362 405.0638 cm +1 0 0 1 57.02362 243.0638 cm q BT 1 0 0 1 0 50 Tm .306019 Tw 12 TL /F1 10 Tf 0 0 0 rg (Phase B reclaims ) Tj /F3 10 Tf (205 MB) Tj /F1 10 Tf ( via O\(1\) bulk resets \227 the work that would otherwise drive the mark-sweep path.) Tj T* 0 Tw .213241 Tw (Only one full GC fires \(initial warm-up\); the other 199 pressure events are replaced by arena exits. Wall time) Tj T* 0 Tw 1.256373 Tw (is within 1.4% of naive-only on this workload because the arena verifier's mark cost is comparable to the) Tj T* 0 Tw 2.654168 Tw (sweep cost it replaces. The advantage is not raw throughput but ) Tj /F3 10 Tf (bounded per-iteration latency) Tj /F1 10 Tf ( \(no) Tj T* 0 Tw (pressure-driven jitter\) and the observability to prove which path actually ran.) Tj T* ET Q Q q -1 0 0 1 57.02362 387.0638 cm +1 0 0 1 57.02362 225.0638 cm q BT 1 0 0 1 0 2 Tm 12 TL /F3 10 Tf 0 0 0 rg (Escape detection) Tj /F1 10 Tf (. When the thunk returns a heap-allocated value that the outer scope captures:) Tj T* ET Q Q q -1 0 0 1 57.02362 356.2638 cm +1 0 0 1 57.02362 194.2638 cm q q 1 0 0 1 0 0 cm @@ -5107,32 +5104,32 @@ Q Q Q q -1 0 0 1 57.02362 312.2638 cm +1 0 0 1 57.02362 150.2638 cm q BT 1 0 0 1 0 26 Tm .812397 Tw 12 TL /F1 10 Tf 0 0 0 rg (\205the verifier finds the returned pair's chain marked inside the arena range, correctly aborts, and the naive) Tj T* 0 Tw 4.913453 Tw (sweep keeps the data live. Tested at 20 consecutive escapes: 20 escapes reported, 0 resets,) Tj T* 0 Tw /F5 10 Tf (\(length) Tj ( ) Tj (escaped\)) Tj /F1 10 Tf ( = 50 after completion. The fall-through path is correct under load.) Tj T* ET Q Q q -1 0 0 1 57.02362 288.2638 cm +1 0 0 1 57.02362 124.2638 cm q BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (6.6.2 What the Control Group Tells Us) Tj T* ET Q Q q -1 0 0 1 57.02362 270.2638 cm +1 0 0 1 57.02362 106.2638 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (The meta-GC makes three memory strategies co-resident in one binary, each with its own stats counter:) Tj T* ET Q Q q -1 0 0 1 57.02362 264.2638 cm +1 0 0 1 57.02362 100.2638 cm Q q -1 0 0 1 57.02362 264.2638 cm +1 0 0 1 57.02362 100.2638 cm Q q -1 0 0 1 57.02362 252.2638 cm +1 0 0 1 57.02362 88.2638 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -5154,10 +5151,10 @@ Q Q Q q -1 0 0 1 57.02362 246.2638 cm +1 0 0 1 57.02362 82.2638 cm Q q -1 0 0 1 57.02362 234.2638 cm +1 0 0 1 57.02362 70.2638 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -5179,49 +5176,49 @@ Q Q Q q -1 0 0 1 57.02362 216.2638 cm -Q -q -1 0 0 1 57.02362 126.2638 cm -q -BT 1 0 0 1 0 74 Tm 1.957223 Tw 12 TL /F1 10 Tf 0 0 0 rg (On an arena-friendly workload \(transient allocation, scoped lifetime\) the arena hit rate is 100% and the) Tj T* 0 Tw .25389 Tw (full-sweep rate falls to 1. On an arena-hostile workload \(every iteration escapes\) the arena-stats show 100%) Tj T* 0 Tw .02755 Tw (escapes and the naive sweep carries the load, with correctness preserved. The ) Tj /F4 10 Tf (policy) Tj /F1 10 Tf ( \227 decide which to run) Tj T* 0 Tw 2.513647 Tw (at each exit \227 is ~370 lines of GNU assembler; the ) Tj /F4 10 Tf (mechanism) Tj /F1 10 Tf ( it decides between \(bump allocator,) Tj T* 0 Tw 2.75389 Tw (mark-sweep, bulk reset\) adds another ~300 lines. Together they form a concrete floor for any future) Tj T* 0 Tw 2.237025 Tw (memory-management proposal: if it costs more than 30% throughput, or buys less than 124\327 memory) Tj T* 0 Tw (reduction, or hits less than 100% on arena-friendly code, the naive baseline is already better.) Tj T* ET -Q -Q -q -1 0 0 1 57.02362 96.2638 cm -q -BT 1 0 0 1 0 14 Tm .018334 Tw 12 TL /F3 10 Tf 0 0 0 rg (Reproduce:) Tj /F1 10 Tf ( ) Tj /F5 10 Tf (make) Tj ( ) Tj (bench-gc) Tj /F1 10 Tf ( \(bump vs naive sweep\) and ) Tj /F5 10 Tf (make) Tj ( ) Tj (bench-gc-arena) Tj /F1 10 Tf ( \(naive sweep vs arena) Tj T* 0 Tw (fast path\). Sources: ) Tj /F5 10 Tf (tests/bench-gc-memory.sh) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (tests/bench-gc-arena.sh) Tj /F1 10 Tf (.) Tj T* ET -Q +1 0 0 1 57.02362 62.69291 cm Q endstream endobj 149 0 obj << -/Length 12573 +/Length 11975 >> stream 1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 753.0236 cm +1 0 0 1 57.02362 681.0236 cm +q +BT 1 0 0 1 0 74 Tm 1.957223 Tw 12 TL /F1 10 Tf 0 0 0 rg (On an arena-friendly workload \(transient allocation, scoped lifetime\) the arena hit rate is 100% and the) Tj T* 0 Tw .25389 Tw (full-sweep rate falls to 1. On an arena-hostile workload \(every iteration escapes\) the arena-stats show 100%) Tj T* 0 Tw .02755 Tw (escapes and the naive sweep carries the load, with correctness preserved. The ) Tj /F4 10 Tf (policy) Tj /F1 10 Tf ( \227 decide which to run) Tj T* 0 Tw 2.513647 Tw (at each exit \227 is ~370 lines of GNU assembler; the ) Tj /F4 10 Tf (mechanism) Tj /F1 10 Tf ( it decides between \(bump allocator,) Tj T* 0 Tw 2.75389 Tw (mark-sweep, bulk reset\) adds another ~300 lines. Together they form a concrete floor for any future) Tj T* 0 Tw 2.237025 Tw (memory-management proposal: if it costs more than 30% throughput, or buys less than 124\327 memory) Tj T* 0 Tw (reduction, or hits less than 100% on arena-friendly code, the naive baseline is already better.) Tj T* ET +Q +Q +q +1 0 0 1 57.02362 651.0236 cm +q +BT 1 0 0 1 0 14 Tm .018334 Tw 12 TL /F3 10 Tf 0 0 0 rg (Reproduce:) Tj /F1 10 Tf ( ) Tj /F5 10 Tf (make) Tj ( ) Tj (bench-gc) Tj /F1 10 Tf ( \(bump vs naive sweep\) and ) Tj /F5 10 Tf (make) Tj ( ) Tj (bench-gc-arena) Tj /F1 10 Tf ( \(naive sweep vs arena) Tj T* 0 Tw (fast path\). Sources: ) Tj /F5 10 Tf (tests/bench-gc-memory.sh) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (tests/bench-gc-arena.sh) Tj /F1 10 Tf (.) Tj T* ET +Q +Q +q +1 0 0 1 57.02362 625.0236 cm q BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (6.6.3 Collaborative Meta-GC: From Greedy to Adaptive) Tj T* ET Q Q q -1 0 0 1 57.02362 699.0236 cm +1 0 0 1 57.02362 571.0236 cm q BT 1 0 0 1 0 38 Tm 1.15989 Tw 12 TL /F1 10 Tf 0 0 0 rg (The policy described in \2476.6.1 is ) Tj /F3 10 Tf (greedy) Tj /F1 10 Tf ( \227 at every ) Tj /F5 10 Tf (\(with-arena\)) Tj /F1 10 Tf ( exit, unconditionally run the verifier,) Tj T* 0 Tw 1.039903 Tw (then decide reset-vs-sweep based on what it found. That works, but it pays the mark-phase cost even for) Tj T* 0 Tw 1.021147 Tw (arenas that are almost certainly going to escape. On a workload where most arenas escape, the verifier's) Tj T* 0 Tw (work is wasted: the answer was going to be "escape" regardless.) Tj T* ET Q Q q -1 0 0 1 57.02362 669.0236 cm +1 0 0 1 57.02362 541.0236 cm q BT 1 0 0 1 0 14 Tm -0.071274 Tw 12 TL /F1 10 Tf 0 0 0 rg (The next layer replaces that with an ) Tj /F3 10 Tf (adaptive) Tj /F1 10 Tf ( policy driven by a scaled exponential moving average of recent) Tj T* 0 Tw (escape rate:) Tj T* ET Q Q q -1 0 0 1 57.02362 638.2236 cm +1 0 0 1 57.02362 510.2236 cm q q 1 0 0 1 0 0 cm @@ -5242,20 +5239,20 @@ Q Q Q q -1 0 0 1 57.02362 582.2236 cm +1 0 0 1 57.02362 454.2236 cm q BT 1 0 0 1 0 38 Tm 1.994272 Tw 12 TL /F1 10 Tf 0 0 0 rg (When ) Tj /F5 10 Tf (rate) Tj ( ) Tj (>) Tj ( ) Tj (128) Tj /F1 10 Tf ( \(50% escape rate\) the dispatcher ) Tj /F3 10 Tf (skips the verifier entirely) Tj /F1 10 Tf ( and lets the arena's) Tj T* 0 Tw 1.107565 Tw (allocations survive in place. The heap keeps growing until a natural bump-overflow triggers ) Tj /F5 10 Tf (gc_collect) Tj /F1 10 Tf (,) Tj T* 0 Tw .845197 Tw (which reclaims anything truly dead with a proper mark pass. Every 16 skipped arenas, a probe forces one) Tj T* 0 Tw (verify so the policy can re-evaluate and recover if the workload shifts back to arena-friendly.) Tj T* ET Q Q q -1 0 0 1 57.02362 552.2236 cm +1 0 0 1 57.02362 424.2236 cm q 0 0 0 rg BT 1 0 0 1 0 14 Tm /F1 10 Tf 12 TL .328556 Tw (Four co-operating pieces \227 allocator, mark phase, arena verifier, and the policy dispatcher \227 share exactly) Tj T* 0 Tw (one piece of state \(the EMA plus a probe countdown\) and make local decisions:) Tj T* ET Q Q q -1 0 0 1 57.02362 492.6236 cm +1 0 0 1 57.02362 364.6236 cm q q 1 0 0 1 0 0 cm @@ -5276,21 +5273,21 @@ Q Q Q q -1 0 0 1 57.02362 460.6236 cm +1 0 0 1 57.02362 332.6236 cm q 0 0 0 rg BT 1 0 0 1 0 14 Tm /F1 10 Tf 12 TL .54189 Tw (No component queries another's internals. This is "collaborative" in the structural sense \227 shared state, no) Tj T* 0 Tw (direct coupling \227 while each decision remains local.) Tj T* ET Q Q q -1 0 0 1 57.02362 442.6236 cm +1 0 0 1 57.02362 314.6236 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL (Control toggles:) Tj T* ET Q Q q -1 0 0 1 57.02362 402.2236 cm +1 0 0 1 57.02362 274.2236 cm q q 1 0 0 1 0 0 cm @@ -5342,13 +5339,13 @@ Q Q Q q -1 0 0 1 57.02362 382.2236 cm +1 0 0 1 57.02362 254.2236 cm q BT 1 0 0 1 0 2 Tm 12 TL /F3 10 Tf 0 0 0 rg (Stats) Tj /F1 10 Tf ( now include skipped-verifier count and the current EMA, for observability:) Tj T* ET Q Q q -1 0 0 1 57.02362 351.4236 cm +1 0 0 1 57.02362 223.4236 cm q q 1 0 0 1 0 0 cm @@ -5368,77 +5365,75 @@ Q Q Q q -1 0 0 1 57.02362 319.4236 cm +1 0 0 1 57.02362 191.4236 cm q BT 1 0 0 1 0 14 Tm .777594 Tw 12 TL /F3 10 Tf 0 0 0 rg (Three-workload benchmark) Tj /F1 10 Tf ( \() Tj /F5 10 Tf (make) Tj ( ) Tj (bench-gc-adaptive) Tj /F1 10 Tf (, i5-8350U, ) Tj /F5 10 Tf (N=1000) Tj /F1 10 Tf ( iterations per phase, each) Tj T* 0 Tw (phase in a fresh asm-gc process to isolate state\):) Tj T* ET Q Q q -1 0 0 1 57.02362 313.4236 cm +1 0 0 1 57.02362 185.4236 cm Q q -1 0 0 1 57.02362 175.4236 cm +1 0 0 1 57.02362 65.42362 cm q 1 1 1 rg -n 0 138 481.2283 -30 re f* +n 0 120 481.2283 -30 re f* .878431 .878431 .878431 rg -n 0 108 481.2283 -18 re f* -1 1 1 rg n 0 90 481.2283 -18 re f* -.878431 .878431 .878431 rg +1 1 1 rg n 0 72 481.2283 -18 re f* -1 1 1 rg -n 0 54 481.2283 -18 re f* .878431 .878431 .878431 rg -n 0 36 481.2283 -18 re f* +n 0 54 481.2283 -18 re f* 1 1 1 rg +n 0 36 481.2283 -18 re f* +.878431 .878431 .878431 rg n 0 18 481.2283 -18 re f* 0 0 0 rg BT /F3 10 Tf 12 TL ET q -1 0 0 1 6 111 cm +1 0 0 1 6 93 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 19.34283 0 Td (Workload) Tj T* -19.34283 0 Td ET Q Q q -1 0 0 1 102.2457 111 cm +1 0 0 1 102.2457 93 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 19.44327 0 Td (Mode) Tj T* -19.44327 0 Td ET Q Q q -1 0 0 1 179.2422 111 cm +1 0 0 1 179.2422 93 cm q 0 0 0 rg BT 1 0 0 1 0 14 Tm /F3 10 Tf 12 TL 11.2037 0 Td (Time) Tj T* 1.115001 0 Td (\(ms\)) Tj T* -12.3187 0 Td ET Q Q q -1 0 0 1 236.9896 111 cm +1 0 0 1 236.9896 93 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 6.478701 0 Td (Resets) Tj T* -6.478701 0 Td ET Q Q q -1 0 0 1 294.737 111 cm +1 0 0 1 294.737 93 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 2.583701 0 Td (Escapes) Tj T* -2.583701 0 Td ET Q Q q -1 0 0 1 352.4844 111 cm +1 0 0 1 352.4844 93 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 8.235984 0 Td (Skipped) Tj T* -8.235984 0 Td ET Q Q q -1 0 0 1 419.8564 111 cm +1 0 0 1 419.8564 93 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 7.125984 0 Td (Full GCs) Tj T* -7.125984 0 Td ET @@ -5447,55 +5442,6 @@ Q 0 0 0 rg BT /F1 10 Tf 12 TL ET q -1 0 0 1 6 93 cm -q -0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (friendly) Tj T* ET -Q -Q -q -1 0 0 1 102.2457 93 cm -q -0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (greedy) Tj T* ET -Q -Q -q -1 0 0 1 179.2422 93 cm -q -0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (356) Tj T* ET -Q -Q -q -1 0 0 1 236.9896 93 cm -q -0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (1000) Tj T* ET -Q -Q -q -1 0 0 1 294.737 93 cm -q -0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (0) Tj T* ET -Q -Q -q -1 0 0 1 352.4844 93 cm -q -0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (0) Tj T* ET -Q -Q -q -1 0 0 1 419.8564 93 cm -q -0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (0) Tj T* ET -Q -Q -q 1 0 0 1 6 75 cm q 0 0 0 rg @@ -5506,14 +5452,14 @@ q 1 0 0 1 102.2457 75 cm q 0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (adaptive) Tj T* ET +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (greedy) Tj T* ET Q Q q 1 0 0 1 179.2422 75 cm q 0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (351) Tj T* ET +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (356) Tj T* ET Q Q q @@ -5548,35 +5494,35 @@ q 1 0 0 1 6 57 cm q 0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (hostile) Tj T* ET +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (friendly) Tj T* ET Q Q q 1 0 0 1 102.2457 57 cm q 0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (greedy) Tj T* ET +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (adaptive) Tj T* ET Q Q q 1 0 0 1 179.2422 57 cm q 0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (287) Tj T* ET +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (351) Tj T* ET Q Q q 1 0 0 1 236.9896 57 cm q 0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (0) Tj T* ET +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (1000) Tj T* ET Q Q q 1 0 0 1 294.737 57 cm q 0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (1000) Tj T* ET +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (0) Tj T* ET Q Q q @@ -5590,7 +5536,7 @@ q 1 0 0 1 419.8564 57 cm q 0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (982) Tj T* ET +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (0) Tj T* ET Q Q q @@ -5604,14 +5550,14 @@ q 1 0 0 1 102.2457 39 cm q 0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (adaptive) Tj T* ET +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (greedy) Tj T* ET Q Q q 1 0 0 1 179.2422 39 cm q 0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (285) Tj T* ET +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (287) Tj T* ET Q Q q @@ -5632,7 +5578,7 @@ q 1 0 0 1 352.4844 39 cm q 0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (11) Tj T* ET +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (0) Tj T* ET Q Q q @@ -5646,52 +5592,140 @@ q 1 0 0 1 6 21 cm q 0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (mixed) Tj T* ET +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (hostile) Tj T* ET Q Q q 1 0 0 1 102.2457 21 cm q 0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (greedy) Tj T* ET +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (adaptive) Tj T* ET Q Q q 1 0 0 1 179.2422 21 cm q 0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (863) Tj T* ET +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (285) Tj T* ET Q Q q 1 0 0 1 236.9896 21 cm q 0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (17) Tj T* ET +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (0) Tj T* ET Q Q q 1 0 0 1 294.737 21 cm q 0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (1983) Tj T* ET +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (1000) Tj T* ET Q Q q 1 0 0 1 352.4844 21 cm q 0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (0) Tj T* ET +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (11) Tj T* ET Q Q q 1 0 0 1 419.8564 21 cm q 0 0 0 rg +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (982) Tj T* ET +Q +Q +q +1 0 0 1 6 3 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (mixed) Tj T* ET +Q +Q +q +1 0 0 1 102.2457 3 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (greedy) Tj T* ET +Q +Q +q +1 0 0 1 179.2422 3 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (863) Tj T* ET +Q +Q +q +1 0 0 1 236.9896 3 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (17) Tj T* ET +Q +Q +q +1 0 0 1 294.737 3 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (1983) Tj T* ET +Q +Q +q +1 0 0 1 352.4844 3 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (0) Tj T* ET +Q +Q +q +1 0 0 1 419.8564 3 cm +q +0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (1966) Tj T* ET Q Q q +1 J +1 j +0 0 0 RG +.25 w +n 0 0 m 481.2283 0 l S +n 0 90 m 481.2283 90 l S +n 0 72 m 481.2283 72 l S +n 0 54 m 481.2283 54 l S +n 0 36 m 481.2283 36 l S +n 0 18 m 481.2283 18 l S +n 96.24567 0 m 96.24567 120 l S +n 173.2422 0 m 173.2422 120 l S +n 230.9896 0 m 230.9896 120 l S +n 288.737 0 m 288.737 120 l S +n 346.4844 0 m 346.4844 120 l S +n 413.8564 0 m 413.8564 120 l S +n 0 120 m 481.2283 120 l S +n 0 0 m 0 120 l S +n 481.2283 0 m 481.2283 120 l S +Q +Q +Q + +endstream +endobj +150 0 obj +<< +/Length 11585 +>> +stream +1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET +q +1 0 0 1 57.02362 747.0236 cm +q +1 1 1 rg +n 0 18 481.2283 -18 re f* +0 0 0 rg +BT /F1 10 Tf 12 TL ET +q 1 0 0 1 6 3 cm q 0 0 0 rg @@ -5745,43 +5779,37 @@ q 1 j 0 0 0 RG .25 w -n 0 108 m 481.2283 108 l S -n 0 90 m 481.2283 90 l S -n 0 72 m 481.2283 72 l S -n 0 54 m 481.2283 54 l S -n 0 36 m 481.2283 36 l S n 0 18 m 481.2283 18 l S -n 96.24567 0 m 96.24567 138 l S -n 173.2422 0 m 173.2422 138 l S -n 230.9896 0 m 230.9896 138 l S -n 288.737 0 m 288.737 138 l S -n 346.4844 0 m 346.4844 138 l S -n 413.8564 0 m 413.8564 138 l S -n 0 138 m 481.2283 138 l S +n 96.24567 0 m 96.24567 18 l S +n 173.2422 0 m 173.2422 18 l S +n 230.9896 0 m 230.9896 18 l S +n 288.737 0 m 288.737 18 l S +n 346.4844 0 m 346.4844 18 l S +n 413.8564 0 m 413.8564 18 l S +n 0 0 m 0 18 l S +n 481.2283 0 m 481.2283 18 l S n 0 0 m 481.2283 0 l S -n 0 0 m 0 138 l S -n 481.2283 0 m 481.2283 138 l S Q Q Q q -1 0 0 1 57.02362 175.4236 cm +1 0 0 1 57.02362 747.0236 cm Q q -1 0 0 1 57.02362 157.4236 cm +1 0 0 1 57.02362 729.0236 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (Reading the numbers:) Tj T* ET Q Q q -1 0 0 1 57.02362 151.4236 cm +1 0 0 1 57.02362 723.0236 cm Q q -1 0 0 1 57.02362 151.4236 cm +1 0 0 1 57.02362 723.0236 cm Q q -1 0 0 1 57.02362 115.4236 cm +1 0 0 1 57.02362 687.0236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -5803,49 +5831,24 @@ Q Q Q q -1 0 0 1 57.02362 109.4236 cm +1 0 0 1 57.02362 681.0236 cm Q q -1 0 0 1 57.02362 62.69291 cm +1 0 0 1 57.02362 633.0236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET q -1 0 0 1 6 31.73071 cm +1 0 0 1 6 33 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F5 10 Tf 12 TL 8 0 Td (\177) Tj T* -8 0 Td ET Q Q q -1 0 0 1 23 19.73071 cm -q -BT 1 0 0 1 0 14 Tm 1.549168 Tw 12 TL /F3 10 Tf 0 0 0 rg (Hostile) Tj /F1 10 Tf ( workload: also within ~1%. Both modes trigger implicit ) Tj /F5 10 Tf (gc_collect) Tj /F1 10 Tf ( 982 times out of 1000) Tj T* 0 Tw .66189 Tw (arenas \227 heap overflow during the thunk clears ) Tj /F5 10 Tf (arena_active) Tj /F1 10 Tf ( before the dispatcher sees it, so the) Tj T* 0 Tw ET -Q -Q -q -Q -Q -Q - -endstream -endobj -150 0 obj -<< -/Length 10497 ->> -stream -1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET -q -1 0 0 1 57.02362 741.0236 cm -q -0 0 0 rg -BT /F1 10 Tf 12 TL ET -BT 1 0 0 1 6 11 Tm T* ET -q 1 0 0 1 23 -3 cm q -BT 1 0 0 1 0 14 Tm .105522 Tw 12 TL /F1 10 Tf 0 0 0 rg (adaptive skip path only activates 11 times. The policy's signal is drowned out by pressure-driven GC on) Tj T* 0 Tw (this shape. Adaptive isn't helping, but it's not hurting either.) Tj T* ET +BT 1 0 0 1 0 38 Tm 1.549168 Tw 12 TL /F3 10 Tf 0 0 0 rg (Hostile) Tj /F1 10 Tf ( workload: also within ~1%. Both modes trigger implicit ) Tj /F5 10 Tf (gc_collect) Tj /F1 10 Tf ( 982 times out of 1000) Tj T* 0 Tw .66189 Tw (arenas \227 heap overflow during the thunk clears ) Tj /F5 10 Tf (arena_active) Tj /F1 10 Tf ( before the dispatcher sees it, so the) Tj T* 0 Tw .105522 Tw (adaptive skip path only activates 11 times. The policy's signal is drowned out by pressure-driven GC on) Tj T* 0 Tw (this shape. Adaptive isn't helping, but it's not hurting either.) Tj T* ET Q Q q @@ -5853,10 +5856,10 @@ Q Q Q q -1 0 0 1 57.02362 735.0236 cm +1 0 0 1 57.02362 627.0236 cm Q q -1 0 0 1 57.02362 675.0236 cm +1 0 0 1 57.02362 567.0236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -5878,37 +5881,37 @@ Q Q Q q -1 0 0 1 57.02362 657.0236 cm +1 0 0 1 57.02362 549.0236 cm Q q -1 0 0 1 57.02362 555.0236 cm +1 0 0 1 57.02362 447.0236 cm q BT 1 0 0 1 0 86 Tm 3.071223 Tw 12 TL /F3 10 Tf 0 0 0 rg (Honest read.) Tj /F1 10 Tf ( The adaptive policy is currently a null experiment on these three workloads \227 within) Tj T* 0 Tw 3.592397 Tw (measurement noise of greedy in all three cases. It may still win on workloads we haven't probed) Tj T* 0 Tw 3.328196 Tw (\(long-running servers with occasional large bursts, mixed short/long transactions\), but nothing in the) Tj T* 0 Tw 1.51218 Tw (three-way benchmark tells us to prefer it. Shipping it as default \() Tj /F5 10 Tf (arena_adaptive_mode=1) Tj /F1 10 Tf ( at ) Tj /F5 10 Tf (_start) Tj /F1 10 Tf (\)) Tj T* 0 Tw 1.318647 Tw (costs nothing and keeps the counters \() Tj /F5 10 Tf (arena-stats) Tj /F1 10 Tf ( fifth field = ) Tj /F5 10 Tf (skipped) Tj /F1 10 Tf (, sixth field = EMA rate \327256\)) Tj T* 0 Tw 2.773196 Tw (available for observability. The benchmark also drove the original precise-type-byte work \(\2476.6.5\) that) Tj T* 0 Tw .583432 Tw (eliminated the latent class of conservative-scan bugs \227 so even the null result paid for itself in correctness) Tj T* 0 Tw (progress.) Tj T* ET Q Q q -1 0 0 1 57.02362 513.0236 cm +1 0 0 1 57.02362 405.0236 cm q BT 1 0 0 1 0 26 Tm 22.60709 Tw 12 TL /F3 10 Tf 0 0 0 rg (Reproduce:) Tj /F1 10 Tf ( ) Tj /F5 10 Tf (make) Tj ( ) Tj (bench-gc-adaptive) Tj /F1 10 Tf ( \(source: ) Tj /F5 10 Tf (tests/bench-gc-adaptive.sh) Tj /F1 10 Tf (,) Tj T* 0 Tw .950696 Tw /F5 10 Tf (examples/bench-gc-adaptive.lsp) Tj /F1 10 Tf (\). Each \(workload \327 mode\) pair runs in a fresh asm-gc process so) Tj T* 0 Tw (results don't contaminate each other across phases.) Tj T* ET Q Q q -1 0 0 1 57.02362 489.0236 cm +1 0 0 1 57.02362 379.0236 cm q BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (6.6.4 Validation: HTTP Server Under Sustained Load) Tj T* ET Q Q q -1 0 0 1 57.02362 423.0236 cm +1 0 0 1 57.02362 313.0236 cm q BT 1 0 0 1 0 50 Tm .613797 Tw 12 TL /F1 10 Tf 0 0 0 rg (The reason we built the GC at all was to let long-running asm HTTP servers not leak. Bench-gc-http drives) Tj T* 0 Tw 2.274261 Tw /F5 10 Tf (examples/http-server.lsp) Tj /F1 10 Tf ( \(uses the portable ) Tj /F5 10 Tf (heap-snapshot) Tj /F1 10 Tf ( / ) Tj /F5 10 Tf (heap-restore) Tj /F1 10 Tf ( arena loop\) and) Tj T* 0 Tw 1.382038 Tw /F5 10 Tf (examples/http-server-noarena.lsp) Tj /F1 10 Tf ( \(same server with the snapshot pattern removed\) under 5,000) Tj T* 0 Tw 1.91989 Tw (concurrent requests against each asm build. The matrix has four cells because the snapshot pattern is) Tj T* 0 Tw (orthogonal to the collector: either, both, or neither.) Tj T* ET Q Q q -1 0 0 1 57.02362 417.0236 cm +1 0 0 1 57.02362 307.0236 cm Q q -1 0 0 1 57.02362 315.0236 cm +1 0 0 1 57.02362 205.0236 cm q 1 1 1 rg n 0 102 481.2283 -30 re f* @@ -6118,22 +6121,22 @@ Q Q Q q -1 0 0 1 57.02362 315.0236 cm +1 0 0 1 57.02362 205.0236 cm Q q -1 0 0 1 57.02362 297.0236 cm +1 0 0 1 57.02362 187.0236 cm q BT 1 0 0 1 0 2 Tm 12 TL /F1 10 Tf 0 0 0 rg (All four cells validate cleanly at ) Tj /F3 10 Tf (50,000 requests per cell) Tj /F1 10 Tf ( \(up from the original 5,000\):) Tj T* ET Q Q q -1 0 0 1 57.02362 291.0236 cm +1 0 0 1 57.02362 181.0236 cm Q q -1 0 0 1 57.02362 291.0236 cm +1 0 0 1 57.02362 181.0236 cm Q q -1 0 0 1 57.02362 255.0236 cm +1 0 0 1 57.02362 145.0236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -6155,10 +6158,10 @@ Q Q Q q -1 0 0 1 57.02362 249.0236 cm +1 0 0 1 57.02362 139.0236 cm Q q -1 0 0 1 57.02362 213.0236 cm +1 0 0 1 57.02362 103.0236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -6180,93 +6183,109 @@ Q Q Q q -1 0 0 1 57.02362 207.0236 cm +1 0 0 1 57.02362 97.02362 cm Q q -1 0 0 1 57.02362 159.0236 cm +1 0 0 1 57.02362 62.69291 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET q -1 0 0 1 6 33 cm +1 0 0 1 6 19.33071 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F5 10 Tf 12 TL 8 0 Td (\177) Tj T* -8 0 Td ET Q Q q -1 0 0 1 23 -3 cm +1 0 0 1 23 7.330709 cm q -BT 1 0 0 1 0 38 Tm .149314 Tw 12 TL /F3 10 Tf 0 0 0 rg (Cell 4) Tj /F1 10 Tf ( is the use case the GC was built for. With neither ) Tj /F5 10 Tf (heap-snapshot) Tj /F1 10 Tf ( nor ) Tj /F5 10 Tf (heap-restore) Tj /F1 10 Tf (, the GC) Tj T* 0 Tw 2.112556 Tw (build bounds memory at one chunk \(~1 MB\) and serves ) Tj /F3 10 Tf (faster than the leaking no-GC version) Tj /F1 10 Tf T* 0 Tw 2.680696 Tw (because it doesn't pay ) Tj /F5 10 Tf (heap_grow) Tj /F1 10 Tf ( mmap-every-64-MB costs on repeated allocation. ) Tj /F3 10 Tf (972 KB of) Tj T* 0 Tw (growth) Tj /F1 10 Tf ( across 5,000 requests is exactly one heap chunk \227 the collector hit its natural steady state.) Tj T* ET +BT 1 0 0 1 0 14 Tm .149314 Tw 12 TL /F3 10 Tf 0 0 0 rg (Cell 4) Tj /F1 10 Tf ( is the use case the GC was built for. With neither ) Tj /F5 10 Tf (heap-snapshot) Tj /F1 10 Tf ( nor ) Tj /F5 10 Tf (heap-restore) Tj /F1 10 Tf (, the GC) Tj T* 0 Tw 2.112556 Tw (build bounds memory at one chunk \(~1 MB\) and serves ) Tj /F3 10 Tf (faster than the leaking no-GC version) Tj /F1 10 Tf T* 0 Tw ET Q Q q Q Q Q -q -1 0 0 1 57.02362 141.0236 cm -Q -q -1 0 0 1 57.02362 63.02362 cm -q -BT 1 0 0 1 0 62 Tm 5.961223 Tw 12 TL /F3 10 Tf 0 0 0 rg (Precise-type dispatch was the fix.) Tj /F1 10 Tf ( Cell 4 was crashing at first GC until we replaced the) Tj T* 0 Tw 1.538941 Tw (conservative-scan-plus-sentinel-checks walker with a precise one. Every heap block's 8-byte header now) Tj T* 0 Tw 3.27789 Tw (carries an explicit type byte at bits 8\22615 \(see \2476.6.5 below for the redesign\), so ) Tj /F5 10 Tf (gc_mark_drain) Tj /F1 10 Tf (,) Tj T* 0 Tw .88989 Tw /F5 10 Tf (gc_mark_env) Tj /F1 10 Tf (, and the arena-escape scan dispatch on the type byte instead of guessing from block size.) Tj T* 0 Tw 1.226147 Tw (This eliminated the entire class of "24-byte env vs string" / "40-byte vector vs string" type-confusion bugs) Tj T* 0 Tw (we'd been patching one-by-one.) Tj T* ET -Q -Q endstream endobj 151 0 obj << -/Length 9046 +/Length 7982 >> stream 1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 729.0236 cm +1 0 0 1 57.02362 741.0236 cm +q +0 0 0 rg +BT /F1 10 Tf 12 TL ET +BT 1 0 0 1 6 11 Tm T* ET +q +1 0 0 1 23 -3 cm +q +BT 1 0 0 1 0 14 Tm 2.680696 Tw 12 TL /F1 10 Tf 0 0 0 rg (because it doesn't pay ) Tj /F5 10 Tf (heap_grow) Tj /F1 10 Tf ( mmap-every-64-MB costs on repeated allocation. ) Tj /F3 10 Tf (972 KB of) Tj T* 0 Tw (growth) Tj /F1 10 Tf ( across 5,000 requests is exactly one heap chunk \227 the collector hit its natural steady state.) Tj T* ET +Q +Q +q +Q +Q +Q +q +1 0 0 1 57.02362 723.0236 cm +Q +q +1 0 0 1 57.02362 645.0236 cm +q +BT 1 0 0 1 0 62 Tm 5.961223 Tw 12 TL /F3 10 Tf 0 0 0 rg (Precise-type dispatch was the fix.) Tj /F1 10 Tf ( Cell 4 was crashing at first GC until we replaced the) Tj T* 0 Tw 1.538941 Tw (conservative-scan-plus-sentinel-checks walker with a precise one. Every heap block's 8-byte header now) Tj T* 0 Tw 3.27789 Tw (carries an explicit type byte at bits 8\22615 \(see \2476.6.5 below for the redesign\), so ) Tj /F5 10 Tf (gc_mark_drain) Tj /F1 10 Tf (,) Tj T* 0 Tw .88989 Tw /F5 10 Tf (gc_mark_env) Tj /F1 10 Tf (, and the arena-escape scan dispatch on the type byte instead of guessing from block size.) Tj T* 0 Tw 1.226147 Tw (This eliminated the entire class of "24-byte env vs string" / "40-byte vector vs string" type-confusion bugs) Tj T* 0 Tw (we'd been patching one-by-one.) Tj T* ET +Q +Q +q +1 0 0 1 57.02362 603.0236 cm q BT 1 0 0 1 0 26 Tm .666772 Tw 12 TL /F3 10 Tf 0 0 0 rg (Honest read.) Tj /F1 10 Tf ( The GC build now succeeds at the "GC instead of snapshots" use case. ) Tj /F5 10 Tf (heap-snapshot) Tj /F1 10 Tf ( +) Tj T* 0 Tw .132362 Tw /F5 10 Tf (heap-restore) Tj /F1 10 Tf ( remain the idiomatic production pattern \(they're cheaper per-request and portable across all) Tj T* 0 Tw (tiers\), but the GC is finally a correct fallback for code that doesn't manage arenas explicitly.) Tj T* ET Q Q q -1 0 0 1 57.02362 651.0236 cm +1 0 0 1 57.02362 525.0236 cm q BT 1 0 0 1 0 62 Tm .974609 Tw 12 TL /F3 10 Tf 0 0 0 rg (Soak result.) Tj /F1 10 Tf ( At 50,000 HTTP requests \327 16 concurrent clients, the GC build serves ~610 req/s with peak) Tj T* 0 Tw .635702 Tw (RSS of 1,092 KB \227 one heap chunk, steady state. 852 KB of growth represents the heap filling up exactly) Tj T* 0 Tw 1.068556 Tw (once, after which the collector cycles through reclaimed space indefinitely. Throughput is within 4% of the) Tj T* 0 Tw 1.959104 Tw (no-GC bump-only configuration on idiomatic snapshot-based code, and within 3% of the leaking no-GC) Tj T* 0 Tw 2.864029 Tw (baseline on the no-snapshot configuration. Naive mark-sweep is now a production-grade allocator for) Tj T* 0 Tw (long-running asm servers that don't want to think about arena discipline.) Tj T* ET Q Q q -1 0 0 1 57.02362 549.0236 cm +1 0 0 1 57.02362 423.0236 cm q BT 1 0 0 1 0 86 Tm 1.51589 Tw 12 TL /F3 10 Tf 0 0 0 rg (Root-cause fix that made this work.) Tj /F1 10 Tf ( The earlier residual crashes \(hash-set bench under the GC build,) Tj T* 0 Tw -0.094803 Tw (arena bench, memory bench all surfacing ) Tj /F5 10 Tf (unbound) Tj ( ) Tj (variable) Tj /F1 10 Tf ( errors\) traced to a single bug in how the type) Tj T* 0 Tw .943022 Tw (byte was being set on reused free-list blocks. The patching was using ) Tj /F5 10 Tf (orq) Tj ( ) Tj ($\(HT_X) Tj ( ) Tj (<) Tj (<) Tj ( ) Tj (8\),) Tj ( ) Tj (-8\(%rax\)) Tj /F1 10 Tf T* 0 Tw .347417 Tw (which MERGES bits \227 if a block was previously a vector \(type 5, binary ) Tj /F5 10 Tf (101) Tj /F1 10 Tf (\) and got re-allocated as a pair) Tj T* 0 Tw .774908 Tw (\(type 1, binary ) Tj /F5 10 Tf (001) Tj /F1 10 Tf (\), the resulting merged type byte was still ) Tj /F5 10 Tf (101) Tj /F1 10 Tf ( \(still vector\). The walker then treated the) Tj T* 0 Tw 2.153071 Tw (pair as a vector, read its ) Tj /F5 10 Tf (length) Tj /F1 10 Tf ( from the header's size field, and walked off the block end. Fix: use) Tj T* 0 Tw 1.249882 Tw /F5 10 Tf (movb) Tj ( ) Tj ($HT_X,) Tj ( ) Tj (-7\(%rax\)) Tj /F1 10 Tf ( to OVERWRITE the byte instead of OR'ing. One-instruction change at 18 call) Tj T* 0 Tw (sites, and every previously-residual crash went away on the first rerun.) Tj T* ET Q Q q -1 0 0 1 57.02362 519.0236 cm +1 0 0 1 57.02362 393.0236 cm q BT 1 0 0 1 0 14 Tm 91.99278 Tw 12 TL /F3 10 Tf 0 0 0 rg (Reproduce:) Tj /F1 10 Tf ( ) Tj /F5 10 Tf (make) Tj ( ) Tj (bench-gc-http) Tj /F1 10 Tf (. Tuning:) Tj T* 0 Tw /F5 10 Tf (REQUESTS=10000) Tj ( ) Tj (CONCURRENCY=16) Tj ( ) Tj (VCAP=524288) Tj ( ) Tj (bash) Tj ( ) Tj (tests/bench-gc-http.sh) Tj /F1 10 Tf (.) Tj T* ET Q Q q -1 0 0 1 57.02362 495.0236 cm +1 0 0 1 57.02362 367.0236 cm q BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (6.6.5 Precise Block Typing: Killing a Class of Bugs) Tj T* ET Q Q q -1 0 0 1 57.02362 417.0236 cm +1 0 0 1 57.02362 289.0236 cm q BT 1 0 0 1 0 62 Tm .088797 Tw 12 TL /F1 10 Tf 0 0 0 rg (Earlier versions of the meta-GC walkers inferred block type from ) Tj /F4 10 Tf (size) Tj /F1 10 Tf ( alone. A 24-byte block could be an env) Tj T* 0 Tw 1.498138 Tw (node, a closure, or a 16-character string; a 40-byte block could be a 4-element vector or a 25-character) Tj T* 0 Tw .485197 Tw (string. The walkers tried to guess and guessed wrong under the conservative stack scan \227 any stack word) Tj T* 0 Tw .905522 Tw (whose low 3 bits happened to match ) Tj /F5 10 Tf (TAG_SYM) Tj /F1 10 Tf ( or ) Tj /F5 10 Tf (7) Tj /F1 10 Tf ( \(vector-family\) would be dereferenced, its block's size) Tj T* 0 Tw 1.69589 Tw (read from the header, and the walker would interpret subsequent payload bytes as tagged child values.) Tj T* 0 Tw (Strings-as-vectors reading 200 bytes past their end was the canonical failure.) Tj T* ET Q Q q -1 0 0 1 57.02362 399.0236 cm +1 0 0 1 57.02362 271.0236 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (We fixed this by adding an explicit type byte to every heap block's header:) Tj T* ET Q Q q -1 0 0 1 57.02362 358.6236 cm +1 0 0 1 57.02362 230.6236 cm q q 1 0 0 1 0 0 cm @@ -6287,84 +6306,97 @@ Q Q Q q -1 0 0 1 57.02362 302.6236 cm +1 0 0 1 57.02362 174.6236 cm q BT 1 0 0 1 0 38 Tm 5.818335 Tw 12 TL /F1 10 Tf 0 0 0 rg (Type constants \() Tj /F5 10 Tf (HT_PAIR) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (HT_CLOSURE) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (HT_STRING) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (HT_SYMBOL) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (HT_VECTOR) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (HT_HASHTABLE) Tj /F1 10 Tf (,) Tj T* 0 Tw .948196 Tw /F5 10 Tf (HT_HASHSET) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (HT_ENVNODE) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (HT_CHAINNODE) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (HT_PADDING) Tj /F1 10 Tf (\) are set at every ) Tj /F5 10 Tf (heap_alloc) Tj /F1 10 Tf ( call site in the) Tj T* 0 Tw .427686 Tw (GC build. Every walker \227 mark, escape-scan, sweep \227 now dispatches on the type byte instead of size. A) Tj T* 0 Tw (string can never be walked as a vector; an env node can never be confused with a closure.) Tj T* ET Q Q q -1 0 0 1 57.02362 248.6236 cm +1 0 0 1 57.02362 120.6236 cm q BT 1 0 0 1 0 38 Tm .051917 Tw 12 TL /F1 10 Tf 0 0 0 rg (Cost: one extra ) Tj /F5 10 Tf (orq) Tj /F1 10 Tf ( at each of ~15 allocation sites \(a few nanoseconds per call\) and 16 bits of header space) Tj T* 0 Tw 1.318726 Tw (per block \(negligible given minimum block size is 16 payload bytes + 8 header bytes\). Benefit: the entire) Tj T* 0 Tw .669353 Tw ("conservative scan misidentifies X as Y" class of bugs goes away. Cell 4 of \2476.6.4 flipped from "crashes at) Tj T* 0 Tw (first GC" to "working correctly" when this landed.) Tj T* ET Q Q q -1 0 0 1 57.02362 206.6236 cm +1 0 0 1 57.02362 78.62362 cm q BT 1 0 0 1 0 26 Tm .608647 Tw 12 TL /F1 10 Tf 0 0 0 rg (The precise-type change also simplified the walkers: the special-case "is the first word -1 \(hash-table\) or -2) Tj T* 0 Tw .998453 Tw (\(hash-set\) or a small positive number \(vector length\)" dispatch in ) Tj /F5 10 Tf (gc_mark_drain) Tj /F1 10 Tf ( collapsed into a single) Tj T* 0 Tw /F5 10 Tf (cmp) Tj /F1 10 Tf ( on the type byte. ~50 lines of heuristic-guessing code deleted.) Tj T* ET Q Q + +endstream +endobj +152 0 obj +<< +/Length 11081 +>> +stream +1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 175.4236 cm +1 0 0 1 57.02362 745.8236 cm q -BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (7. Portal: Feedback Across Time) Tj T* ET +BT 1 0 0 1 0 3.2 Tm 135.5182 0 Td 19.2 TL /F2 16 Tf .133333 .133333 .133333 rg (7. Portal: Feedback Across Time) Tj T* -135.5182 0 Td ET Q Q q -1 0 0 1 57.02362 131.4236 cm +1 0 0 1 57.02362 703.8236 cm q BT 1 0 0 1 0 26 Tm .17989 Tw 12 TL /F1 10 Tf 0 0 0 rg (A continuation is feedback within a process. A portal is feedback across processes. Same primitive, different) Tj T* 0 Tw 1.06631 Tw (scope: capture machine state, serialize it, reload it elsewhere, resume. Lumbda ships three portal formats) Tj T* 0 Tw (with different tradeoffs & constituencies.) Tj T* ET Q Q q -1 0 0 1 57.02362 125.4236 cm +1 0 0 1 57.02362 697.8236 cm Q q -1 0 0 1 57.02362 77.42362 cm +1 0 0 1 57.02362 601.8236 cm q 1 1 1 rg -n 0 48 481.2283 -18 re f* +n 0 96 481.2283 -18 re f* .878431 .878431 .878431 rg -n 0 30 481.2283 -30 re f* +n 0 78 481.2283 -30 re f* +1 1 1 rg +n 0 48 481.2283 -30 re f* +.878431 .878431 .878431 rg +n 0 18 481.2283 -18 re f* 0 0 0 rg BT /F3 10 Tf 12 TL ET q -1 0 0 1 6 33 cm +1 0 0 1 6 81 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 29.99012 0 Td (Format) Tj T* -29.99012 0 Td ET Q Q q -1 0 0 1 111.8702 33 cm +1 0 0 1 111.8702 81 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 19.43012 0 Td (Consumers) Tj T* -19.43012 0 Td ET Q Q q -1 0 0 1 217.7405 33 cm +1 0 0 1 217.7405 81 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 17.68098 0 Td (Size) Tj T* -17.68098 0 Td ET Q Q q -1 0 0 1 285.1124 33 cm +1 0 0 1 285.1124 81 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 16.01098 0 Td (Save) Tj T* -16.01098 0 Td ET Q Q q -1 0 0 1 352.4844 33 cm +1 0 0 1 352.4844 81 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 15.74098 0 Td (Load) Tj T* -15.74098 0 Td ET Q Q q -1 0 0 1 419.8564 33 cm +1 0 0 1 419.8564 81 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 5.455984 0 Td (Resumes) Tj T* -5.455984 0 Td ET @@ -6373,84 +6405,48 @@ Q 0 0 0 rg BT /F1 10 Tf 12 TL ET q -1 0 0 1 6 15 cm +1 0 0 1 6 63 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL (S-expression) Tj T* ET Q Q q -1 0 0 1 111.8702 3 cm +1 0 0 1 111.8702 51 cm q 0 0 0 rg BT 1 0 0 1 0 14 Tm /F1 10 Tf 12 TL -0.012441 Tw (Python, C, asm \227 all) Tj T* 0 Tw (three) Tj T* ET Q Q q -1 0 0 1 217.7405 15 cm +1 0 0 1 217.7405 63 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (~310 B) Tj T* ET Q Q q -1 0 0 1 285.1124 15 cm +1 0 0 1 285.1124 63 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (0.9 ms) Tj T* ET Q Q q -1 0 0 1 352.4844 15 cm +1 0 0 1 352.4844 63 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (0.7 ms) Tj T* ET Q Q q -1 0 0 1 419.8564 15 cm +1 0 0 1 419.8564 63 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (bindings) Tj T* ET Q Q q -1 J -1 j -0 0 0 RG -.25 w -n 0 0 m 481.2283 0 l S -n 0 30 m 481.2283 30 l S -n 105.8702 0 m 105.8702 48 l S -n 211.7405 0 m 211.7405 48 l S -n 279.1124 0 m 279.1124 48 l S -n 346.4844 0 m 346.4844 48 l S -n 413.8564 0 m 413.8564 48 l S -n 0 48 m 481.2283 48 l S -n 0 0 m 0 48 l S -n 481.2283 0 m 481.2283 48 l S -Q -Q -Q - -endstream -endobj -152 0 obj -<< -/Length 11423 ->> -stream -1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET -q -1 0 0 1 57.02362 717.0236 cm -q -1 1 1 rg -n 0 48 481.2283 -30 re f* -.878431 .878431 .878431 rg -n 0 18 481.2283 -18 re f* -0 0 0 rg -BT /F1 10 Tf 12 TL ET -q 1 0 0 1 6 21 cm q 0 0 0 rg @@ -6539,43 +6535,45 @@ q 1 j 0 0 0 RG .25 w +n 0 78 m 481.2283 78 l S n 0 48 m 481.2283 48 l S n 0 18 m 481.2283 18 l S -n 105.8702 0 m 105.8702 48 l S -n 211.7405 0 m 211.7405 48 l S -n 279.1124 0 m 279.1124 48 l S -n 346.4844 0 m 346.4844 48 l S -n 413.8564 0 m 413.8564 48 l S -n 0 0 m 0 48 l S -n 481.2283 0 m 481.2283 48 l S +n 105.8702 0 m 105.8702 96 l S +n 211.7405 0 m 211.7405 96 l S +n 279.1124 0 m 279.1124 96 l S +n 346.4844 0 m 346.4844 96 l S +n 413.8564 0 m 413.8564 96 l S +n 0 96 m 481.2283 96 l S n 0 0 m 481.2283 0 l S +n 0 0 m 0 96 l S +n 481.2283 0 m 481.2283 96 l S Q Q Q q -1 0 0 1 57.02362 717.0236 cm +1 0 0 1 57.02362 601.8236 cm Q q -1 0 0 1 57.02362 687.0236 cm +1 0 0 1 57.02362 571.8236 cm q 0 0 0 rg BT 1 0 0 1 0 14 Tm /F1 10 Tf 12 TL .49713 Tw (Times measured on a 4-binding workload \(int + list + string + fib\(30\) result\) excluding process startup. "k" =) Tj T* 0 Tw (continuation.) Tj T* ET Q Q q -1 0 0 1 57.02362 661.0236 cm +1 0 0 1 57.02362 540.6236 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (7.1 S-Expression Portal \227 the Portable One) Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (7.1 S-Expression Portal \227 the Portable One) Tj T* ET Q Q q -1 0 0 1 57.02362 643.0236 cm +1 0 0 1 57.02362 520.6236 cm q BT 1 0 0 1 0 2 Tm 12 TL /F1 10 Tf 0 0 0 rg (The most boring format is the most portable. An S-expression portal is a sequence of ) Tj /F5 10 Tf (define) Tj /F1 10 Tf ( forms:) Tj T* ET Q Q q -1 0 0 1 57.02362 573.8236 cm +1 0 0 1 57.02362 451.4236 cm q q 1 0 0 1 0 0 cm @@ -6596,35 +6594,35 @@ Q Q Q q -1 0 0 1 57.02362 541.8236 cm +1 0 0 1 57.02362 419.4236 cm q 0 0 0 rg BT 1 0 0 1 0 14 Tm /F1 10 Tf 12 TL .550522 Tw (Every Scheme implementation in the world can already read this. No schema, no decoder, no version field.) Tj T* 0 Tw (The file is a Scheme program; loading it is evaluating it.) Tj T* ET Q Q q -1 0 0 1 57.02362 487.8236 cm +1 0 0 1 57.02362 365.4236 cm q BT 1 0 0 1 0 38 Tm .702256 Tw 12 TL /F3 10 Tf 0 0 0 rg (The key insight: the language IS the interchange format.) Tj /F1 10 Tf ( We did not design this. R. Kent Dybvig didn't.) Tj T* 0 Tw 1.188726 Tw (John McCarthy didn't. It is a structural consequence of homoiconicity: if the syntax of the language is the) Tj T* 0 Tw 5.458196 Tw (syntax of its data structures, then data serialization is language serialization. Portability across) Tj T* 0 Tw (implementations is free \227 it arrives with the parser.) Tj T* ET Q Q q -1 0 0 1 57.02362 445.8236 cm +1 0 0 1 57.02362 323.4236 cm q BT 1 0 0 1 0 26 Tm .511772 Tw 12 TL /F1 10 Tf 0 0 0 rg (Producer side: assemble the file with ) Tj /F5 10 Tf (\(display) Tj ( ) Tj (...\)) Tj /F1 10 Tf ( & ) Tj /F5 10 Tf (\(write) Tj ( ) Tj (...\)) Tj /F1 10 Tf ( to an output port. Consumer side:) Tj T* 0 Tw 3.693453 Tw /F5 10 Tf (\(load) Tj ( ) Tj ("file.sexp"\)) Tj /F1 10 Tf (. Both sides exist in every implementation, giving us a 3\3273 matrix of valid) Tj T* 0 Tw (exchanges.) Tj T* ET Q Q q -1 0 0 1 57.02362 419.8236 cm +1 0 0 1 57.02362 292.2236 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (7.2 Cross-Implementation Exchange Matrix) Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (7.2 Cross-Implementation Exchange Matrix) Tj T* ET Q Q q -1 0 0 1 57.02362 407.8236 cm +1 0 0 1 57.02362 278.2236 cm Q q -1 0 0 1 57.02362 299.8236 cm +1 0 0 1 57.02362 170.2236 cm q 1 1 1 rg n 0 108 481.2283 -18 re f* @@ -6846,41 +6844,50 @@ Q Q Q q -1 0 0 1 57.02362 299.8236 cm +1 0 0 1 57.02362 170.2236 cm Q q -1 0 0 1 57.02362 257.8236 cm +1 0 0 1 57.02362 128.2236 cm q BT 1 0 0 1 0 26 Tm .856835 Tw 12 TL /F1 10 Tf 0 0 0 rg (16 of 16. Verified by ) Tj /F5 10 Tf (tests/portal-cross-test.sh) Tj /F1 10 Tf ( \() Tj /F3 10 Tf (make bench-portal-cross) Tj /F1 10 Tf (\). The ) Tj /F5 10 Tf (asm-gc) Tj /F1 10 Tf ( column) Tj T* 0 Tw .316962 Tw (expands the matrix from 9 to 16 cells \227 the GC build's ) Tj /F5 10 Tf (portal-save) Tj /F1 10 Tf ( emits the same S-expression format,) Tj T* 0 Tw (so it exchanges with every other tier \(\2477.4.1 below\).) Tj T* ET Q Q q -1 0 0 1 57.02362 215.8236 cm +1 0 0 1 57.02362 86.22362 cm q 0 0 0 rg BT 1 0 0 1 0 26 Tm /F1 10 Tf 12 TL .526019 Tw (This matters because it defeats the "version lock-in" trap. If the JSON portal were the only option, a Python) Tj T* 0 Tw 2.478453 Tw (3.15 producer could emit structures a C consumer couldn't parse. With S-expression portals, the only) Tj T* 0 Tw (dependency is a parser that handles the subset of forms in the file. Every implementation already has one.) Tj T* ET Q Q + +endstream +endobj +153 0 obj +<< +/Length 7418 +>> +stream +1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 189.8236 cm +1 0 0 1 57.02362 751.8236 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (7.3 JSON Portal \227 Graph-Aware, Continuation-Preserving) Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (7.3 JSON Portal \227 Graph-Aware, Continuation-Preserving) Tj T* ET Q Q q -1 0 0 1 57.02362 159.8236 cm +1 0 0 1 57.02362 719.8236 cm q BT 1 0 0 1 0 14 Tm .373453 Tw 12 TL /F1 10 Tf 0 0 0 rg (When you need to preserve shared references, cycles, closures, or a ) Tj /F4 10 Tf (live continuation) Tj /F1 10 Tf (, S-expressions aren't) Tj T* 0 Tw (enough. The JSON portal \(Python & C\) performs graph-aware serialization:) Tj T* ET Q Q q -1 0 0 1 57.02362 153.8236 cm +1 0 0 1 57.02362 713.8236 cm Q q -1 0 0 1 57.02362 153.8236 cm +1 0 0 1 57.02362 713.8236 cm Q q -1 0 0 1 57.02362 141.8236 cm +1 0 0 1 57.02362 701.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -6902,10 +6909,10 @@ Q Q Q q -1 0 0 1 57.02362 135.8236 cm +1 0 0 1 57.02362 695.8236 cm Q q -1 0 0 1 57.02362 123.8236 cm +1 0 0 1 57.02362 683.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -6928,10 +6935,10 @@ Q Q Q q -1 0 0 1 57.02362 117.8236 cm +1 0 0 1 57.02362 677.8236 cm Q q -1 0 0 1 57.02362 105.8236 cm +1 0 0 1 57.02362 665.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -6953,10 +6960,10 @@ Q Q Q q -1 0 0 1 57.02362 99.82362 cm +1 0 0 1 57.02362 659.8236 cm Q q -1 0 0 1 57.02362 87.82362 cm +1 0 0 1 57.02362 647.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -6979,10 +6986,10 @@ Q Q Q q -1 0 0 1 57.02362 81.82362 cm +1 0 0 1 57.02362 641.8236 cm Q q -1 0 0 1 57.02362 69.82362 cm +1 0 0 1 57.02362 629.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -7005,31 +7012,22 @@ Q Q Q q -1 0 0 1 57.02362 62.69291 cm +1 0 0 1 57.02362 611.8236 cm Q - -endstream -endobj -153 0 obj -<< -/Length 7115 ->> -stream -1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 741.0236 cm +1 0 0 1 57.02362 581.8236 cm q BT 1 0 0 1 0 14 Tm 2.974168 Tw 12 TL /F1 10 Tf 0 0 0 rg (Deserialization is two-pass: shell pass creates empty object shells & assigns reference IDs, fill pass) Tj T* 0 Tw (populates pointers & values. This handles the closure-that-captures-itself pattern cleanly.) Tj T* ET Q Q q -1 0 0 1 57.02362 699.0236 cm +1 0 0 1 57.02362 539.8236 cm q BT 1 0 0 1 0 26 Tm 4.719816 Tw 12 TL /F1 10 Tf 0 0 0 rg (During VM execution, ) Tj /F5 10 Tf (portal-checkpoint!) Tj /F1 10 Tf ( triggers at ) Tj /F5 10 Tf (OP_JUMP) Tj /F1 10 Tf ( & ) Tj /F5 10 Tf (OP_TAIL_CALL) Tj /F1 10 Tf ( instructions,) Tj T* 0 Tw 1.439168 Tw (capturing the current continuation, serializing it to a ) Tj /F5 10 Tf (.portal) Tj /F1 10 Tf ( file, & continuing. Resumption restores the) Tj T* 0 Tw (saved state & continues execution from the exact instruction where the checkpoint occurred.) Tj T* ET Q Q q -1 0 0 1 57.02362 668.2236 cm +1 0 0 1 57.02362 509.0236 cm q q 1 0 0 1 0 0 cm @@ -7050,26 +7048,26 @@ Q Q Q q -1 0 0 1 57.02362 648.2236 cm +1 0 0 1 57.02362 489.0236 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (The computation does not need to restart from the beginning.) Tj T* ET Q Q q -1 0 0 1 57.02362 622.2236 cm +1 0 0 1 57.02362 457.8236 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (7.4 Binary Heap Dump \227 the Fast One) Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (7.4 Binary Heap Dump \227 the Fast One) Tj T* ET Q Q q -1 0 0 1 57.02362 592.2236 cm +1 0 0 1 57.02362 425.8236 cm q BT 1 0 0 1 0 14 Tm .625197 Tw 12 TL /F1 10 Tf 0 0 0 rg (The ) Tj /F3 10 Tf (no-GC) Tj /F1 10 Tf ( asm implementation ships a direct-dump portal: write the raw heap bytes, the ) Tj /F5 10 Tf (r14) Tj /F1 10 Tf ( \(env\) & ) Tj /F5 10 Tf (r15) Tj /F1 10 Tf T* 0 Tw (\(bump pointer\) registers, the heap base address, & a magic header. No parsing, no encoding.) Tj T* ET Q Q q -1 0 0 1 57.02362 494.2236 cm +1 0 0 1 57.02362 327.8236 cm q q 1 0 0 1 0 0 cm @@ -7090,31 +7088,31 @@ Q Q Q q -1 0 0 1 57.02362 450.2236 cm +1 0 0 1 57.02362 283.8236 cm q BT 1 0 0 1 0 26 Tm 1.387739 Tw 12 TL /F1 10 Tf 0 0 0 rg (Sub-millisecond save & resume. The MAP_FIXED trick is why it works across processes: because every) Tj T* 0 Tw 1.474556 Tw (pointer inside the heap is an absolute address, resuming at a different address would require relocation.) Tj T* 0 Tw (Mapping at the same address keeps pointers live.) Tj T* ET Q Q q -1 0 0 1 57.02362 396.2236 cm +1 0 0 1 57.02362 229.8236 cm q BT 1 0 0 1 0 38 Tm 1.067739 Tw 12 TL /F1 10 Tf 0 0 0 rg (Constraints: same architecture, same binary layout, same process model. An asm binary portal written on) Tj T* 0 Tw .022545 Tw (one box resumes on another x86_64 Linux box running the same asm binary. It does not resume on a rebuilt) Tj T* 0 Tw 1.065522 Tw (binary \227 the BSS-resident symbol table ) Tj /F5 10 Tf (sym_table) Tj /F1 10 Tf ( is not in the heap dump, so interned symbols would) Tj T* 0 Tw (need to be reinterned. That's the price of trivial serialization.) Tj T* ET Q Q q -1 0 0 1 57.02362 372.2236 cm +1 0 0 1 57.02362 203.8236 cm q BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (7.4.1 The GC Build Uses S-Expressions) Tj T* ET Q Q q -1 0 0 1 57.02362 306.2236 cm +1 0 0 1 57.02362 137.8236 cm q BT 1 0 0 1 0 50 Tm 1.037917 Tw 12 TL /F1 10 Tf 0 0 0 rg (The ) Tj /F3 10 Tf (GC) Tj /F1 10 Tf ( asm build can't use the binary heap dump because the heap is a linked list of chunks with typed) Tj T* 0 Tw .619897 Tw (block headers and a free list \227 raw-byte serialization would lose the structure. Rather than inventing portal) Tj T* 0 Tw 1.255596 Tw (v2 with chunk tables and pointer-relocation metadata, the GC build's ) Tj /F5 10 Tf (portal-save) Tj /F1 10 Tf ( walks the global env) Tj T* 0 Tw .200596 Tw (chain from ) Tj /F5 10 Tf (%r14) Tj /F1 10 Tf ( and emits one ) Tj /F5 10 Tf (\(define) Tj ( ) Tj (<) Tj (sym) Tj (>) Tj ( ) Tj (\(quote) Tj ( ) Tj (<) Tj (val) Tj (>) Tj (\)\)) Tj /F1 10 Tf ( form per binding. ) Tj /F5 10 Tf (portal-resume) Tj /F1 10 Tf ( is) Tj T* 0 Tw (equivalent to ) Tj /F5 10 Tf (\(load) Tj ( ) Tj (") Tj (<) Tj (filename) Tj (>) Tj ("\)) Tj /F1 10 Tf ( \227 read every form and eval it.) Tj T* ET Q Q q -1 0 0 1 57.02362 246.6236 cm +1 0 0 1 57.02362 78.22362 cm q q 1 0 0 1 0 0 cm @@ -7134,57 +7132,51 @@ Q Q Q Q + +endstream +endobj +154 0 obj +<< +/Length 10255 +>> +stream +1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 202.6236 cm +1 0 0 1 57.02362 729.0236 cm q 0 0 0 rg BT 1 0 0 1 0 26 Tm /F1 10 Tf 12 TL 1.557565 Tw (Every non-builtin, non-closure binding round-trips. Closures and builtins are skipped \227 closures can't be) Tj T* 0 Tw .869223 Tw (faithfully re-read from their printed form, builtins get re-created from the target interpreter's prelude. This is) Tj T* 0 Tw (the same treatment the JSON portal already gives to builtins \(\2477.3\).) Tj T* ET Q Q q -1 0 0 1 57.02362 136.6236 cm +1 0 0 1 57.02362 663.0236 cm q BT 1 0 0 1 0 50 Tm .145197 Tw 12 TL /F3 10 Tf 0 0 0 rg (Trade-off.) Tj /F1 10 Tf ( The GC build's portal is slower than the binary dump \(walks each binding through the printer\) and) Tj T* 0 Tw 1.91989 Tw (stricter about what it can preserve \(data only, no closures or continuations\). In exchange: ) Tj /F3 10 Tf (every portal) Tj T* 0 Tw 2.369223 Tw (produced by the GC build resumes on every other tier) Tj /F1 10 Tf (, with no MAP_FIXED trick, no architecture) Tj T* 0 Tw -0.128333 Tw (constraint, no "same binary" requirement. A GC-asm producer can hand a portal to a Python consumer \227 we) Tj T* 0 Tw (added the asm-gc column to the \2477.2 matrix and all 16 cells are green.) Tj T* ET Q Q q -1 0 0 1 57.02362 70.62362 cm +1 0 0 1 57.02362 549.0236 cm q -BT 1 0 0 1 0 50 Tm .352256 Tw 12 TL /F3 10 Tf 0 0 0 rg (Version tag.) Tj /F1 10 Tf ( Every v1 portal starts with a single comment line \227 ) Tj /F5 10 Tf (;;) Tj ( ) Tj (lumbda-portal) Tj ( ) Tj (v1) Tj /F1 10 Tf ( \227 that Scheme) Tj T* 0 Tw 1.054609 Tw (readers already skip but the resume path actively parses. The matching policy: a file beginning with ) Tj /F5 10 Tf (;;) Tj /F1 10 Tf ( is) Tj T* 0 Tw .969272 Tw (required to match the v1 prefix exactly, or ) Tj /F5 10 Tf (portal-resume) Tj /F1 10 Tf ( returns ) Tj /F5 10 Tf (#f) Tj /F1 10 Tf ( instead of trying to evaluate forms) Tj T* 0 Tw .037808 Tw (that may use syntax the current reader doesn't understand. A file that doesn't begin with ) Tj /F5 10 Tf (;;) Tj /F1 10 Tf ( at all is accepted) Tj T* 0 Tw .136772 Tw (as legacy \(pre-v1\) for back-compat. The S-expression portal is a ) Tj /F3 10 Tf (migration format) Tj /F1 10 Tf (, not an archive format \227) Tj T* 0 Tw ET -Q -Q - -endstream -endobj -154 0 obj -<< -/Length 10447 ->> -stream -1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET -q -1 0 0 1 57.02362 717.0236 cm -q -BT 1 0 0 1 0 38 Tm 1.54465 Tw 12 TL /F1 10 Tf 0 0 0 rg (it exists to hand live data across a process boundary at handoff time, not to carry state across years of) Tj T* 0 Tw 1.13755 Tw (language evolution. When we need the latter, it earns its own format with proper schema evolution and a) Tj T* 0 Tw 1.366962 Tw (builtin-rename mapping table; the current portal stays simple and the version tag is the hook that lets v2) Tj T* 0 Tw (happen cleanly when someone actually needs it.) Tj T* ET +BT 1 0 0 1 0 98 Tm .352256 Tw 12 TL /F3 10 Tf 0 0 0 rg (Version tag.) Tj /F1 10 Tf ( Every v1 portal starts with a single comment line \227 ) Tj /F5 10 Tf (;;) Tj ( ) Tj (lumbda-portal) Tj ( ) Tj (v1) Tj /F1 10 Tf ( \227 that Scheme) Tj T* 0 Tw 1.054609 Tw (readers already skip but the resume path actively parses. The matching policy: a file beginning with ) Tj /F5 10 Tf (;;) Tj /F1 10 Tf ( is) Tj T* 0 Tw .969272 Tw (required to match the v1 prefix exactly, or ) Tj /F5 10 Tf (portal-resume) Tj /F1 10 Tf ( returns ) Tj /F5 10 Tf (#f) Tj /F1 10 Tf ( instead of trying to evaluate forms) Tj T* 0 Tw .037808 Tw (that may use syntax the current reader doesn't understand. A file that doesn't begin with ) Tj /F5 10 Tf (;;) Tj /F1 10 Tf ( at all is accepted) Tj T* 0 Tw .136772 Tw (as legacy \(pre-v1\) for back-compat. The S-expression portal is a ) Tj /F3 10 Tf (migration format) Tj /F1 10 Tf (, not an archive format \227) Tj T* 0 Tw 1.54465 Tw (it exists to hand live data across a process boundary at handoff time, not to carry state across years of) Tj T* 0 Tw 1.13755 Tw (language evolution. When we need the latter, it earns its own format with proper schema evolution and a) Tj T* 0 Tw 1.366962 Tw (builtin-rename mapping table; the current portal stays simple and the version tag is the hook that lets v2) Tj T* 0 Tw (happen cleanly when someone actually needs it.) Tj T* ET Q Q q -1 0 0 1 57.02362 691.0236 cm +1 0 0 1 57.02362 517.8236 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (7.5 Cross-Process Benchmarks) Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (7.5 Cross-Process Benchmarks) Tj T* ET Q Q q -1 0 0 1 57.02362 649.0236 cm +1 0 0 1 57.02362 473.8236 cm q BT 1 0 0 1 0 26 Tm 2.703647 Tw 12 TL /F1 10 Tf 0 0 0 rg (Producer process A saves state to a file; consumer process B starts fresh, loads the file, continues.) Tj T* 0 Tw 10.67759 Tw (Wall-clock time for both processes end-to-end, 50 iterations, same-laptop. ) Tj /F3 10 Tf (Reproduce:) Tj /F1 10 Tf T* 0 Tw /F5 10 Tf (make) Tj ( ) Tj (bench-portal) Tj /F1 10 Tf ( \(source: ) Tj /F5 10 Tf (tests/portal-benchmark.sh) Tj /F1 10 Tf (\).) Tj T* ET Q Q q -1 0 0 1 57.02362 643.0236 cm +1 0 0 1 57.02362 467.8236 cm Q q -1 0 0 1 57.02362 445.0236 cm +1 0 0 1 57.02362 269.8236 cm q 1 1 1 rg n 0 198 481.2283 -18 re f* @@ -7390,72 +7382,66 @@ Q Q Q q -1 0 0 1 57.02362 445.0236 cm +1 0 0 1 57.02362 269.8236 cm Q q -1 0 0 1 57.02362 403.0236 cm +1 0 0 1 57.02362 227.8236 cm q BT 1 0 0 1 0 26 Tm .698334 Tw 12 TL /F1 10 Tf 0 0 0 rg (The asm) Tj /F6 10 Tf 12 TL (\256) Tj /F1 10 Tf 12 TL (asm cross-process is ~160\327 faster than Python) Tj /F6 10 Tf 12 TL (\256) Tj /F1 10 Tf 12 TL (Python. The binary & S-expression portals are) Tj T* 0 Tw .812256 Tw (within 10% of each other on this workload \227 the bottleneck is process startup, not serialization. For larger) Tj T* 0 Tw (heaps the binary format pulls further ahead; for portability, S-expression always wins.) Tj T* ET Q Q q -1 0 0 1 57.02362 377.0236 cm +1 0 0 1 57.02362 196.6236 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (7.6 Mismatch Cases: Graceful Degradation) Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (7.6 Mismatch Cases: Graceful Degradation) Tj T* ET Q Q q -1 0 0 1 57.02362 359.0236 cm +1 0 0 1 57.02362 176.6236 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (A usable persistence layer fails well. What happens when the consumer meets unexpected input?) Tj T* ET Q Q q -1 0 0 1 57.02362 353.0236 cm +1 0 0 1 57.02362 170.6236 cm Q q -1 0 0 1 57.02362 203.0236 cm +1 0 0 1 57.02362 74.62362 cm q 1 1 1 rg -n 0 150 481.2283 -18 re f* +n 0 96 481.2283 -18 re f* .878431 .878431 .878431 rg -n 0 132 481.2283 -18 re f* +n 0 78 481.2283 -18 re f* 1 1 1 rg -n 0 114 481.2283 -30 re f* +n 0 60 481.2283 -30 re f* .878431 .878431 .878431 rg -n 0 84 481.2283 -30 re f* -1 1 1 rg -n 0 54 481.2283 -18 re f* -.878431 .878431 .878431 rg -n 0 36 481.2283 -18 re f* -1 1 1 rg -n 0 18 481.2283 -18 re f* +n 0 30 481.2283 -30 re f* 0 0 0 rg BT /F3 10 Tf 12 TL ET q -1 0 0 1 6 135 cm +1 0 0 1 6 81 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 96.07173 0 Td (Input) Tj T* -96.07173 0 Td ET Q Q q -1 0 0 1 234.5835 135 cm +1 0 0 1 234.5835 81 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 19.16248 0 Td (Python) Tj T* -19.16248 0 Td ET Q Q q -1 0 0 1 318.7984 135 cm +1 0 0 1 318.7984 81 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 32.49748 0 Td (C) Tj T* -32.49748 0 Td ET Q Q q -1 0 0 1 403.0134 135 cm +1 0 0 1 403.0134 81 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 26.10248 0 Td (asm) Tj T* -26.10248 0 Td ET @@ -7464,87 +7450,125 @@ Q 0 0 0 rg BT /F1 10 Tf 12 TL ET q -1 0 0 1 6 117 cm +1 0 0 1 6 63 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (Empty file) Tj T* ET Q Q q -1 0 0 1 234.5835 117 cm +1 0 0 1 234.5835 63 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (continue) Tj T* ET Q Q q -1 0 0 1 318.7984 117 cm +1 0 0 1 318.7984 63 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (continue) Tj T* ET Q Q q -1 0 0 1 403.0134 117 cm +1 0 0 1 403.0134 63 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (continue) Tj T* ET Q Q q -1 0 0 1 6 99 cm +1 0 0 1 6 45 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (Missing file) Tj T* ET Q Q q -1 0 0 1 234.5835 87 cm +1 0 0 1 234.5835 33 cm q BT 1 0 0 1 0 14 Tm 12 TL /F5 10 Tf 0 0 0 rg (file) Tj ( ) Tj (not) Tj T* (found:) Tj ( ) Tj (\205) Tj T* ET Q Q q -1 0 0 1 318.7984 99 cm +1 0 0 1 318.7984 45 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F5 10 Tf 12 TL (error: \205) Tj T* ET Q Q q -1 0 0 1 403.0134 99 cm +1 0 0 1 403.0134 45 cm q BT 1 0 0 1 0 2 Tm 12 TL /F5 10 Tf 0 0 0 rg (#f) Tj /F1 10 Tf ( + continue) Tj T* ET Q Q q -1 0 0 1 6 69 cm +1 0 0 1 6 15 cm q BT 1 0 0 1 0 2 Tm 12 TL /F1 10 Tf 0 0 0 rg (Truncated sexp \() Tj /F5 10 Tf (\(define) Tj ( ) Tj (x) Tj /F1 10 Tf (\)) Tj T* ET Q Q q -1 0 0 1 234.5835 57 cm +1 0 0 1 234.5835 3 cm q 0 0 0 rg BT 1 0 0 1 0 14 Tm /F5 10 Tf 12 TL (error:) Tj T* (unclosed) Tj T* ET Q Q q -1 0 0 1 318.7984 57 cm +1 0 0 1 318.7984 3 cm q 0 0 0 rg BT 1 0 0 1 0 14 Tm /F5 10 Tf 12 TL (error:) Tj T* (unclosed) Tj T* ET Q Q q -1 0 0 1 403.0134 57 cm +1 0 0 1 403.0134 3 cm q 0 0 0 rg BT 1 0 0 1 0 14 Tm /F1 10 Tf 12 TL (continue) Tj T* (\(benign\)) Tj T* ET Q Q q +1 J +1 j +0 0 0 RG +.25 w +n 0 0 m 481.2283 0 l S +n 0 78 m 481.2283 78 l S +n 0 60 m 481.2283 60 l S +n 0 30 m 481.2283 30 l S +n 228.5835 0 m 228.5835 96 l S +n 312.7984 0 m 312.7984 96 l S +n 397.0134 0 m 397.0134 96 l S +n 0 96 m 481.2283 96 l S +n 0 0 m 0 96 l S +n 481.2283 0 m 481.2283 96 l S +Q +Q +Q + +endstream +endobj +155 0 obj +<< +/Length 6538 +>> +stream +1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET +q +1 0 0 1 57.02362 711.0236 cm +q +1 1 1 rg +n 0 54 481.2283 -18 re f* +.878431 .878431 .878431 rg +n 0 36 481.2283 -18 re f* +1 1 1 rg +n 0 18 481.2283 -18 re f* +0 0 0 rg +BT /F1 10 Tf 12 TL ET +q 1 0 0 1 6 39 cm q BT 1 0 0 1 0 2 Tm 12 TL /F1 10 Tf 0 0 0 rg (Binary portal fed to ) Tj /F5 10 Tf (\(load\)) Tj T* ET @@ -7631,48 +7655,35 @@ q 1 j 0 0 0 RG .25 w -n 0 132 m 481.2283 132 l S -n 0 114 m 481.2283 114 l S -n 0 84 m 481.2283 84 l S n 0 54 m 481.2283 54 l S n 0 36 m 481.2283 36 l S n 0 18 m 481.2283 18 l S -n 228.5835 0 m 228.5835 150 l S -n 312.7984 0 m 312.7984 150 l S -n 397.0134 0 m 397.0134 150 l S -n 0 150 m 481.2283 150 l S +n 228.5835 0 m 228.5835 54 l S +n 312.7984 0 m 312.7984 54 l S +n 397.0134 0 m 397.0134 54 l S +n 0 0 m 0 54 l S +n 481.2283 0 m 481.2283 54 l S n 0 0 m 481.2283 0 l S -n 0 0 m 0 150 l S -n 481.2283 0 m 481.2283 150 l S Q Q Q q -1 0 0 1 57.02362 203.0236 cm +1 0 0 1 57.02362 711.0236 cm Q q -1 0 0 1 57.02362 137.0236 cm +1 0 0 1 57.02362 645.0236 cm q BT 1 0 0 1 0 50 Tm 1.476556 Tw 12 TL /F1 10 Tf 0 0 0 rg (All defects surfaced & fixed during benchmark development: an asm segfault on ) Tj /F5 10 Tf (\(define) Tj ( ) Tj (x\)) Tj /F1 10 Tf ( without a) Tj T* 0 Tw 1.838453 Tw (value \(now binds to ) Tj /F5 10 Tf (VOID) Tj /F1 10 Tf (\), an asm portal-resume that accepted short headers \(now verifies ) Tj /F5 10 Tf (sys_read) Tj /F1 10 Tf T* 0 Tw 1.204272 Tw (returned a full 48 bytes & sanity-checks heap metadata\), a Python ) Tj /F5 10 Tf (file) Tj ( ) Tj (not) Tj ( ) Tj (found) Tj /F1 10 Tf ( error reporting the) Tj T* 0 Tw 1.304862 Tw (outer script path instead of the inner missing file \(now uses ) Tj /F5 10 Tf (FileNotFoundError.filename) Tj /F1 10 Tf (\). Graceful) Tj T* 0 Tw (degradation is not free; it is tested.) Tj T* ET Q Q - -endstream -endobj -155 0 obj -<< -/Length 6103 ->> -stream -1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 753.0236 cm +1 0 0 1 57.02362 613.8236 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (7.7 Use Case: Distributed Primality Testing) Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (7.7 Use Case: Distributed Primality Testing) Tj T* ET Q Q q -1 0 0 1 57.02362 626.2236 cm +1 0 0 1 57.02362 487.0236 cm q q 1 0 0 1 0 0 cm @@ -7692,38 +7703,38 @@ Q Q Q q -1 0 0 1 57.02362 582.2236 cm +1 0 0 1 57.02362 443.0236 cm q BT 1 0 0 1 0 26 Tm 1.105522 Tw 12 TL /F1 10 Tf 0 0 0 rg (Machine A starts the computation. Every 10,000 iterations, it writes a checkpoint. Machine B picks up the) Tj T* 0 Tw 2.790642 Tw /F5 10 Tf (.portal) Tj /F1 10 Tf ( file & continues from the last checkpoint. The computation migrates without either machine) Tj T* 0 Tw (needing to know about the other. Feedback \227 the continuation \227 carries the entire execution context.) Tj T* ET Q Q q -1 0 0 1 57.02362 551.0236 cm +1 0 0 1 57.02362 403.8236 cm q -BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (8. The EML Universality Proof) Tj T* ET +BT 1 0 0 1 0 3.2 Tm 139.9582 0 Td 19.2 TL /F2 16 Tf .133333 .133333 .133333 rg (8. The EML Universality Proof) Tj T* -139.9582 0 Td ET Q Q q -1 0 0 1 57.02362 519.0236 cm +1 0 0 1 57.02362 373.8236 cm q BT 1 0 0 1 0 14 Tm 3.669104 Tw 12 TL /F1 10 Tf 0 0 0 rg (Lumbda ships with a mathematical proof that a single operator generates all elementary functions:) Tj T* 0 Tw /F5 10 Tf (eml\(x,) Tj ( ) Tj (y\)) Tj ( ) Tj (=) Tj ( ) Tj (exp\(x\)) Tj ( ) Tj (-) Tj ( ) Tj (ln\(y\)) Tj /F1 10 Tf (.) Tj T* ET Q Q q -1 0 0 1 57.02362 501.0236 cm +1 0 0 1 57.02362 355.8236 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (Reference: "All elementary functions from a single operator" \(arXiv:2603.21852v2\).) Tj T* ET Q Q q -1 0 0 1 57.02362 475.0236 cm +1 0 0 1 57.02362 324.6236 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (8.1 The Operator) Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (8.1 The Operator) Tj T* ET Q Q q -1 0 0 1 57.02362 444.2236 cm +1 0 0 1 57.02362 293.8236 cm q q 1 0 0 1 0 0 cm @@ -7744,19 +7755,19 @@ Q Q Q q -1 0 0 1 57.02362 424.2236 cm +1 0 0 1 57.02362 273.8236 cm q BT 1 0 0 1 0 2 Tm 12 TL /F1 10 Tf 0 0 0 rg (With this operator & the constant ) Tj /F5 10 Tf (1) Tj /F1 10 Tf (, the following derivation chain constructs every elementary function:) Tj T* ET Q Q q -1 0 0 1 57.02362 398.2236 cm +1 0 0 1 57.02362 242.6236 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (8.2 Stage 1: Core Functions \(Depth 1--3\)) Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (8.2 Stage 1: Core Functions \(Depth 1--3\)) Tj T* ET Q Q q -1 0 0 1 57.02362 348.2236 cm +1 0 0 1 57.02362 192.6236 cm q q 1 0 0 1 0 0 cm @@ -7777,19 +7788,28 @@ Q Q Q q -1 0 0 1 57.02362 304.2236 cm +1 0 0 1 57.02362 148.6236 cm q BT 1 0 0 1 0 26 Tm 16.01403 Tw 12 TL /F3 10 Tf 0 0 0 rg (Proof of ln recovery) Tj /F1 10 Tf (: Let ) Tj /F5 10 Tf (a) Tj ( ) Tj (=) Tj ( ) Tj (eml\(1,x\)) Tj ( ) Tj (=) Tj ( ) Tj (e) Tj ( ) Tj (-) Tj ( ) Tj (ln\(x\)) Tj /F1 10 Tf (. Then) Tj T* 0 Tw 28.85979 Tw /F5 10 Tf (eml\(a,) Tj ( ) Tj (1\)) Tj ( ) Tj (=) Tj ( ) Tj (exp\(e) Tj ( ) Tj (-) Tj ( ) Tj (ln\(x\)\)) Tj ( ) Tj (=) Tj ( ) Tj (exp\(e\)/x) Tj /F1 10 Tf (. Then) Tj T* 0 Tw /F5 10 Tf (eml\(1,) Tj ( ) Tj (exp\(e\)/x\)) Tj ( ) Tj (=) Tj ( ) Tj (e) Tj ( ) Tj (-) Tj ( ) Tj (ln\(exp\(e\)/x\)) Tj ( ) Tj (=) Tj ( ) Tj (e) Tj ( ) Tj (-) Tj ( ) Tj (e) Tj ( ) Tj (+) Tj ( ) Tj (ln\(x\)) Tj ( ) Tj (=) Tj ( ) Tj (ln\(x\)) Tj /F1 10 Tf (.) Tj T* ET Q Q + +endstream +endobj +156 0 obj +<< +/Length 9434 +>> +stream +1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 278.2236 cm +1 0 0 1 57.02362 751.8236 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (8.3 Stage 2: Arithmetic) Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (8.3 Stage 2: Arithmetic) Tj T* ET Q Q q -1 0 0 1 57.02362 189.8236 cm +1 0 0 1 57.02362 663.4236 cm q q 1 0 0 1 0 0 cm @@ -7809,13 +7829,13 @@ Q Q Q q -1 0 0 1 57.02362 163.8236 cm +1 0 0 1 57.02362 632.2236 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (8.4 Stage 3: Complex Plane Access) Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (8.4 Stage 3: Complex Plane Access) Tj T* ET Q Q q -1 0 0 1 57.02362 113.8236 cm +1 0 0 1 57.02362 582.2236 cm q q 1 0 0 1 0 0 cm @@ -7836,28 +7856,19 @@ Q Q Q q -1 0 0 1 57.02362 81.82362 cm +1 0 0 1 57.02362 550.2236 cm q BT 1 0 0 1 0 14 Tm .253071 Tw 12 TL /F1 10 Tf 0 0 0 rg (The key insight: ) Tj /F5 10 Tf (ln) Tj /F1 10 Tf ( of a negative number enters the complex plane. Since we can construct ) Tj /F5 10 Tf (-1) Tj /F1 10 Tf ( from eml via) Tj T* 0 Tw (the subtraction chain, ) Tj /F5 10 Tf (ln\(-1\)) Tj /F1 10 Tf ( yields ) Tj /F5 10 Tf (i) Tj /F6 10 Tf 12 TL (p) Tj /F5 10 Tf 12 TL /F1 10 Tf (, from which ) Tj /F5 10 Tf /F6 10 Tf 12 TL (p) Tj /F5 10 Tf 12 TL /F1 10 Tf ( & ) Tj /F5 10 Tf (i) Tj /F1 10 Tf ( follow.) Tj T* ET Q Q - -endstream -endobj -156 0 obj -<< -/Length 10703 ->> -stream -1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 753.0236 cm +1 0 0 1 57.02362 519.0236 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (8.5 Stage 4: Trigonometry via Euler) Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (8.5 Stage 4: Trigonometry via Euler) Tj T* ET Q Q q -1 0 0 1 57.02362 703.0236 cm +1 0 0 1 57.02362 469.0236 cm q q 1 0 0 1 0 0 cm @@ -7878,29 +7889,29 @@ Q Q Q q -1 0 0 1 57.02362 683.0236 cm +1 0 0 1 57.02362 449.0236 cm q BT 1 0 0 1 0 2 Tm 12 TL /F1 10 Tf 0 0 0 rg (All trigonometric functions follow from complex exponentials, which follow from ) Tj /F5 10 Tf (exp) Tj /F1 10 Tf (, which follows from ) Tj /F5 10 Tf (eml) Tj /F1 10 Tf (.) Tj T* ET Q Q q -1 0 0 1 57.02362 657.0236 cm +1 0 0 1 57.02362 417.8236 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (8.6 Verification & Friction Analysis) Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (8.6 Verification & Friction Analysis) Tj T* ET Q Q q -1 0 0 1 57.02362 639.0236 cm +1 0 0 1 57.02362 397.8236 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (The proof has been verified at six distinct levels. Times are best-of-3 on the i5-8350U:) Tj T* ET Q Q q -1 0 0 1 57.02362 633.0236 cm +1 0 0 1 57.02362 391.8236 cm Q q -1 0 0 1 57.02362 483.0236 cm +1 0 0 1 57.02362 241.8236 cm q 1 1 1 rg n 0 150 481.2283 -18 re f* @@ -8136,23 +8147,23 @@ Q Q Q q -1 0 0 1 57.02362 483.0236 cm +1 0 0 1 57.02362 241.8236 cm Q q -1 0 0 1 57.02362 465.0236 cm +1 0 0 1 57.02362 223.8236 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL (Three separate wins compound here.) Tj T* ET Q Q q -1 0 0 1 57.02362 459.0236 cm +1 0 0 1 57.02362 217.8236 cm Q q -1 0 0 1 57.02362 459.0236 cm +1 0 0 1 57.02362 217.8236 cm Q q -1 0 0 1 57.02362 387.0236 cm +1 0 0 1 57.02362 145.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -8174,10 +8185,10 @@ Q Q Q q -1 0 0 1 57.02362 381.0236 cm +1 0 0 1 57.02362 139.8236 cm Q q -1 0 0 1 57.02362 333.0236 cm +1 0 0 1 57.02362 91.82362 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -8199,10 +8210,19 @@ Q Q Q q -1 0 0 1 57.02362 327.0236 cm +1 0 0 1 57.02362 85.82362 cm Q + +endstream +endobj +157 0 obj +<< +/Length 8763 +>> +stream +1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 267.0236 cm +1 0 0 1 57.02362 705.0236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -8224,34 +8244,34 @@ Q Q Q q -1 0 0 1 57.02362 267.0236 cm +1 0 0 1 57.02362 705.0236 cm Q q -1 0 0 1 57.02362 201.0236 cm +1 0 0 1 57.02362 639.0236 cm q BT 1 0 0 1 0 50 Tm .913719 Tw 12 TL /F3 10 Tf 0 0 0 rg (Symmetric honesty.) Tj /F1 10 Tf ( Lean's kernel guarantees remain stronger even when the timings equalize: the Lean) Tj T* 0 Tw .45989 Tw (TCB is ~3 KLOC of audited elaborator/kernel, while Lumbda's asm interpreter is ~6.6 KLOC of hand-written) Tj T* 0 Tw .884917 Tw (assembly. For proofs where the cost of a bug in the checker itself matters, Lean is the right tool; for small) Tj T* 0 Tw 2.400556 Tw (symbolic-rewrite proofs where the language hosting the proof should be able to host the checker too,) Tj T* 0 Tw (Lumbda does the job in under 50 ms cold without external dependencies.) Tj T* ET Q Q q -1 0 0 1 57.02362 147.0236 cm +1 0 0 1 57.02362 585.0236 cm q BT 1 0 0 1 0 38 Tm 3.571147 Tw 12 TL /F3 10 Tf 0 0 0 rg (Lesson) Tj /F1 10 Tf (: The fastest path to truth is not computation \227 it is understanding. When you know ) Tj /F4 10 Tf (why) Tj /F1 10 Tf T* 0 Tw .96189 Tw /F5 10 Tf (eml\(1,) Tj ( ) Tj (eml\(eml\(1,x\),) Tj ( ) Tj (1\)\)) Tj ( ) Tj (=) Tj ( ) Tj (ln\(x\)) Tj /F1 10 Tf (, you verify it in microseconds. When you don't, you search for) Tj T* 0 Tw .874862 Tw (hours. Symbolic reasoning eliminates the quadratic friction of numerical verification; caching eliminates the) Tj T* 0 Tw (startup friction of every verifier. Both layers stack.) Tj T* ET Q Q q -1 0 0 1 57.02362 117.0236 cm +1 0 0 1 57.02362 555.0236 cm q BT 1 0 0 1 0 14 Tm .708556 Tw 12 TL /F3 10 Tf 0 0 0 rg (Reproduce:) Tj /F1 10 Tf ( ) Tj /F5 10 Tf (make) Tj ( ) Tj (bench-proof) Tj /F1 10 Tf ( runs the cold and cached paths for both Lumbda \(across all three tiers\)) Tj T* 0 Tw (and Lean. Source: ) Tj /F5 10 Tf (proof/benchmark.sh) Tj /F1 10 Tf (.) Tj T* ET Q Q q -1 0 0 1 57.02362 111.0236 cm +1 0 0 1 57.02362 549.0236 cm Q q -1 0 0 1 57.02362 111.0236 cm +1 0 0 1 57.02362 549.0236 cm Q q -1 0 0 1 57.02362 75.02362 cm +1 0 0 1 57.02362 513.0236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -8273,19 +8293,10 @@ Q Q Q q -1 0 0 1 57.02362 69.02362 cm +1 0 0 1 57.02362 507.0236 cm Q - -endstream -endobj -157 0 obj -<< -/Length 9402 ->> -stream -1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 729.0236 cm +1 0 0 1 57.02362 471.0236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -8307,10 +8318,10 @@ Q Q Q q -1 0 0 1 57.02362 723.0236 cm +1 0 0 1 57.02362 465.0236 cm Q q -1 0 0 1 57.02362 699.0236 cm +1 0 0 1 57.02362 441.0236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -8332,10 +8343,10 @@ Q Q Q q -1 0 0 1 57.02362 699.0236 cm +1 0 0 1 57.02362 441.0236 cm Q q -1 0 0 1 57.02362 629.8236 cm +1 0 0 1 57.02362 371.8236 cm q q 1 0 0 1 0 0 cm @@ -8356,19 +8367,19 @@ Q Q Q q -1 0 0 1 57.02362 585.8236 cm +1 0 0 1 57.02362 327.8236 cm q BT 1 0 0 1 0 26 Tm 4.138556 Tw 12 TL /F1 10 Tf 0 0 0 rg (The Lean proof operates over abstract ) Tj /F5 10 Tf (exp) Tj /F1 10 Tf ( & ) Tj /F5 10 Tf (ln) Tj /F1 10 Tf ( functions with the axioms ) Tj /F5 10 Tf (exp\(ln\(x\)\)) Tj ( ) Tj (=) Tj ( ) Tj (x) Tj /F1 10 Tf (,) Tj T* 0 Tw 2.484897 Tw /F5 10 Tf (ln\(exp\(x\)\)) Tj ( ) Tj (=) Tj ( ) Tj (x) Tj /F1 10 Tf (, & ) Tj /F5 10 Tf (ln\(1\)) Tj ( ) Tj (=) Tj ( ) Tj (0) Tj /F1 10 Tf (. This makes the result independent of any particular real number) Tj T* 0 Tw (implementation.) Tj T* ET Q Q q -1 0 0 1 57.02362 579.8236 cm +1 0 0 1 57.02362 321.8236 cm Q q -1 0 0 1 57.02362 579.8236 cm +1 0 0 1 57.02362 321.8236 cm Q q -1 0 0 1 57.02362 495.8236 cm +1 0 0 1 57.02362 237.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -8390,10 +8401,10 @@ Q Q Q q -1 0 0 1 57.02362 495.8236 cm +1 0 0 1 57.02362 237.8236 cm Q q -1 0 0 1 57.02362 417.0236 cm +1 0 0 1 57.02362 159.0236 cm q q 1 0 0 1 0 0 cm @@ -8414,59 +8425,86 @@ Q Q Q q -1 0 0 1 57.02362 349.0236 cm +1 0 0 1 57.02362 91.02362 cm q BT 1 0 0 1 0 50 Tm 4.101411 Tw 12 TL /F3 10 Tf 0 0 0 rg (Verification speed: Lean vs Lumbda tiers, both cold and cached.) Tj /F1 10 Tf ( Same five theorems, same) Tj T* 0 Tw 1.757362 Tw (symbolic-rewrite strategy. The Lumbda checker now implements its own cached-replay path that mirrors) Tj T* 0 Tw .258797 Tw (Lean's: write a small artifact after a successful run; on subsequent runs, trust the artifact if the magic header) Tj T* 0 Tw .759029 Tw (matches and skip re-verification. ) Tj /F5 10 Tf (rm) Tj ( ) Tj (-f) Tj ( ) Tj (/tmp/lumbda-eml.cache) Tj /F1 10 Tf ( forces a cold re-check \(analogous to) Tj T* 0 Tw /F5 10 Tf (lake) Tj ( ) Tj (clean) Tj /F1 10 Tf (\). Best of 3 on the i5-8350U:) Tj T* ET Q Q q -1 0 0 1 57.02362 343.0236 cm +1 0 0 1 57.02362 85.02362 cm Q q -1 0 0 1 57.02362 235.0236 cm +1 0 0 1 57.02362 67.02362 cm q 1 1 1 rg -n 0 108 481.2283 -18 re f* -.878431 .878431 .878431 rg -n 0 90 481.2283 -18 re f* -1 1 1 rg -n 0 72 481.2283 -18 re f* -.878431 .878431 .878431 rg -n 0 54 481.2283 -18 re f* -1 1 1 rg -n 0 36 481.2283 -18 re f* -.878431 .878431 .878431 rg n 0 18 481.2283 -18 re f* 0 0 0 rg BT /F3 10 Tf 12 TL ET q -1 0 0 1 6 93 cm +1 0 0 1 6 3 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 55.88252 0 Td (Approach) Tj T* -55.88252 0 Td ET Q Q q -1 0 0 1 176.435 93 cm +1 0 0 1 176.435 3 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 23.82236 0 Td (cold) Tj T* -23.82236 0 Td ET Q Q q -1 0 0 1 256.6398 93 cm +1 0 0 1 256.6398 3 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 16.87236 0 Td (cached) Tj T* -16.87236 0 Td ET Q Q q -1 0 0 1 336.8445 93 cm +1 0 0 1 336.8445 3 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 55.85693 0 Td (notes) Tj T* -55.85693 0 Td ET Q Q +q +1 J +1 j +0 0 0 RG +.25 w +n 0 0 m 481.2283 0 l S +n 170.435 0 m 170.435 18 l S +n 250.6398 0 m 250.6398 18 l S +n 330.8445 0 m 330.8445 18 l S +n 0 18 m 481.2283 18 l S +n 0 0 m 0 18 l S +n 481.2283 0 m 481.2283 18 l S +Q +Q +Q + +endstream +endobj +158 0 obj +<< +/Length 10307 +>> +stream +1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET +q +1 0 0 1 57.02362 675.0236 cm +q +1 1 1 rg +n 0 90 481.2283 -18 re f* +.878431 .878431 .878431 rg +n 0 72 481.2283 -18 re f* +1 1 1 rg +n 0 54 481.2283 -18 re f* +.878431 .878431 .878431 rg +n 0 36 481.2283 -18 re f* +1 1 1 rg +n 0 18 481.2283 -18 re f* 0 0 0 rg BT /F1 10 Tf 12 TL ET q @@ -8596,142 +8634,120 @@ n 0 72 m 481.2283 72 l S n 0 54 m 481.2283 54 l S n 0 36 m 481.2283 36 l S n 0 18 m 481.2283 18 l S -n 170.435 0 m 170.435 108 l S -n 250.6398 0 m 250.6398 108 l S -n 330.8445 0 m 330.8445 108 l S -n 0 108 m 481.2283 108 l S +n 170.435 0 m 170.435 90 l S +n 250.6398 0 m 250.6398 90 l S +n 330.8445 0 m 330.8445 90 l S +n 0 0 m 0 90 l S +n 481.2283 0 m 481.2283 90 l S n 0 0 m 481.2283 0 l S -n 0 0 m 0 108 l S -n 481.2283 0 m 481.2283 108 l S Q Q Q q -1 0 0 1 57.02362 235.0236 cm +1 0 0 1 57.02362 675.0236 cm Q q -1 0 0 1 57.02362 169.0236 cm +1 0 0 1 57.02362 609.0236 cm q BT 1 0 0 1 0 50 Tm .204897 Tw 12 TL /F1 10 Tf 0 0 0 rg (Two comparisons matter. ) Tj /F3 10 Tf (Cold vs cold) Tj /F1 10 Tf ( is the honest end-to-end compare: Lumbda asm \(46 ms\) verifies the) Tj T* 0 Tw -0.127156 Tw (proof ) Tj /F3 10 Tf (~16\327 faster than Lean's cold rebuild) Tj /F1 10 Tf ( \(722 ms\) on the same hardware, because Lumbda doesn't link a) Tj T* 0 Tw .315636 Tw (compiled binary or spin up a kernel \227 it just runs a rewriter over five small terms. ) Tj /F3 10 Tf (Cached vs cached) Tj /F1 10 Tf ( is the) Tj T* 0 Tw 1.150966 Tw (throwaway benchmark but still interesting: Lumbda asm at 7 ms vs Lean at 5 ms, within 1.5\327, on what is) Tj T* 0 Tw (essentially "read a file and print five lines.") Tj T* ET Q Q q -1 0 0 1 57.02362 103.0236 cm +1 0 0 1 57.02362 543.0236 cm q BT 1 0 0 1 0 50 Tm .526772 Tw 12 TL /F3 10 Tf 0 0 0 rg (All four Lumbda tiers verify the proof.) Tj /F1 10 Tf ( A C ) Tj /F5 10 Tf (--fast) Tj /F1 10 Tf ( bytecode-compiler bug originally caused the final tier) Tj T* 0 Tw 10.06986 Tw (to hang on the rewriter's named-let loop; narrowed to a minimal reproduction \(see) Tj T* 0 Tw 1.693196 Tw /F5 10 Tf (c/TODO-named-let-bytecode.md) Tj /F1 10 Tf (\) and worked around in the proof file by using an internal recursive) Tj T* 0 Tw .558138 Tw /F5 10 Tf (define) Tj /F1 10 Tf ( in place of the offending named-let. All four tiers now complete in under 100 ms cold. ) Tj /F3 10 Tf (Reproduce:) Tj /F1 10 Tf T* 0 Tw /F5 10 Tf (make) Tj ( ) Tj (bench-proof) Tj /F1 10 Tf ( \(source: ) Tj /F5 10 Tf (tests/bench-proof.sh) Tj /F1 10 Tf (\).) Tj T* ET Q Q q -1 0 0 1 57.02362 73.02362 cm +1 0 0 1 57.02362 441.0236 cm q -BT 1 0 0 1 0 14 Tm 2.513543 Tw 12 TL /F3 10 Tf 0 0 0 rg (First machine-checked treatment.) Tj /F1 10 Tf ( The original paper \(Odrzywo) Tj /F9 10 Tf 12 TL (n) Tj /F1 10 Tf 12 TL (ek, arXiv:2603.21852v2, 2026-04-04\)) Tj T* 0 Tw .313453 Tw (presents the EML universality claim analytically \227 pure LaTeX mathematics, no formal tool. The companion) Tj T* 0 Tw ET -Q -Q - -endstream -endobj -158 0 obj -<< -/Length 9097 ->> -stream -1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET -q -1 0 0 1 57.02362 693.0236 cm -q -BT 1 0 0 1 0 62 Tm .549873 Tw 12 TL /F1 10 Tf 0 0 0 rg (Zenodo artifact is symbolic-regression / gradient-optimization code, not a verification. To our knowledge the) Tj T* 0 Tw 1.856373 Tw (Lean 4 proof shipped in this repo is the first machine-checked treatment of the EML identities, and the) Tj T* 0 Tw .247122 Tw (accompanying Lumbda-native checker is the first self-hosted machine-checked version. Five theorems, zero) Tj T* 0 Tw .312025 Tw /F5 10 Tf (sorry) Tj /F1 10 Tf (, no Mathlib dependency \227 ) Tj /F3 10 Tf (~1,280\327 faster than the brute-force numerical search) Tj /F1 10 Tf ( it replaced once) Tj T* 0 Tw 2.035223 Tw (the symbolic rewriter was written \(see \2478.6 for the full six-row comparison\), and carrying the additional) Tj T* 0 Tw (guarantee that no implementation quirk of floating point can ever break the conclusion.) Tj T* ET +BT 1 0 0 1 0 86 Tm 2.513543 Tw 12 TL /F3 10 Tf 0 0 0 rg (First machine-checked treatment.) Tj /F1 10 Tf ( The original paper \(Odrzywo) Tj /F9 10 Tf 12 TL (n) Tj /F1 10 Tf 12 TL (ek, arXiv:2603.21852v2, 2026-04-04\)) Tj T* 0 Tw .313453 Tw (presents the EML universality claim analytically \227 pure LaTeX mathematics, no formal tool. The companion) Tj T* 0 Tw .549873 Tw (Zenodo artifact is symbolic-regression / gradient-optimization code, not a verification. To our knowledge the) Tj T* 0 Tw 1.856373 Tw (Lean 4 proof shipped in this repo is the first machine-checked treatment of the EML identities, and the) Tj T* 0 Tw .247122 Tw (accompanying Lumbda-native checker is the first self-hosted machine-checked version. Five theorems, zero) Tj T* 0 Tw .312025 Tw /F5 10 Tf (sorry) Tj /F1 10 Tf (, no Mathlib dependency \227 ) Tj /F3 10 Tf (~1,280\327 faster than the brute-force numerical search) Tj /F1 10 Tf ( it replaced once) Tj T* 0 Tw 2.035223 Tw (the symbolic rewriter was written \(see \2478.6 for the full six-row comparison\), and carrying the additional) Tj T* 0 Tw (guarantee that no implementation quirk of floating point can ever break the conclusion.) Tj T* ET Q Q q -1 0 0 1 57.02362 661.8236 cm +1 0 0 1 57.02362 401.8236 cm q -BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (9. Language Coverage) Tj T* ET +BT 1 0 0 1 0 3.2 Tm 168.4142 0 Td 19.2 TL /F2 16 Tf .133333 .133333 .133333 rg (9. Language Coverage) Tj T* -168.4142 0 Td ET Q Q q -1 0 0 1 57.02362 641.8236 cm +1 0 0 1 57.02362 383.8236 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (Lumbda implements a near-complete R7RS-small Scheme:) Tj T* ET Q Q q -1 0 0 1 57.02362 587.8236 cm +1 0 0 1 57.02362 329.8236 cm q BT 1 0 0 1 0 38 Tm 1.369223 Tw 12 TL /F3 10 Tf 0 0 0 rg (Special forms) Tj /F1 10 Tf ( \(32\): ) Tj /F5 10 Tf (define) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (set!) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (lambda) Tj /F1 10 Tf (, ) Tj /F5 10 Tf /F6 10 Tf 12 TL (l) Tj /F5 10 Tf 12 TL /F1 10 Tf (, ) Tj /F5 10 Tf (if) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (cond) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (case) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (and) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (or) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (when) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (unless) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (begin) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (let) Tj /F1 10 Tf (,) Tj T* 0 Tw 10.15262 Tw /F5 10 Tf (let*) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (letrec) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (letrec*) Tj /F1 10 Tf (, named-let, ) Tj /F5 10 Tf (do) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (quasiquote) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (define-macro) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (define-syntax) Tj /F1 10 Tf (,) Tj T* 0 Tw 3.646907 Tw /F5 10 Tf (syntax-rules) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (let-syntax) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (letrec-syntax) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (apply) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (eval) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (values) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (call/cc) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (dynamic-wind) Tj /F1 10 Tf (,) Tj T* 0 Tw /F5 10 Tf (guard) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (parameterize) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (load) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (error) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (module) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (import) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (define-record-type) Tj /F1 10 Tf (.) Tj T* ET Q Q q -1 0 0 1 57.02362 557.8236 cm +1 0 0 1 57.02362 299.8236 cm q BT 1 0 0 1 0 14 Tm .150642 Tw 12 TL /F3 10 Tf 0 0 0 rg (Built-in functions) Tj /F1 10 Tf ( \(100+\): Full arithmetic \(exact rationals, inexact reals, trigonometry\), pairs & lists \(SRFI-1\),) Tj T* 0 Tw (strings \(mutable\), characters, vectors, hash tables, I/O \(ports, file system\), system interface, Python interop.) Tj T* ET Q Q q -1 0 0 1 57.02362 527.8236 cm +1 0 0 1 57.02362 269.8236 cm q BT 1 0 0 1 0 14 Tm 2.274835 Tw 12 TL /F3 10 Tf 0 0 0 rg (Hygienic macros) Tj /F1 10 Tf (: ) Tj /F5 10 Tf (syntax-rules) Tj /F1 10 Tf ( with ellipsis \() Tj /F5 10 Tf (...) Tj /F1 10 Tf (\) support. Pattern matching, template instantiation,) Tj T* 0 Tw (proper hygiene. Also ) Tj /F5 10 Tf (define-macro) Tj /F1 10 Tf ( for procedural macros.) Tj T* ET Q Q q -1 0 0 1 57.02362 497.8236 cm +1 0 0 1 57.02362 239.8236 cm q BT 1 0 0 1 0 14 Tm 1.958835 Tw 12 TL /F3 10 Tf 0 0 0 rg (Standard library) Tj /F1 10 Tf ( \() Tj /F5 10 Tf (stdlib.lsp) Tj /F1 10 Tf (, 385 lines\): Additional macros \() Tj /F5 10 Tf (swap!) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (fluid-let) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (while) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (dotimes) Tj /F1 10 Tf (\),) Tj T* 0 Tw (utility functions, simple object system, SRFI-2/8/64 test framework.) Tj T* ET Q Q q -1 0 0 1 57.02362 443.8236 cm +1 0 0 1 57.02362 185.8236 cm q BT 1 0 0 1 0 38 Tm 1.569862 Tw 12 TL /F3 10 Tf 0 0 0 rg (Test suite) Tj /F1 10 Tf (: 974 verified assertions covering lexing, parsing, special forms, bytecode compilation, macros) Tj T* 0 Tw .214835 Tw (\(hygienic & procedural\), continuations, generators, record types, modules, arithmetic, higher-order functions,) Tj T* 0 Tw 4.238031 Tw (error handling, portal serialization, cross-implementation portal exchange, file I/O parity, & graceful) Tj T* 0 Tw (degradation on mismatched or corrupt input.) Tj T* ET Q Q q -1 0 0 1 57.02362 412.6236 cm +1 0 0 1 57.02362 146.6236 cm q -BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (10. Relationship to Companion Papers) Tj T* ET +BT 1 0 0 1 0 3.2 Tm 117.2782 0 Td 19.2 TL /F2 16 Tf .133333 .133333 .133333 rg (10. Relationship to Companion Papers) Tj T* -117.2782 0 Td ET Q Q q -1 0 0 1 57.02362 392.6236 cm +1 0 0 1 57.02362 128.6236 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (Lumbda forms one piece of a larger permacomputer machine learning stack:) Tj T* ET Q Q q -1 0 0 1 57.02362 386.6236 cm +1 0 0 1 57.02362 122.6236 cm Q q -1 0 0 1 57.02362 248.6236 cm +1 0 0 1 57.02362 74.62362 cm q 1 1 1 rg -n 0 138 481.2283 -18 re f* +n 0 48 481.2283 -18 re f* .878431 .878431 .878431 rg -n 0 120 481.2283 -30 re f* -1 1 1 rg -n 0 90 481.2283 -30 re f* -.878431 .878431 .878431 rg -n 0 60 481.2283 -30 re f* -1 1 1 rg n 0 30 481.2283 -30 re f* 0 0 0 rg BT /F3 10 Tf 12 TL ET q -1 0 0 1 6 123 cm +1 0 0 1 6 33 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 28.78283 0 Td (Layer) Tj T* -28.78283 0 Td ET Q Q q -1 0 0 1 102.2457 123 cm +1 0 0 1 102.2457 33 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 64.31996 0 Td (Paper) Tj T* -64.31996 0 Td ET Q Q q -1 0 0 1 270.6756 123 cm +1 0 0 1 270.6756 33 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 91.44138 0 Td (Role) Tj T* -91.44138 0 Td ET @@ -8740,25 +8756,60 @@ Q 0 0 0 rg BT /F1 10 Tf 12 TL ET q -1 0 0 1 6 105 cm +1 0 0 1 6 15 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (Runtime) Tj T* ET Q Q q -1 0 0 1 102.2457 93 cm +1 0 0 1 102.2457 3 cm q BT 1 0 0 1 0 14 Tm 12 TL /F3 10 Tf 0 0 0 rg (Feedback Is All You Need) Tj /F1 10 Tf ( \(this) Tj T* (paper\)) Tj T* ET Q Q q -1 0 0 1 270.6756 93 cm +1 0 0 1 270.6756 3 cm q BT 1 0 0 1 0 14 Tm 12 TL /F1 10 Tf 0 0 0 rg (Complete Scheme VM with continuations &) Tj T* (portal) Tj T* ET Q Q q +1 J +1 j +0 0 0 RG +.25 w +n 0 0 m 481.2283 0 l S +n 0 30 m 481.2283 30 l S +n 96.24567 0 m 96.24567 48 l S +n 264.6756 0 m 264.6756 48 l S +n 0 48 m 481.2283 48 l S +n 0 0 m 0 48 l S +n 481.2283 0 m 481.2283 48 l S +Q +Q +Q + +endstream +endobj +159 0 obj +<< +/Length 3464 +>> +stream +1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET +q +1 0 0 1 57.02362 675.0236 cm +q +1 1 1 rg +n 0 90 481.2283 -30 re f* +.878431 .878431 .878431 rg +n 0 60 481.2283 -30 re f* +1 1 1 rg +n 0 30 481.2283 -30 re f* +0 0 0 rg +BT /F1 10 Tf 12 TL ET +q 1 0 0 1 6 75 cm q 0 0 0 rg @@ -8825,39 +8876,37 @@ q 1 j 0 0 0 RG .25 w -n 0 120 m 481.2283 120 l S n 0 90 m 481.2283 90 l S n 0 60 m 481.2283 60 l S n 0 30 m 481.2283 30 l S -n 96.24567 0 m 96.24567 138 l S -n 264.6756 0 m 264.6756 138 l S -n 0 138 m 481.2283 138 l S +n 96.24567 0 m 96.24567 90 l S +n 264.6756 0 m 264.6756 90 l S +n 0 0 m 0 90 l S +n 481.2283 0 m 481.2283 90 l S n 0 0 m 481.2283 0 l S -n 0 0 m 0 138 l S -n 481.2283 0 m 481.2283 138 l S Q Q Q q -1 0 0 1 57.02362 248.6236 cm +1 0 0 1 57.02362 675.0236 cm Q q -1 0 0 1 57.02362 194.6236 cm +1 0 0 1 57.02362 621.0236 cm q BT 1 0 0 1 0 38 Tm 1.738453 Tw 12 TL /F1 10 Tf 0 0 0 rg (Lumbda provides the runtime layer: a language that can checkpoint its own execution, migrate between) Tj T* 0 Tw 3.051529 Tw (machines, & resume from serialized state. The portal system enables distributed computation across) Tj T* 0 Tw 1.058196 Tw (permacomputer nodes. Categorization & feedback activities could run inside Lumbda's VM, with ) Tj /F5 10 Tf (call/cc) Tj /F1 10 Tf T* 0 Tw (providing the state machine transitions & portal providing persistence.) Tj T* ET Q Q q -1 0 0 1 57.02362 163.4236 cm +1 0 0 1 57.02362 581.8236 cm q -BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (11. Four Implementation Tiers, One Language) Tj T* ET +BT 1 0 0 1 0 3.2 Tm 91.52617 0 Td 19.2 TL /F2 16 Tf .133333 .133333 .133333 rg (11. Four Implementation Tiers, One Language) Tj T* -91.52617 0 Td ET Q Q q -1 0 0 1 57.02362 149.4236 cm +1 0 0 1 57.02362 569.8236 cm Q q -1 0 0 1 57.02362 137.4236 cm +1 0 0 1 57.02362 557.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -8873,34 +8922,28 @@ Q Q Q q -1 0 0 1 57.02362 137.4236 cm +1 0 0 1 57.02362 557.8236 cm Q q -1 0 0 1 57.02362 83.42362 cm +1 0 0 1 57.02362 479.8236 cm q -BT 1 0 0 1 0 38 Tm .778726 Tw 12 TL /F1 10 Tf 0 0 0 rg (Lumbda ships as four independently built tiers: a Python bytecode VM, a C tree-walker, a C bytecode VM,) Tj T* 0 Tw 2.18402 Tw (and a C x86_64 JIT \(the last three packaged in one binary, selectable by flag\), plus a pure-assembly) Tj T* 0 Tw .931492 Tw (interpreter. Each tier is MOAD-isolated from the others \227 a defect surfaced in one is fixed in that tier, not) Tj T* 0 Tw 2.098556 Tw (patched across shared infrastructure. All four run the same ) Tj /F5 10 Tf (.lsp) Tj /F1 10 Tf ( source files and exchange the same) Tj T* 0 Tw ET +BT 1 0 0 1 0 62 Tm .778726 Tw 12 TL /F1 10 Tf 0 0 0 rg (Lumbda ships as four independently built tiers: a Python bytecode VM, a C tree-walker, a C bytecode VM,) Tj T* 0 Tw 2.18402 Tw (and a C x86_64 JIT \(the last three packaged in one binary, selectable by flag\), plus a pure-assembly) Tj T* 0 Tw .931492 Tw (interpreter. Each tier is MOAD-isolated from the others \227 a defect surfaced in one is fixed in that tier, not) Tj T* 0 Tw 2.098556 Tw (patched across shared infrastructure. All four run the same ) Tj /F5 10 Tf (.lsp) Tj /F1 10 Tf ( source files and exchange the same) Tj T* 0 Tw 2.266213 Tw (S-expression portal format; \24711.3-\24711.5 demonstrate this end-to-end across sockets, relays, and HTTP) Tj T* 0 Tw (portal transfers.) Tj T* ET Q Q +q +1 0 0 1 57.02362 471.8236 cm +Q endstream endobj -159 0 obj +160 0 obj << -/Length 2057 +/Length 1782 >> stream 1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 741.0236 cm -q -BT 1 0 0 1 0 14 Tm 2.266213 Tw 12 TL /F1 10 Tf 0 0 0 rg (S-expression portal format; \24711.3-\24711.5 demonstrate this end-to-end across sockets, relays, and HTTP) Tj T* 0 Tw (portal transfers.) Tj T* ET -Q -Q -q -1 0 0 1 57.02362 733.0236 cm -Q -q -1 0 0 1 57.02362 231.1875 cm +1 0 0 1 57.02362 263.1875 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -8923,13 +8966,13 @@ Q Q Q q -1 0 0 1 57.02362 223.1875 cm +1 0 0 1 57.02362 255.1875 cm Q q -1 0 0 1 57.02362 215.1875 cm +1 0 0 1 57.02362 247.1875 cm Q q -1 0 0 1 57.02362 79.98905 cm +1 0 0 1 57.02362 111.9891 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -8952,14 +8995,14 @@ Q Q Q q -1 0 0 1 57.02362 71.98905 cm +1 0 0 1 57.02362 103.9891 cm Q endstream endobj -160 0 obj +161 0 obj << -/Length 13402 +/Length 13406 >> stream 1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET @@ -9336,25 +9379,25 @@ BT 1 0 0 1 0 38 Tm 2.546213 Tw 12 TL /F3 10 Tf 0 0 0 rg (The bytecode VM deliver Q Q q -1 0 0 1 57.02362 265.0236 cm +1 0 0 1 57.02362 259.8236 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (11.1 Test Coverage) Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (11.1 Test Coverage) Tj T* ET Q Q q -1 0 0 1 57.02362 247.0236 cm +1 0 0 1 57.02362 239.8236 cm q BT 1 0 0 1 0 2 Tm 12 TL /F3 10 Tf 0 0 0 rg (980 verified assertions) Tj /F1 10 Tf ( across all implementations, all green under ) Tj /F5 10 Tf (make) Tj ( ) Tj (test-all) Tj /F1 10 Tf (:) Tj T* ET Q Q q -1 0 0 1 57.02362 241.0236 cm +1 0 0 1 57.02362 233.8236 cm Q q -1 0 0 1 57.02362 241.0236 cm +1 0 0 1 57.02362 233.8236 cm Q q -1 0 0 1 57.02362 229.0236 cm +1 0 0 1 57.02362 221.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -9376,10 +9419,10 @@ Q Q Q q -1 0 0 1 57.02362 223.0236 cm +1 0 0 1 57.02362 215.8236 cm Q q -1 0 0 1 57.02362 211.0236 cm +1 0 0 1 57.02362 203.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -9401,10 +9444,10 @@ Q Q Q q -1 0 0 1 57.02362 205.0236 cm +1 0 0 1 57.02362 197.8236 cm Q q -1 0 0 1 57.02362 181.0236 cm +1 0 0 1 57.02362 173.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -9426,10 +9469,10 @@ Q Q Q q -1 0 0 1 57.02362 175.0236 cm +1 0 0 1 57.02362 167.8236 cm Q q -1 0 0 1 57.02362 163.0236 cm +1 0 0 1 57.02362 155.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -9451,16 +9494,16 @@ Q Q Q q -1 0 0 1 57.02362 145.0236 cm +1 0 0 1 57.02362 137.8236 cm Q q -1 0 0 1 57.02362 103.0236 cm +1 0 0 1 57.02362 95.82362 cm q BT 1 0 0 1 0 26 Tm .98631 Tw 12 TL /F1 10 Tf 0 0 0 rg (The shared functional suite matters: it runs byte-identical Scheme source through two different runtimes &) Tj T* 0 Tw .353432 Tw (compares output. Python & C agree 189 times per run. When they disagree, that tells us something specific) Tj T* 0 Tw (& actionable.) Tj T* ET Q Q q -1 0 0 1 57.02362 73.02362 cm +1 0 0 1 57.02362 65.82362 cm q BT 1 0 0 1 0 14 Tm 3.001043 Tw 12 TL /F1 10 Tf 0 0 0 rg (Cross-implementation portal exchange is verified separately: ) Tj /F5 10 Tf (tests/portal-cross-test.sh) Tj /F1 10 Tf ( runs 9) Tj T* 0 Tw (producer\327consumer combinations. All 9 green.) Tj T* ET Q @@ -9468,30 +9511,30 @@ Q endstream endobj -161 0 obj +162 0 obj << -/Length 16587 +/Length 16147 >> stream 1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 753.0236 cm +1 0 0 1 57.02362 751.8236 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (11.2 File I/O Parity) Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (11.2 File I/O Parity) Tj T* ET Q Q q -1 0 0 1 57.02362 723.0236 cm +1 0 0 1 57.02362 719.8236 cm q 0 0 0 rg BT 1 0 0 1 0 14 Tm /F1 10 Tf 12 TL .155596 Tw (All three implementations share the same minimal file I/O vocabulary \227 discovered necessary while building) Tj T* 0 Tw (the cross-impl portal:) Tj T* ET Q Q q -1 0 0 1 57.02362 717.0236 cm +1 0 0 1 57.02362 713.8236 cm Q q -1 0 0 1 57.02362 537.0236 cm +1 0 0 1 57.02362 533.8236 cm q 1 1 1 rg n 0 180 481.2283 -18 re f* @@ -9884,32 +9927,32 @@ Q Q Q q -1 0 0 1 57.02362 537.0236 cm +1 0 0 1 57.02362 533.8236 cm Q q -1 0 0 1 57.02362 471.0236 cm +1 0 0 1 57.02362 467.8236 cm q BT 1 0 0 1 0 50 Tm .254609 Tw 12 TL /F1 10 Tf 0 0 0 rg (The asm port representation deserves a note. Because all three tag bits are consumed by the existing value) Tj T* 0 Tw 4.102038 Tw (types \(int/pair/sym/closure/builtin/special/string/vector\), we encode ports as ) Tj /F5 10 Tf (SPECIAL) Tj /F1 10 Tf ( values ) Tj /F6 10 Tf 12 TL (\263) Tj /F1 10 Tf 12 TL ( 1000:) Tj T* 0 Tw 8.520835 Tw /F5 10 Tf (port_val) Tj ( ) Tj (=) Tj ( ) Tj (\(\(PORT_SPECIAL_BASE) Tj ( ) Tj (+) Tj ( ) Tj (fd\)) Tj ( ) Tj (<) Tj (<) Tj ( ) Tj (3\)) Tj ( ) Tj (|) Tj ( ) Tj (TAG_SPECIAL) Tj /F1 10 Tf (. Extraction is) Tj T* 0 Tw .162256 Tw /F5 10 Tf (fd) Tj ( ) Tj (=) Tj ( ) Tj (\(val) Tj ( ) Tj (>) Tj (>) Tj ( ) Tj (3\)) Tj ( ) Tj (-) Tj ( ) Tj (PORT_SPECIAL_BASE) Tj /F1 10 Tf (. ) Tj /F5 10 Tf (port?) Tj /F1 10 Tf ( is a range check. No tag expansion, no heap object,) Tj T* 0 Tw (no allocator pressure \227 the port is the file descriptor, wrapped.) Tj T* ET Q Q q -1 0 0 1 57.02362 445.0236 cm +1 0 0 1 57.02362 436.6236 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (11.3 Sockets: One HTTP Server, Three Runtimes) Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (11.3 Sockets: One HTTP Server, Three Runtimes) Tj T* ET Q Q q -1 0 0 1 57.02362 427.0236 cm +1 0 0 1 57.02362 416.6236 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (Six primitives extend the file-I/O vocabulary to TCP:) Tj T* ET Q Q q -1 0 0 1 57.02362 421.0236 cm +1 0 0 1 57.02362 410.6236 cm Q q -1 0 0 1 57.02362 283.0236 cm +1 0 0 1 57.02362 272.6236 cm q 1 1 1 rg n 0 138 481.2283 -18 re f* @@ -10191,22 +10234,22 @@ Q Q Q q -1 0 0 1 57.02362 283.0236 cm +1 0 0 1 57.02362 272.6236 cm Q q -1 0 0 1 57.02362 241.0236 cm +1 0 0 1 57.02362 230.6236 cm q BT 1 0 0 1 0 26 Tm .215176 Tw 12 TL /F1 10 Tf 0 0 0 rg (Sockets share the same port representation as files \227 in asm the fd is packed into ) Tj /F5 10 Tf (SPECIAL) Tj /F1 10 Tf ( values ) Tj /F6 10 Tf 12 TL (\263) Tj /F1 10 Tf 12 TL ( 1000,) Tj T* 0 Tw .794123 Tw (in Python + C the fd lives inside an existing ULPort struct. ) Tj /F5 10 Tf (read) Tj /F1 10 Tf (/) Tj /F5 10 Tf (write) Tj /F1 10 Tf ( unify because to Linux a socket is) Tj T* 0 Tw (just an fd.) Tj T* ET Q Q q -1 0 0 1 57.02362 211.0236 cm +1 0 0 1 57.02362 200.6236 cm q BT 1 0 0 1 0 14 Tm .886796 Tw 12 TL /F5 10 Tf 0 0 0 rg (examples/http-server.lsp) Tj /F1 10 Tf ( is a 90-line HTTP/1.0 server. It parses a request line, dispatches by path,) Tj T* 0 Tw (and returns 200/404 with Content-Length. The same file runs unmodified in all three impls:) Tj T* ET Q Q q -1 0 0 1 57.02362 161.0236 cm +1 0 0 1 57.02362 150.6236 cm q q 1 0 0 1 0 0 cm @@ -10226,65 +10269,40 @@ Q Q Q q -1 0 0 1 57.02362 105.0236 cm +1 0 0 1 57.02362 94.62362 cm q BT 1 0 0 1 0 38 Tm -0.093471 Tw 12 TL /F1 10 Tf 0 0 0 rg (The companion ) Tj /F5 10 Tf (examples/http-client-bench.lsp) Tj /F1 10 Tf ( is a 45-line load generator using only the six ) Tj /F5 10 Tf (tcp-*) Tj /F1 10 Tf T* 0 Tw 2.952577 Tw (primitives plus ) Tj /F5 10 Tf (current-time-ms) Tj /F1 10 Tf (. In-process client eliminates the ~2 ms/request fork overhead that) Tj T* 0 Tw 1.553486 Tw (curl-based benchmarks suffer, so real server throughput shows through. ) Tj /F3 10 Tf (Reproduce:) Tj /F1 10 Tf ( ) Tj /F5 10 Tf (make) Tj ( ) Tj (bench-web) Tj /F1 10 Tf T* 0 Tw (\(source: ) Tj /F5 10 Tf (tests/web-benchmark.sh) Tj /F1 10 Tf (\).) Tj T* ET Q Q q -1 0 0 1 57.02362 99.02362 cm +1 0 0 1 57.02362 88.62362 cm Q q -1 0 0 1 57.02362 63.02362 cm +1 0 0 1 57.02362 70.62362 cm q 1 1 1 rg -n 0 36 481.2283 -18 re f* -.878431 .878431 .878431 rg n 0 18 481.2283 -18 re f* 0 0 0 rg BT /F3 10 Tf 12 TL ET q -1 0 0 1 6 21 cm +1 0 0 1 6 3 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 111.934 0 Td (Pair) Tj T* -111.934 0 Td ET Q Q q -1 0 0 1 260.7679 21 cm +1 0 0 1 260.7679 3 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 18.3801 0 Td (Requests/sec) Tj T* -18.3801 0 Td ET Q Q q -1 0 0 1 373.9981 21 cm -q -0 0 0 rg -BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 18.3801 0 Td (vs curl bench) Tj T* -18.3801 0 Td ET -Q -Q -0 0 0 rg -BT /F1 10 Tf 12 TL ET -q -1 0 0 1 6 3 cm -q -0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (Python server ) Tj /F6 10 Tf 12 TL (\254) Tj /F1 10 Tf 12 TL ( Python client) Tj T* ET -Q -Q -q -1 0 0 1 260.7679 3 cm -q -0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (2,403) Tj T* ET -Q -Q -q 1 0 0 1 373.9981 3 cm q 0 0 0 rg -BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (6.3\327) Tj T* ET +BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 18.3801 0 Td (vs curl bench) Tj T* -18.3801 0 Td ET Q Q q @@ -10293,36 +10311,58 @@ q 0 0 0 RG .25 w n 0 0 m 481.2283 0 l S +n 254.7679 0 m 254.7679 18 l S +n 367.9981 0 m 367.9981 18 l S n 0 18 m 481.2283 18 l S -n 254.7679 0 m 254.7679 36 l S -n 367.9981 0 m 367.9981 36 l S -n 0 36 m 481.2283 36 l S -n 0 0 m 0 36 l S -n 481.2283 0 m 481.2283 36 l S +n 0 0 m 0 18 l S +n 481.2283 0 m 481.2283 18 l S Q Q Q endstream endobj -162 0 obj +163 0 obj << -/Length 10454 +/Length 10543 >> stream 1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 711.0236 cm +1 0 0 1 57.02362 693.0236 cm q 1 1 1 rg -n 0 54 481.2283 -18 re f* +n 0 72 481.2283 -18 re f* .878431 .878431 .878431 rg -n 0 36 481.2283 -18 re f* +n 0 54 481.2283 -18 re f* 1 1 1 rg +n 0 36 481.2283 -18 re f* +.878431 .878431 .878431 rg n 0 18 481.2283 -18 re f* 0 0 0 rg BT /F1 10 Tf 12 TL ET q +1 0 0 1 6 57 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (Python server ) Tj /F6 10 Tf 12 TL (\254) Tj /F1 10 Tf 12 TL ( Python client) Tj T* ET +Q +Q +q +1 0 0 1 260.7679 57 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (2,403) Tj T* ET +Q +Q +q +1 0 0 1 373.9981 57 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (6.3\327) Tj T* ET +Q +Q +q 1 0 0 1 6 39 cm q 0 0 0 rg @@ -10390,43 +10430,44 @@ q 1 j 0 0 0 RG .25 w +n 0 72 m 481.2283 72 l S n 0 54 m 481.2283 54 l S n 0 36 m 481.2283 36 l S n 0 18 m 481.2283 18 l S -n 254.7679 0 m 254.7679 54 l S -n 367.9981 0 m 367.9981 54 l S -n 0 0 m 0 54 l S -n 481.2283 0 m 481.2283 54 l S +n 254.7679 0 m 254.7679 72 l S +n 367.9981 0 m 367.9981 72 l S +n 0 0 m 0 72 l S +n 481.2283 0 m 481.2283 72 l S n 0 0 m 481.2283 0 l S Q Q Q q -1 0 0 1 57.02362 711.0236 cm +1 0 0 1 57.02362 693.0236 cm Q q -1 0 0 1 57.02362 681.0236 cm +1 0 0 1 57.02362 663.0236 cm q BT 1 0 0 1 0 14 Tm .163917 Tw 12 TL /F1 10 Tf 0 0 0 rg (\(The asm-server / asm-client pair is the fastest cell here \227 2,994 req/s from a 22 KB binary, served & driven) Tj T* 0 Tw (by the same 22 KB binary.\)) Tj T* ET Q Q q -1 0 0 1 57.02362 639.0236 cm +1 0 0 1 57.02362 621.0236 cm q BT 1 0 0 1 0 26 Tm .050596 Tw 12 TL /F1 10 Tf 0 0 0 rg (For external comparison: ) Tj /F5 10 Tf (python3) Tj ( ) Tj (-m) Tj ( ) Tj (http.server) Tj /F1 10 Tf ( and busybox httpd both land around 382 req/s under) Tj T* 0 Tw 1.458334 Tw (a curl client on the same machine. When driven by an in-process client they hit the same ceiling as our) Tj T* 0 Tw (servers \227 the bottleneck has always been the client fork/exec, not the server.) Tj T* ET Q Q q -1 0 0 1 57.02362 585.0236 cm +1 0 0 1 57.02362 567.0236 cm q BT 1 0 0 1 0 38 Tm 2.116575 Tw 12 TL /F3 10 Tf 0 0 0 rg (What's remarkable is not the speed.) Tj /F1 10 Tf ( It is that a 22 KB binary with zero libc dependency and seven) Tj T* 0 Tw .829353 Tw (canonical Linux syscalls plus the socket family runs HTTP as fast as anything else on the machine, with a) Tj T* 0 Tw .829272 Tw (protocol handler written in portable Scheme that runs byte-for-byte in all three runtimes. The asm binary is) Tj T* 0 Tw /F3 10 Tf (96\327 smaller than busybox httpd) Tj /F1 10 Tf ( \(2.1 MB\) and ) Tj /F3 10 Tf (360\327 smaller than the Python interpreter) Tj /F1 10 Tf ( alone \(8 MB\).) Tj T* ET Q Q q -1 0 0 1 57.02362 577.0236 cm +1 0 0 1 57.02362 559.0236 cm Q q -1 0 0 1 57.02362 528.6988 cm +1 0 0 1 57.02362 510.6988 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -10449,29 +10490,29 @@ Q Q Q q -1 0 0 1 57.02362 520.6988 cm +1 0 0 1 57.02362 502.6988 cm Q q -1 0 0 1 57.02362 494.6988 cm +1 0 0 1 57.02362 471.4988 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (11.4 S-expressions over Sockets: RPC, REPL, and Chains) Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (11.4 S-expressions over Sockets: RPC, REPL, and Chains) Tj T* ET Q Q q -1 0 0 1 57.02362 452.6988 cm +1 0 0 1 57.02362 427.4988 cm q 0 0 0 rg BT 1 0 0 1 0 26 Tm /F1 10 Tf 12 TL .048022 Tw (The HTTP example sends request-line bytes and response-line bytes. Those bytes don't have to be HTTP. If) Tj T* 0 Tw .199913 Tw (both sides of the wire speak Scheme, the wire protocol can be Scheme source itself \227 the reader is already) Tj T* 0 Tw (the parser you need. Two new builtins close the loop in all three impls:) Tj T* ET Q Q q -1 0 0 1 57.02362 446.6988 cm +1 0 0 1 57.02362 421.4988 cm Q q -1 0 0 1 57.02362 446.6988 cm +1 0 0 1 57.02362 421.4988 cm Q q -1 0 0 1 57.02362 434.6988 cm +1 0 0 1 57.02362 409.4988 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -10493,10 +10534,10 @@ Q Q Q q -1 0 0 1 57.02362 428.6988 cm +1 0 0 1 57.02362 403.4988 cm Q q -1 0 0 1 57.02362 404.6988 cm +1 0 0 1 57.02362 379.4988 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -10518,45 +10559,45 @@ Q Q Q q -1 0 0 1 57.02362 386.6988 cm +1 0 0 1 57.02362 361.4988 cm Q q -1 0 0 1 57.02362 368.6988 cm +1 0 0 1 57.02362 343.4988 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (Two server patterns emerge:) Tj T* ET Q Q q -1 0 0 1 57.02362 326.6988 cm +1 0 0 1 57.02362 301.4988 cm q BT 1 0 0 1 0 26 Tm .027362 Tw 12 TL /F3 10 Tf 0 0 0 rg (Whitelisted RPC) Tj /F1 10 Tf ( \() Tj /F5 10 Tf (examples/rpc-server.lsp) Tj /F1 10 Tf (, 90 lines\). The server reads a request sexp, dispatches by) Tj T* 0 Tw 1.114908 Tw (car on a closed set \() Tj /F5 10 Tf (ping) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (add) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (mul) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (fib) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (echo) Tj /F1 10 Tf (\), never calls ) Tj /F5 10 Tf (eval) Tj /F1 10 Tf ( on client input. Safe by construction.) Tj T* 0 Tw (Uses ) Tj /F5 10 Tf (heap-snapshot) Tj /F1 10 Tf (/) Tj /F5 10 Tf (heap-restore) Tj /F1 10 Tf ( for O\(1\) memory on asm.) Tj T* ET Q Q q -1 0 0 1 57.02362 260.6988 cm +1 0 0 1 57.02362 235.4988 cm q BT 1 0 0 1 0 50 Tm .076027 Tw 12 TL /F3 10 Tf 0 0 0 rg (Full remote REPL) Tj /F1 10 Tf ( \() Tj /F5 10 Tf (examples/repl-server.lsp) Tj /F1 10 Tf (, 70 lines\). The server reads a request sexp and passes) Tj T* 0 Tw .534609 Tw (it straight to ) Tj /F5 10 Tf (eval) Tj /F1 10 Tf (. Persistent global env across connections; ) Tj /F5 10 Tf (\(define) Tj ( ) Tj (x) Tj ( ) Tj (42\)) Tj /F1 10 Tf ( from one call is visible from) Tj T* 0 Tw 1.463453 Tw (the next. DANGER: any reachable client can run arbitrary Scheme in-process. Deliberately does not use) Tj T* 0 Tw .876027 Tw /F5 10 Tf (heap-snapshot) Tj /F1 10 Tf ( because remote ) Tj /F5 10 Tf (define) Tj /F1 10 Tf ( adds bindings past any snapshot point; the ) Tj /F5 10 Tf (ulimit) Tj ( ) Tj (-v) Tj /F1 10 Tf ( safety) Tj T* 0 Tw (cap \(512 MB\) backstops the leak.) Tj T* ET Q Q q -1 0 0 1 57.02362 230.6988 cm +1 0 0 1 57.02362 205.4988 cm q 0 0 0 rg BT 1 0 0 1 0 14 Tm /F1 10 Tf 12 TL .909903 Tw (Both patterns run byte-identically in Python, C, and asm. The 3\3273 server\327client matrix is 9/9 green \227 any) Tj T* 0 Tw (runtime can host either side.) Tj T* ET Q Q q -1 0 0 1 57.02362 188.6988 cm +1 0 0 1 57.02362 163.4988 cm q BT 1 0 0 1 0 26 Tm 1.432577 Tw 12 TL /F3 10 Tf 0 0 0 rg (Chains: relays across runtimes.) Tj /F1 10 Tf ( A transparent relay \() Tj /F5 10 Tf (examples/rpc-relay.lsp) Tj /F1 10 Tf (, 50 lines\) accepts a) Tj T* 0 Tw 1.39989 Tw (connection, forwards the request bytes to a backend without parsing, relays the reply back. Because the) Tj T* 0 Tw (envelope is Scheme source and the relay never opens it, chains of arbitrary runtimes compose naturally:) Tj T* ET Q Q q -1 0 0 1 57.02362 182.6988 cm +1 0 0 1 57.02362 157.4988 cm Q q -1 0 0 1 57.02362 92.69883 cm +1 0 0 1 57.02362 67.49883 cm q 1 1 1 rg n 0 90 481.2283 -18 re f* @@ -10696,63 +10737,57 @@ Q Q Q q -1 0 0 1 57.02362 92.69883 cm -Q -q -1 0 0 1 57.02362 62.69883 cm -q -BT 1 0 0 1 0 14 Tm 1.815464 Tw 12 TL /F1 10 Tf 0 0 0 rg (Each relay hop costs ~650 \265s \(one full TCP round-trip + context switches on the same host, no actual) Tj T* 0 Tw 5.709882 Tw (parsing work\). The relay never allocates anything beyond a transient buffer; on asm it uses) Tj T* 0 Tw ET -Q +1 0 0 1 57.02362 67.49883 cm Q endstream endobj -163 0 obj +164 0 obj << -/Length 7406 +/Length 7017 >> stream 1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 729.0236 cm +1 0 0 1 57.02362 705.0236 cm q -BT 1 0 0 1 0 26 Tm 1.25985 Tw 12 TL /F5 10 Tf 0 0 0 rg (heap-snapshot) Tj /F1 10 Tf (/) Tj /F5 10 Tf (heap-restore) Tj /F1 10 Tf ( to keep memory flat under load. Four runtimes strung together through) Tj T* 0 Tw 3.232362 Tw (two relay machines, the same ) Tj /F5 10 Tf (.lsp) Tj /F1 10 Tf ( on every hop. ) Tj /F3 10 Tf (Reproduce:) Tj /F1 10 Tf ( ) Tj /F5 10 Tf (make) Tj ( ) Tj (bench-rpc-chain) Tj /F1 10 Tf ( \(source:) Tj T* 0 Tw /F5 10 Tf (tests/rpc-chain-bench.sh) Tj /F1 10 Tf (\).) Tj T* ET +BT 1 0 0 1 0 50 Tm 1.815464 Tw 12 TL /F1 10 Tf 0 0 0 rg (Each relay hop costs ~650 \265s \(one full TCP round-trip + context switches on the same host, no actual) Tj T* 0 Tw 5.709882 Tw (parsing work\). The relay never allocates anything beyond a transient buffer; on asm it uses) Tj T* 0 Tw 1.25985 Tw /F5 10 Tf (heap-snapshot) Tj /F1 10 Tf (/) Tj /F5 10 Tf (heap-restore) Tj /F1 10 Tf ( to keep memory flat under load. Four runtimes strung together through) Tj T* 0 Tw 3.232362 Tw (two relay machines, the same ) Tj /F5 10 Tf (.lsp) Tj /F1 10 Tf ( on every hop. ) Tj /F3 10 Tf (Reproduce:) Tj /F1 10 Tf ( ) Tj /F5 10 Tf (make) Tj ( ) Tj (bench-rpc-chain) Tj /F1 10 Tf ( \(source:) Tj T* 0 Tw /F5 10 Tf (tests/rpc-chain-bench.sh) Tj /F1 10 Tf (\).) Tj T* ET Q Q q -1 0 0 1 57.02362 687.0236 cm +1 0 0 1 57.02362 663.0236 cm q 0 0 0 rg BT 1 0 0 1 0 26 Tm /F1 10 Tf 12 TL .921575 Tw (The result is not a performance story \227 it is a composition story. S-expressions are the envelope and the) Tj T* 0 Tw .649925 Tw (payload. A 22 KB binary can be a backend, a relay, a client, or any point in a chain; the protocol needs no) Tj T* 0 Tw (separate definition because the protocol IS the language.) Tj T* ET Q Q q -1 0 0 1 57.02362 661.0236 cm +1 0 0 1 57.02362 631.8236 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (11.5 Portal over HTTP: State Transfer Between Machines) Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (11.5 Portal over HTTP: State Transfer Between Machines) Tj T* ET Q Q q -1 0 0 1 57.02362 619.0236 cm +1 0 0 1 57.02362 587.8236 cm q 0 0 0 rg BT 1 0 0 1 0 26 Tm /F1 10 Tf 12 TL .273647 Tw (The HTTP server carries request bytes. The portal serializes machine state to bytes. Combine them: a node) Tj T* 0 Tw .711667 Tw (exposes its state as an HTTP endpoint, another node pulls that endpoint down and resumes. This was the) Tj T* 0 Tw (first item in \24713 Future Work \227 it is now a running demo.) Tj T* ET Q Q q -1 0 0 1 57.02362 577.0236 cm +1 0 0 1 57.02362 545.8236 cm q BT 1 0 0 1 0 26 Tm .363486 Tw 12 TL /F5 10 Tf 0 0 0 rg (examples/portal-http-server.lsp) Tj /F1 10 Tf ( holds some state \(integer counter, list, string, the result of fib\(30\)\)) Tj T* 0 Tw 1.391223 Tw (and answers ) Tj /F5 10 Tf (GET) Tj ( ) Tj (/portal) Tj /F1 10 Tf ( with an S-expression portal body \227 literally a sequence of ) Tj /F5 10 Tf (\(define) Tj ( ) Tj (...\)) Tj /F1 10 Tf T* 0 Tw (forms.) Tj T* ET Q Q q -1 0 0 1 57.02362 535.0236 cm +1 0 0 1 57.02362 503.8236 cm q BT 1 0 0 1 0 26 Tm 1.574395 Tw 12 TL /F5 10 Tf 0 0 0 rg (examples/portal-http-client.lsp) Tj /F1 10 Tf ( dials the endpoint, strips the HTTP headers, splits the body by) Tj T* 0 Tw 2.070759 Tw (newline, and for each non-empty, non-comment line calls ) Tj /F5 10 Tf (\(eval) Tj ( ) Tj (\(read-from-string) Tj ( ) Tj (line\)\)) Tj /F1 10 Tf (. The) Tj T* 0 Tw (remote bindings become local.) Tj T* ET Q Q q -1 0 0 1 57.02362 398.6236 cm +1 0 0 1 57.02362 367.4236 cm q q 1 0 0 1 0 0 cm @@ -10772,32 +10807,32 @@ Q Q Q q -1 0 0 1 57.02362 342.6236 cm +1 0 0 1 57.02362 311.4236 cm q BT 1 0 0 1 0 38 Tm .351019 Tw 12 TL /F3 10 Tf 0 0 0 rg (3\3273 matrix green:) Tj /F1 10 Tf ( Python/C/asm in any role \227 server or client or both \227 exchange state correctly. All nine) Tj T* 0 Tw 2.399835 Tw (combinations verified. ) Tj /F5 10 Tf (examples/portal-http-client.lsp) Tj /F1 10 Tf ( is 90 lines of portable Scheme; the full) Tj T* 0 Tw 3.611529 Tw (round-trip uses only the six ) Tj /F5 10 Tf (tcp-*) Tj /F1 10 Tf ( primitives plus ) Tj /F5 10 Tf (read-from-string) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (eval) Tj /F1 10 Tf (, and standard string) Tj T* 0 Tw (manipulation.) Tj T* ET Q Q q -1 0 0 1 57.02362 288.6236 cm +1 0 0 1 57.02362 257.4236 cm q BT 1 0 0 1 0 38 Tm 1.468556 Tw 12 TL /F1 10 Tf 0 0 0 rg (The client needs ) Tj /F5 10 Tf (eval) Tj /F1 10 Tf ( semantics that install define-bindings in the global env regardless of the dynamic) Tj T* 0 Tw .000439 Tw (scope of the ) Tj /F5 10 Tf (eval) Tj /F1 10 Tf ( call. Python and C originally evaluated the ) Tj /F5 10 Tf (eval) Tj /F1 10 Tf ( result in the caller's env, which worked at) Tj T* 0 Tw .282545 Tw (top level but silently failed inside a helper function. A two-line fix in each \() Tj /F5 10 Tf (env) Tj ( ) Tj (=) Tj ( ) Tj (env.g) Tj /F1 10 Tf ( in Python's ) Tj /F5 10 Tf (leval) Tj /F1 10 Tf (,) Tj T* 0 Tw /F5 10 Tf (env) Tj ( ) Tj (=) Tj ( ) Tj (env-) Tj (>) Tj (global) Tj /F1 10 Tf ( in C's SYM_EVAL branch\) aligns both with asm's long-standing ) Tj /F5 10 Tf (bi_eval) Tj /F1 10 Tf ( behavior.) Tj T* ET Q Q q -1 0 0 1 57.02362 258.6236 cm +1 0 0 1 57.02362 227.4236 cm q 0 0 0 rg BT 1 0 0 1 0 14 Tm /F1 10 Tf 12 TL 3.231772 Tw (This is the closing demonstration of "feedback is all you need" extended across all four scopes. A) Tj T* 0 Tw (continuation-style value \227 here, a set of bindings \227 travels:) Tj T* ET Q Q q -1 0 0 1 57.02362 252.6236 cm +1 0 0 1 57.02362 221.4236 cm Q q -1 0 0 1 57.02362 252.6236 cm +1 0 0 1 57.02362 221.4236 cm Q q -1 0 0 1 57.02362 240.6236 cm +1 0 0 1 57.02362 209.4236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -10819,10 +10854,10 @@ Q Q Q q -1 0 0 1 57.02362 234.6236 cm +1 0 0 1 57.02362 203.4236 cm Q q -1 0 0 1 57.02362 222.6236 cm +1 0 0 1 57.02362 191.4236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -10845,10 +10880,10 @@ Q Q Q q -1 0 0 1 57.02362 216.6236 cm +1 0 0 1 57.02362 185.4236 cm Q q -1 0 0 1 57.02362 204.6236 cm +1 0 0 1 57.02362 173.4236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -10871,10 +10906,10 @@ Q Q Q q -1 0 0 1 57.02362 198.6236 cm +1 0 0 1 57.02362 167.4236 cm Q q -1 0 0 1 57.02362 186.6236 cm +1 0 0 1 57.02362 155.4236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -10897,45 +10932,45 @@ Q Q Q q -1 0 0 1 57.02362 168.6236 cm +1 0 0 1 57.02362 137.4236 cm Q q -1 0 0 1 57.02362 138.6236 cm +1 0 0 1 57.02362 107.4236 cm q 0 0 0 rg BT 1 0 0 1 0 14 Tm /F1 10 Tf 12 TL .68135 Tw (The wire protocol and the language are the same artifact. A 22 KB binary can be any node in any chain of) Tj T* 0 Tw (any scope.) Tj T* ET Q Q -q -1 0 0 1 57.02362 112.6236 cm -q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (11.6 heap-snapshot: The Arena Escape Hatch) Tj T* ET -Q -Q -q -1 0 0 1 57.02362 70.62362 cm -q -BT 1 0 0 1 0 26 Tm -0.12705 Tw 12 TL /F1 10 Tf 0 0 0 rg (The asm bump allocator has no GC. Every ) Tj /F5 10 Tf (string-append) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (tcp-recv) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (make-pair) Tj /F1 10 Tf (, or similar per-request) Tj T* 0 Tw 1.173647 Tw (allocation grows r15. Over a long-running server that is an unbounded leak \227 an incident on 2026-04-16) Tj T* 0 Tw (drove an asm server to 19.3 GB RSS before being killed.) Tj T* ET -Q -Q endstream endobj -164 0 obj +165 0 obj << -/Length 8989 +/Length 7833 >> stream 1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 753.0236 cm +1 0 0 1 57.02362 751.8236 cm +q +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (11.6 heap-snapshot: The Arena Escape Hatch) Tj T* ET +Q +Q +q +1 0 0 1 57.02362 707.8236 cm +q +BT 1 0 0 1 0 26 Tm -0.12705 Tw 12 TL /F1 10 Tf 0 0 0 rg (The asm bump allocator has no GC. Every ) Tj /F5 10 Tf (string-append) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (tcp-recv) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (make-pair) Tj /F1 10 Tf (, or similar per-request) Tj T* 0 Tw 1.173647 Tw (allocation grows r15. Over a long-running server that is an unbounded leak \227 an incident on 2026-04-16) Tj T* 0 Tw (drove an asm server to 19.3 GB RSS before being killed.) Tj T* ET +Q +Q +q +1 0 0 1 57.02362 689.8236 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (Two new builtins fix this without introducing a collector:) Tj T* ET Q Q q -1 0 0 1 57.02362 712.6236 cm +1 0 0 1 57.02362 649.4236 cm q q 1 0 0 1 0 0 cm @@ -10955,21 +10990,21 @@ Q Q Q q -1 0 0 1 57.02362 680.6236 cm +1 0 0 1 57.02362 617.4236 cm q 0 0 0 rg BT 1 0 0 1 0 14 Tm /F1 10 Tf 12 TL .828138 Tw (Python + C expose the same names as no-ops \(their real GCs already handle this\). Portable Scheme can) Tj T* 0 Tw (call them unconditionally.) Tj T* ET Q Q q -1 0 0 1 57.02362 662.6236 cm +1 0 0 1 57.02362 599.4236 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (The pattern is narrow by design:) Tj T* ET Q Q q -1 0 0 1 57.02362 593.4236 cm +1 0 0 1 57.02362 530.2236 cm q q 1 0 0 1 0 0 cm @@ -10990,39 +11025,39 @@ Q Q Q q -1 0 0 1 57.02362 537.4236 cm +1 0 0 1 57.02362 474.2236 cm q 0 0 0 rg BT 1 0 0 1 0 38 Tm /F1 10 Tf 12 TL .76989 Tw (The snapshot is dangerously precise: anything allocated after the snap and still reachable after the restore) Tj T* 0 Tw -0.00705 Tw (becomes a dangling pointer. The canonical pattern \(HTTP request scope\) allocates per-request and discards) Tj T* 0 Tw 1.660522 Tw (per-request \227 nothing escapes. Measured asm RSS with this pattern: 88 KB initial, 100 KB after 1,100) Tj T* 0 Tw (requests. Flat.) Tj T* ET Q Q q -1 0 0 1 57.02362 495.4236 cm +1 0 0 1 57.02362 432.2236 cm q 0 0 0 rg BT 1 0 0 1 0 26 Tm /F1 10 Tf 12 TL .241019 Tw (This is not a general-purpose allocator. It is an escape hatch the programmer uses when they can prove the) Tj T* 0 Tw 1.593647 Tw (scope boundary. For general programs on asm, the heap still grows. For the HTTP server pattern, O\(1\)) Tj T* 0 Tw (memory costs two lines of code.) Tj T* ET Q Q q -1 0 0 1 57.02362 469.4236 cm +1 0 0 1 57.02362 401.0236 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (11.7 Static File Serving: Cache, Sendfile, and Adaptive Preload) Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (11.7 Static File Serving: Cache, Sendfile, and Adaptive Preload) Tj T* ET Q Q q -1 0 0 1 57.02362 415.4236 cm +1 0 0 1 57.02362 345.0236 cm q BT 1 0 0 1 0 38 Tm .551223 Tw 12 TL /F1 10 Tf 0 0 0 rg (The HTTP demo in \24711.3 served synthesized responses. To host ) Tj /F5 10 Tf (lumbda.com) Tj /F1 10 Tf ( we needed a real static-file) Tj T* 0 Tw .579908 Tw (path \227 something that hands a 2.67 MiB PDF \(this whitepaper\) off the disk without bouncing it through the) Tj T* 0 Tw 1.830596 Tw (Scheme heap. Three variants now ship in ) Tj /F5 10 Tf (examples/) Tj /F1 10 Tf (, each ~100\226200 lines of portable Scheme, each) Tj T* 0 Tw (running on ) Tj /F5 10 Tf (asm/lumbda-gc) Tj /F1 10 Tf ( \(the GC build, 27 KB stripped\).) Tj T* ET Q Q q -1 0 0 1 57.02362 409.4236 cm +1 0 0 1 57.02362 339.0236 cm Q q -1 0 0 1 57.02362 409.4236 cm +1 0 0 1 57.02362 339.0236 cm Q q -1 0 0 1 57.02362 373.4236 cm +1 0 0 1 57.02362 303.0236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -11044,10 +11079,10 @@ Q Q Q q -1 0 0 1 57.02362 367.4236 cm +1 0 0 1 57.02362 297.0236 cm Q q -1 0 0 1 57.02362 319.4236 cm +1 0 0 1 57.02362 249.0236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -11069,10 +11104,10 @@ Q Q Q q -1 0 0 1 57.02362 313.4236 cm +1 0 0 1 57.02362 243.0236 cm Q q -1 0 0 1 57.02362 265.4236 cm +1 0 0 1 57.02362 195.0236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -11094,66 +11129,93 @@ Q Q Q q -1 0 0 1 57.02362 247.4236 cm +1 0 0 1 57.02362 177.0236 cm Q q -1 0 0 1 57.02362 193.4236 cm +1 0 0 1 57.02362 123.0236 cm q BT 1 0 0 1 0 38 Tm 3.259272 Tw 12 TL /F5 10 Tf 0 0 0 rg (tcp-sendfile) Tj /F1 10 Tf ( is a 90-line asm-gc builtin. It opens the path, ) Tj /F5 10 Tf (lseek) Tj /F1 10 Tf ('s to find the size, then loops) Tj T* 0 Tw 1.390522 Tw /F5 10 Tf (sendfile\(2\)) Tj /F1 10 Tf ( until the full body is written, and ) Tj /F5 10 Tf (close\(\)) Tj /F1 10 Tf ('s. The body never enters the Lumbda heap \227) Tj T* 0 Tw .243432 Tw (headers are composed in Scheme and flushed via ) Tj /F5 10 Tf (tcp-send) Tj /F1 10 Tf (, then the kernel DMAs the file directly into the) Tj T* 0 Tw (socket buffer.) Tj T* ET Q Q q -1 0 0 1 57.02362 163.4236 cm +1 0 0 1 57.02362 93.02362 cm q BT 1 0 0 1 0 14 Tm 4.109816 Tw 12 TL /F3 10 Tf 0 0 0 rg (Four-way race) Tj /F1 10 Tf ( \() Tj /F5 10 Tf (tests/bench-www-race.sh) Tj /F1 10 Tf (, i5-8350U, 1000 small requests, 100 large requests,) Tj T* 0 Tw (concurrency 8, ) Tj /F5 10 Tf (xargs) Tj ( ) Tj (-P) Tj ( ) Tj (8) Tj ( ) Tj (curl) Tj /F1 10 Tf (, adjacent runs\):) Tj T* ET Q Q q -1 0 0 1 57.02362 157.4236 cm +1 0 0 1 57.02362 87.02362 cm Q q -1 0 0 1 57.02362 67.42362 cm +1 0 0 1 57.02362 69.02362 cm q 1 1 1 rg -n 0 90 481.2283 -18 re f* -.878431 .878431 .878431 rg -n 0 72 481.2283 -18 re f* -1 1 1 rg -n 0 54 481.2283 -18 re f* -.878431 .878431 .878431 rg -n 0 36 481.2283 -18 re f* -1 1 1 rg n 0 18 481.2283 -18 re f* 0 0 0 rg BT /F3 10 Tf 12 TL ET q -1 0 0 1 6 75 cm +1 0 0 1 6 3 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 74.68067 0 Td (Server) Tj T* -74.68067 0 Td ET Q Q q -1 0 0 1 198.4913 75 cm +1 0 0 1 198.4913 3 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 18.78283 0 Td (PDF req/s) Tj T* -18.78283 0 Td ET Q Q q -1 0 0 1 294.737 75 cm +1 0 0 1 294.737 3 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 17.39783 0 Td (PDF MiB/s) Tj T* -17.39783 0 Td ET Q Q q -1 0 0 1 390.9827 75 cm +1 0 0 1 390.9827 3 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL 18.77783 0 Td (Peak RSS) Tj T* -18.77783 0 Td ET Q Q +q +1 J +1 j +0 0 0 RG +.25 w +n 0 0 m 481.2283 0 l S +n 192.4913 0 m 192.4913 18 l S +n 288.737 0 m 288.737 18 l S +n 384.9827 0 m 384.9827 18 l S +n 0 18 m 481.2283 18 l S +n 0 0 m 0 18 l S +n 481.2283 0 m 481.2283 18 l S +Q +Q +Q + +endstream +endobj +166 0 obj +<< +/Length 8924 +>> +stream +1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET +q +1 0 0 1 57.02362 693.0236 cm +q +1 1 1 rg +n 0 72 481.2283 -18 re f* +.878431 .878431 .878431 rg +n 0 54 481.2283 -18 re f* +1 1 1 rg +n 0 36 481.2283 -18 re f* +.878431 .878431 .878431 rg +n 0 18 481.2283 -18 re f* 0 0 0 rg BT /F1 10 Tf 12 TL ET q @@ -11277,90 +11339,80 @@ n 0 72 m 481.2283 72 l S n 0 54 m 481.2283 54 l S n 0 36 m 481.2283 36 l S n 0 18 m 481.2283 18 l S -n 192.4913 0 m 192.4913 90 l S -n 288.737 0 m 288.737 90 l S -n 384.9827 0 m 384.9827 90 l S -n 0 90 m 481.2283 90 l S +n 192.4913 0 m 192.4913 72 l S +n 288.737 0 m 288.737 72 l S +n 384.9827 0 m 384.9827 72 l S +n 0 0 m 0 72 l S +n 481.2283 0 m 481.2283 72 l S n 0 0 m 481.2283 0 l S -n 0 0 m 0 90 l S -n 481.2283 0 m 481.2283 90 l S Q Q Q q -1 0 0 1 57.02362 67.42362 cm +1 0 0 1 57.02362 693.0236 cm Q - -endstream -endobj -165 0 obj -<< -/Length 7203 ->> -stream -1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 717.0236 cm +1 0 0 1 57.02362 639.0236 cm q BT 1 0 0 1 0 38 Tm -0.070097 Tw 12 TL /F1 10 Tf 0 0 0 rg (All four servers return the PDF byte-identical against the on-disk master. The sendfile path lands within 2% of) Tj T* 0 Tw -0.036403 Tw (Caddy on throughput while holding ) Tj /F3 10 Tf (9\327 less peak RSS) Tj /F1 10 Tf ( in a binary ) Tj /F3 10 Tf (1,400\327 smaller) Tj /F1 10 Tf ( \(27 KB stripped vs 38 MB\).) Tj T* 0 Tw 1.29189 Tw (Small-request throughput \() Tj /F5 10 Tf (GET) Tj ( ) Tj (/) Tj /F1 10 Tf (\) is essentially flat across the three lumbda variants \227 the cached path) Tj T* 0 Tw (already removed per-request work, so sendfile's win is entirely on large bodies.) Tj T* ET Q Q q -1 0 0 1 57.02362 627.0236 cm +1 0 0 1 57.02362 549.0236 cm q BT 1 0 0 1 0 74 Tm .177835 Tw 12 TL /F3 10 Tf 0 0 0 rg (Adaptive preload: ``http-static-server-adaptive.lsp``.) Tj /F1 10 Tf ( A hit-counter hash-table \(URL ) Tj /F6 10 Tf 12 TL (\256) Tj /F1 10 Tf 12 TL ( integer\) is updated) Tj T* 0 Tw 1.609168 Tw (every request. Every ) Tj /F4 10 Tf (N) Tj /F1 10 Tf ( requests the counter is flushed to ) Tj /F5 10 Tf (www.hits) Tj /F1 10 Tf ( as newline-delimited ) Tj /F5 10 Tf (path) Tj ( ) Tj (count) Tj /F1 10 Tf T* 0 Tw .451079 Tw (records. On startup the file is loaded, sorted descending, and the top ) Tj /F4 10 Tf (cache-max) Tj /F1 10 Tf ( URLs are preloaded \227 so) Tj T* 0 Tw 2.841575 Tw (each boot reflects what the previous run actually served. Cold start falls back to a seed list \() Tj /F5 10 Tf (/) Tj /F1 10 Tf ( and) Tj T* 0 Tw 1.316019 Tw /F5 10 Tf (/404.html) Tj /F1 10 Tf (\). Cold requests beyond the seed set are promoted into the cache on first hit until the cap is) Tj T* 0 Tw 1.39989 Tw (reached. Because this server mutates persistent state \(the counter and the cache\) on every request, the) Tj T* 0 Tw (arena-pattern ) Tj /F5 10 Tf (heap-restore) Tj /F1 10 Tf ( is dropped and the GC build's mark-sweep reclaims transients instead.) Tj T* ET Q Q q -1 0 0 1 57.02362 585.0236 cm +1 0 0 1 57.02362 507.0236 cm q BT 1 0 0 1 0 26 Tm -0.123981 Tw 12 TL /F1 10 Tf 0 0 0 rg (For small deployments \() Tj /F6 10 Tf 12 TL (\243) Tj /F1 10 Tf 12 TL ( ~1000 resources\) this is ~95% of the win of a full predictive-preload system: the top) Tj T* 0 Tw .681079 Tw (few URLs dominate traffic and get pinned at boot. Anything rarer warms on demand. The remaining 5% \227) Tj T* 0 Tw (predicting which URLs will be needed from ) Tj /F4 10 Tf (co-occurrence) Tj /F1 10 Tf ( rather than raw frequency \227 is \24713 Future Work.) Tj T* ET Q Q q -1 0 0 1 57.02362 553.8236 cm +1 0 0 1 57.02362 467.8236 cm q -BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (12. MOAD Audit: Fixing What We Built) Tj T* ET +BT 1 0 0 1 0 3.2 Tm 108.3902 0 Td 19.2 TL /F2 16 Tf .133333 .133333 .133333 rg (12. MOAD Audit: Fixing What We Built) Tj T* -108.3902 0 Td ET Q Q q -1 0 0 1 57.02362 497.8236 cm +1 0 0 1 57.02362 413.8236 cm q BT 1 0 0 1 0 38 Tm .158726 Tw 12 TL /F1 10 Tf 0 0 0 rg (We scanned all three implementations for the five MOADs. The taxonomy used here is defined in the ) Tj 0 .4 .6 rg (MOAD) Tj T* 0 Tw 3.384835 Tw (Cheat Sheet) Tj 0 0 0 rg ( at undefect.com \227 MOAD-0001 \(sedimentary O\(N\262\) defects\), MOAD-0002 \(intertangle\),) Tj T* 0 Tw .059816 Tw (MOAD-0003 \(context-leak\), MOAD-0004 \(stringly-typed\), MOAD-0005 \(bus-factor\). Every project contains its) Tj T* 0 Tw (own sediment.) Tj T* ET Q Q q -1 0 0 1 57.02362 407.8236 cm +1 0 0 1 57.02362 323.8236 cm q BT 1 0 0 1 0 74 Tm 7.459168 Tw 12 TL /F3 10 Tf 0 0 0 rg (Standard: what the Lean EML proof sets.) Tj /F1 10 Tf ( \2478 documents a formal Lean 4 proof that) Tj T* 0 Tw .542844 Tw /F5 10 Tf (eml\(x,) Tj ( ) Tj (y\)) Tj ( ) Tj (=) Tj ( ) Tj (exp\(x\)) Tj ( ) Tj (-) Tj ( ) Tj (ln\(y\)) Tj /F1 10 Tf ( generates every elementary function \227 and that the proof is 40\327 faster) Tj T* 0 Tw .55131 Tw (than the brute-force numerical verification it replaced. That speedup is the MOAD-0001 story in microcosm:) Tj T* 0 Tw 1.171667 Tw (algebraic understanding beats O\(N\262\) search, at the proof layer just like at every other layer. We take that) Tj T* 0 Tw .048417 Tw (standard as the bar for the implementations too. Every hot path should be fast for a ) Tj /F4 10 Tf (reason) Tj /F1 10 Tf ( \(a hash, a cache,) Tj T* 0 Tw -0.019034 Tw (an O\(1\) invariant\), not because a test didn't happen to hit the slow case. Every behavior should be correct for) Tj T* 0 Tw (a reason, not by coincidence. The audit below is where we hold ourselves to that bar.) Tj T* ET Q Q q -1 0 0 1 57.02362 293.8236 cm +1 0 0 1 57.02362 209.8236 cm q BT 1 0 0 1 0 98 Tm 1.954609 Tw 12 TL /F1 10 Tf 0 0 0 rg (We also ran the unmoad scanner on the full tree at each release. Most recent scan \(2026-04-17, post) Tj T* 0 Tw .255223 Tw (portal-over-HTTP\): 18 HIGH MOAD-0001 candidates in C and 4 MOAD-0003 candidates in Python. All 18 C) Tj T* 0 Tw 1.186796 Tw (candidates inspected individually turn out to be false positives \227 one-shot option parsing, bounded-depth) Tj T* 0 Tw .330596 Tw (ancestor walks, hash bucket chain walks \(already O\(1\) amortized\), or static 6-element tables \(e.g. ) Tj /F5 10 Tf (#\\space) Tj /F1 10 Tf T* 0 Tw 3.004862 Tw (char-literal names\). The 4 Python MOAD-0003 candidates are scanner misfires on a non-ContextVar) Tj T* 0 Tw 6.764835 Tw /F5 10 Tf (Env.set\(\)) Tj /F1 10 Tf ( method. New-work-introduced MOAD-0001: ) Tj /F3 10 Tf (zero) Tj /F1 10 Tf (. The defects fixed in this paper) Tj T* 0 Tw 2.914587 Tw (\() Tj /F5 10 Tf (intern_symbol) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (_define_record_type) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (bi_string_replace) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (_tokenize_lines) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (Env.lookup) Tj /F1 10 Tf T* 0 Tw 1.773223 Tw (shortcut\) were all surfaced by other pressures \227 benchmarks, crashes, portal exchanges \227 not by the) Tj T* 0 Tw (scanner. The scanner remains a second line; the first line is building with understanding.) Tj T* ET Q Q q -1 0 0 1 57.02362 267.8236 cm +1 0 0 1 57.02362 178.6236 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (12.1 MOAD-0001: The Sedimentary Defect in Our Own Code) Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (12.1 MOAD-0001: The Sedimentary Defect in Our Own Code) Tj T* ET Q Q q -1 0 0 1 57.02362 225.8236 cm +1 0 0 1 57.02362 134.6236 cm q BT 1 0 0 1 0 26 Tm 1.195596 Tw 12 TL /F1 10 Tf 0 0 0 rg (The assembly interpreter's ) Tj /F5 10 Tf (intern_symbol) Tj /F1 10 Tf ( used a linear scan through all interned symbols \227 O\(N\) per) Tj T* 0 Tw .024897 Tw (lookup, O\(N\262\) over a program's lifetime. For a program defining 34 builtins plus user symbols, every ) Tj /F5 10 Tf (define) Tj /F1 10 Tf (,) Tj T* 0 Tw (every lambda parameter, every variable reference walked the entire table.) Tj T* ET Q Q q -1 0 0 1 57.02362 207.8236 cm +1 0 0 1 57.02362 116.6236 cm q BT 1 0 0 1 0 2 Tm 12 TL /F3 10 Tf 0 0 0 rg (Before \(linear scan\)) Tj /F1 10 Tf (:) Tj T* ET Q Q q -1 0 0 1 57.02362 109.8236 cm +1 0 0 1 57.02362 66.62362 cm q q 1 0 0 1 0 0 cm @@ -11370,33 +11422,54 @@ q .662745 .662745 .662745 RG .5 w .960784 .960784 .960784 rg -n -6 -6 480.0283 88.8 re B* +n -6 -6 480.0283 40.8 re B* Q q 0 0 0 rg -BT 1 0 0 1 0 68.8 Tm /F5 8 Tf 9.6 TL (.isym_search:) Tj T* ( cmpq %rcx, %r8 # compare lengths) Tj T* ( jne .isym_next) Tj T* ( rep cmpsb # compare bytes) Tj T* ( je .isym_found) Tj T* (.isym_next:) Tj T* ( addq $24, %rax # next entry) Tj T* ( jmp .isym_search # O\(N\) per intern) Tj T* ET +BT 1 0 0 1 0 20.8 Tm /F5 8 Tf 9.6 TL (.isym_search:) Tj T* ( cmpq %rcx, %r8 # compare lengths) Tj T* ( jne .isym_next) Tj T* ET Q Q Q Q Q -q -1 0 0 1 57.02362 89.82362 cm -q -BT 1 0 0 1 0 2 Tm 12 TL /F3 10 Tf 0 0 0 rg (After \(djb2 hash table, 1024 buckets\)) Tj /F1 10 Tf (:) Tj T* ET -Q -Q endstream endobj -166 0 obj +167 0 obj << -/Length 7846 +/Length 7975 >> stream 1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 694.2236 cm +1 0 0 1 57.02362 703.8236 cm +q +q +1 0 0 1 0 0 cm +q +1 0 0 1 6.6 6.6 cm +q +.662745 .662745 .662745 RG +.5 w +.960784 .960784 .960784 rg +n -6 -6 480.0283 60 re B* +Q +q +0 0 0 rg +BT 1 0 0 1 0 40 Tm /F5 8 Tf 9.6 TL ( rep cmpsb # compare bytes) Tj T* ( je .isym_found) Tj T* (.isym_next:) Tj T* ( addq $24, %rax # next entry) Tj T* ( jmp .isym_search # O\(N\) per intern) Tj T* ET +Q +Q +Q +Q +Q +q +1 0 0 1 57.02362 683.8236 cm +q +BT 1 0 0 1 0 2 Tm 12 TL /F3 10 Tf 0 0 0 rg (After \(djb2 hash table, 1024 buckets\)) Tj /F1 10 Tf (:) Tj T* ET +Q +Q +q +1 0 0 1 57.02362 605.0236 cm q q 1 0 0 1 0 0 cm @@ -11416,32 +11489,32 @@ Q Q Q q -1 0 0 1 57.02362 638.2236 cm +1 0 0 1 57.02362 549.0236 cm q BT 1 0 0 1 0 38 Tm .721772 Tw 12 TL /F1 10 Tf 0 0 0 rg (The fix: 99 lines changed, 1024-bucket hash table with chaining. ) Tj /F3 10 Tf (2.9x faster) Tj /F1 10 Tf ( on a 2000-symbol stress test.) Tj T* 0 Tw 2.453719 Tw (On benchmarks with fewer symbols \() Tj /F5 10 Tf (ack) Tj /F1 10 Tf (, ) Tj /F5 10 Tf (fib) Tj /F1 10 Tf (\), the improvement is modest \(15% on ) Tj /F5 10 Tf (sum-to\(50k\)) Tj /F1 10 Tf (\),) Tj T* 0 Tw 1.940417 Tw (because the linear scan was already fast at small N. The fix pays off at scale \227 the same pattern as) Tj T* 0 Tw (MOAD-0001 everywhere: invisible at small inputs, catastrophic at large ones.) Tj T* ET Q Q q -1 0 0 1 57.02362 608.2236 cm +1 0 0 1 57.02362 519.0236 cm q BT 1 0 0 1 0 14 Tm 1.423486 Tw 12 TL /F1 10 Tf 0 0 0 rg (The Python implementation had a similar defect: ) Tj /F5 10 Tf (_define_record_type) Tj /F1 10 Tf ( used ) Tj /F5 10 Tf (list.index\(\)) Tj /F1 10 Tf ( for field) Tj T* 0 Tw (lookup. Replaced with a dict. O\(N\) ) Tj /F6 10 Tf 12 TL (\256) Tj /F1 10 Tf 12 TL ( O\(1\).) Tj T* ET Q Q q -1 0 0 1 57.02362 578.2236 cm +1 0 0 1 57.02362 489.0236 cm q 0 0 0 rg BT 1 0 0 1 0 14 Tm /F3 10 Tf 12 TL 1.554556 Tw (Two more MOAD-0001 defects surfaced during the HTTP server work and were fixed in the same) Tj T* 0 Tw (pass:) Tj T* ET Q Q q -1 0 0 1 57.02362 572.2236 cm +1 0 0 1 57.02362 483.0236 cm Q q -1 0 0 1 57.02362 572.2236 cm +1 0 0 1 57.02362 483.0236 cm Q q -1 0 0 1 57.02362 536.2236 cm +1 0 0 1 57.02362 447.0236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -11463,10 +11536,10 @@ Q Q Q q -1 0 0 1 57.02362 530.2236 cm +1 0 0 1 57.02362 441.0236 cm Q q -1 0 0 1 57.02362 494.2236 cm +1 0 0 1 57.02362 405.0236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -11488,42 +11561,42 @@ Q Q Q q -1 0 0 1 57.02362 476.2236 cm +1 0 0 1 57.02362 387.0236 cm Q q -1 0 0 1 57.02362 398.2236 cm +1 0 0 1 57.02362 309.0236 cm q BT 1 0 0 1 0 62 Tm .226796 Tw 12 TL /F1 10 Tf 0 0 0 rg (A third correctness fix landed after the portal-over-HTTP demo exposed it: ) Tj /F5 10 Tf (lumbda.py) Tj /F1 10 Tf ('s ) Tj /F5 10 Tf (Env.lookup) Tj /F1 10 Tf ( used) Tj T* 0 Tw .794272 Tw (to short-cut from the local frame directly to the global frame before walking intermediate parents. That was) Tj T* 0 Tw .366019 Tw (fast but wrong \227 a let-loop parameter named the same as a global builtin \() Tj /F5 10 Tf (count) Tj /F1 10 Tf (, a SRFI-1 procedure\) got) Tj T* 0 Tw .949897 Tw (shadowed in reverse, the shortcut returned the global builtin instead of walking up to the loop's parameter) Tj T* 0 Tw .453797 Tw (frame. Fix: walk ) Tj /F5 10 Tf (self) Tj ( ) Tj /F6 10 Tf 12 TL (\256) Tj /F5 10 Tf 12 TL ( ) Tj (self.p) Tj ( ) Tj /F6 10 Tf 12 TL (\256) Tj /F5 10 Tf 12 TL ( ) Tj (...) Tj ( ) Tj /F6 10 Tf 12 TL (\256) Tj /F5 10 Tf 12 TL ( ) Tj (global) Tj /F1 10 Tf ( in order, without any shortcut. The inline cache at) Tj T* 0 Tw /F5 10 Tf (OP_LOOKUP) Tj /F1 10 Tf ( was correspondingly tightened to validate the full chain before firing. 980 tests remained green.) Tj T* ET Q Q q -1 0 0 1 57.02362 380.2236 cm +1 0 0 1 57.02362 291.0236 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (Every release audit surfaces more. Writing new code is writing new sediment, unless the audit runs.) Tj T* ET Q Q q -1 0 0 1 57.02362 354.2236 cm +1 0 0 1 57.02362 259.8236 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (12.2 MOAD-0002: The Intertangle in Our Own Design) Tj T* ET +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (12.2 MOAD-0002: The Intertangle in Our Own Design) Tj T* ET Q Q q -1 0 0 1 57.02362 336.2236 cm +1 0 0 1 57.02362 239.8236 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (All three implementations share mutable global state between subsystems:) Tj T* ET Q Q q -1 0 0 1 57.02362 330.2236 cm +1 0 0 1 57.02362 233.8236 cm Q q -1 0 0 1 57.02362 330.2236 cm +1 0 0 1 57.02362 233.8236 cm Q q -1 0 0 1 57.02362 282.2236 cm +1 0 0 1 57.02362 185.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -11545,10 +11618,10 @@ Q Q Q q -1 0 0 1 57.02362 276.2236 cm +1 0 0 1 57.02362 179.8236 cm Q q -1 0 0 1 57.02362 240.2236 cm +1 0 0 1 57.02362 143.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -11570,10 +11643,10 @@ Q Q Q q -1 0 0 1 57.02362 234.2236 cm +1 0 0 1 57.02362 137.8236 cm Q q -1 0 0 1 57.02362 198.2236 cm +1 0 0 1 57.02362 101.8236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -11595,62 +11668,62 @@ Q Q Q q -1 0 0 1 57.02362 180.2236 cm -Q -q -1 0 0 1 57.02362 138.2236 cm -q -BT 1 0 0 1 0 26 Tm .770556 Tw 12 TL /F1 10 Tf 0 0 0 rg (We documented these rather than refactoring them. In each case, the coupling exists for performance \(the) Tj T* 0 Tw .79631 Tw (globals are on hot paths\) or necessity \() Tj /F5 10 Tf (setjmp) Tj /F1 10 Tf ( requires thread-local state\). The documentation makes the) Tj T* 0 Tw (coupling visible so future work can decouple selectively.) Tj T* ET -Q +1 0 0 1 57.02362 83.82362 cm Q endstream endobj -167 0 obj +168 0 obj << -/Length 8288 +/Length 8035 >> stream 1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 753.0236 cm +1 0 0 1 57.02362 729.0236 cm q -BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf .133333 .133333 .133333 rg (12.3 Our Shared Infrastructure) Tj T* ET +BT 1 0 0 1 0 26 Tm .770556 Tw 12 TL /F1 10 Tf 0 0 0 rg (We documented these rather than refactoring them. In each case, the coupling exists for performance \(the) Tj T* 0 Tw .79631 Tw (globals are on hot paths\) or necessity \() Tj /F5 10 Tf (setjmp) Tj /F1 10 Tf ( requires thread-local state\). The documentation makes the) Tj T* 0 Tw (coupling visible so future work can decouple selectively.) Tj T* ET Q Q q -1 0 0 1 57.02362 699.0236 cm +1 0 0 1 57.02362 697.8236 cm +q +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (12.3 Our Shared Infrastructure) Tj T* ET +Q +Q +q +1 0 0 1 57.02362 641.8236 cm q BT 1 0 0 1 0 38 Tm 1.468917 Tw 12 TL /F1 10 Tf 0 0 0 rg (Every MOAD we fixed in our own code is a MOAD we understand better when we find it in others. The) Tj T* 0 Tw 3.534168 Tw (sedimentary defect in ) Tj /F5 10 Tf (intern_symbol) Tj /F1 10 Tf ( is the same pattern as the sedimentary defect in Lean 4's) Tj T* 0 Tw .17985 Tw /F5 10 Tf (check_duplicated_univ_params) Tj /F1 10 Tf (. The intertangle in our global environment register is the same pattern) Tj T* 0 Tw (as the intertangle in any system that routes state through implicit globals instead of explicit parameters.) Tj T* ET Q Q q -1 0 0 1 57.02362 633.0236 cm +1 0 0 1 57.02362 575.8236 cm q BT 1 0 0 1 0 50 Tm 1.036556 Tw 12 TL /F3 10 Tf 0 0 0 rg (Our infrastructure does not extract rent from workaholics to feed gluttons.) Tj /F1 10 Tf ( A symbol table that does) Tj T* 0 Tw .025176 Tw (O\(N\) work per lookup is a workaholic node \227 it does more work than necessary on every operation, and that) Tj T* 0 Tw .250642 Tw (cost compounds through every downstream consumer. Fixing it reduces stress on our shared computational) Tj T* 0 Tw .385785 Tw (heart. The CPU cycles saved are cycles available for the next lambda, the next continuation, the next portal) Tj T* 0 Tw (resume.) Tj T* ET Q Q q -1 0 0 1 57.02362 591.0236 cm +1 0 0 1 57.02362 533.8236 cm q 0 0 0 rg BT 1 0 0 1 0 26 Tm /F1 10 Tf 12 TL 3.447739 Tw (This is the permacomputer obligation: infrastructure that renews itself. Code that gets faster as we) Tj T* 0 Tw .462545 Tw (understand it better. A hash table is not an optimization \227 it is the removal of unnecessary suffering from a) Tj T* 0 Tw (system that deserves better.) Tj T* ET Q Q q -1 0 0 1 57.02362 559.8236 cm +1 0 0 1 57.02362 494.6236 cm q -BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (13. Future Work) Tj T* ET +BT 1 0 0 1 0 3.2 Tm 187.5102 0 Td 19.2 TL /F2 16 Tf .133333 .133333 .133333 rg (13. Future Work) Tj T* -187.5102 0 Td ET Q Q q -1 0 0 1 57.02362 545.8236 cm +1 0 0 1 57.02362 482.6236 cm Q q -1 0 0 1 57.02362 545.8236 cm +1 0 0 1 57.02362 482.6236 cm Q q -1 0 0 1 57.02362 521.8236 cm +1 0 0 1 57.02362 458.6236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -11672,10 +11745,10 @@ Q Q Q q -1 0 0 1 57.02362 515.8236 cm +1 0 0 1 57.02362 452.6236 cm Q q -1 0 0 1 57.02362 479.8236 cm +1 0 0 1 57.02362 416.6236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -11697,10 +11770,10 @@ Q Q Q q -1 0 0 1 57.02362 473.8236 cm +1 0 0 1 57.02362 410.6236 cm Q q -1 0 0 1 57.02362 389.8236 cm +1 0 0 1 57.02362 326.6236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -11722,10 +11795,10 @@ Q Q Q q -1 0 0 1 57.02362 383.8236 cm +1 0 0 1 57.02362 320.6236 cm Q q -1 0 0 1 57.02362 359.8236 cm +1 0 0 1 57.02362 296.6236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -11747,10 +11820,10 @@ Q Q Q q -1 0 0 1 57.02362 353.8236 cm +1 0 0 1 57.02362 290.6236 cm Q q -1 0 0 1 57.02362 329.8236 cm +1 0 0 1 57.02362 266.6236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -11772,10 +11845,10 @@ Q Q Q q -1 0 0 1 57.02362 323.8236 cm +1 0 0 1 57.02362 260.6236 cm Q q -1 0 0 1 57.02362 299.8236 cm +1 0 0 1 57.02362 236.6236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -11797,10 +11870,10 @@ Q Q Q q -1 0 0 1 57.02362 293.8236 cm +1 0 0 1 57.02362 230.6236 cm Q q -1 0 0 1 57.02362 281.8236 cm +1 0 0 1 57.02362 218.6236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -11822,10 +11895,10 @@ Q Q Q q -1 0 0 1 57.02362 275.8236 cm +1 0 0 1 57.02362 212.6236 cm Q q -1 0 0 1 57.02362 263.8236 cm +1 0 0 1 57.02362 200.6236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -11847,76 +11920,76 @@ Q Q Q q -1 0 0 1 57.02362 245.8236 cm +1 0 0 1 57.02362 182.6236 cm Q q -1 0 0 1 57.02362 214.6236 cm +1 0 0 1 57.02362 143.4236 cm q -BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (14. The Defect in the Model) Tj T* ET +BT 1 0 0 1 0 3.2 Tm 149.9662 0 Td 19.2 TL /F2 16 Tf .133333 .133333 .133333 rg (14. The Defect in the Model) Tj T* -149.9662 0 Td ET Q Q q -1 0 0 1 57.02362 194.6236 cm +1 0 0 1 57.02362 125.4236 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (This paper is evidence of a problem that extends beyond any single codebase.) Tj T* ET Q Q q -1 0 0 1 57.02362 128.6236 cm +1 0 0 1 57.02362 83.42362 cm q -BT 1 0 0 1 0 50 Tm .653022 Tw 12 TL /F1 10 Tf 0 0 0 rg (On April 4, 2026, ) Tj 0 .4 .6 rg (russell@unturf) Tj 0 0 0 rg ( published ) Tj 0 .4 .6 rg ("Stress on Our Shared Heart") Tj 0 0 0 rg ( \227 a systematic analysis of 1,264) Tj T* 0 Tw .998334 Tw (MOAD defects across 60+ ecosystems, 18 programming languages, with 919 patches written. The central) Tj T* 0 Tw 2.218835 Tw (finding: O\(N\262\) sedimentary defects compound across architectural layers, creating invisible performance) Tj T* 0 Tw .27131 Tw (taxation on every downstream consumer. A single bottleneck multiplies against every other bottleneck in the) Tj T* 0 Tw (dependency chain.) Tj T* ET +BT 1 0 0 1 0 26 Tm .653022 Tw 12 TL /F1 10 Tf 0 0 0 rg (On April 4, 2026, ) Tj 0 .4 .6 rg (russell@unturf) Tj 0 0 0 rg ( published ) Tj 0 .4 .6 rg ("Stress on Our Shared Heart") Tj 0 0 0 rg ( \227 a systematic analysis of 1,264) Tj T* 0 Tw .998334 Tw (MOAD defects across 60+ ecosystems, 18 programming languages, with 919 patches written. The central) Tj T* 0 Tw 2.218835 Tw (finding: O\(N\262\) sedimentary defects compound across architectural layers, creating invisible performance) Tj T* 0 Tw ET +Q +Q + +endstream +endobj +169 0 obj +<< +/Length 6995 +>> +stream +1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET +q +1 0 0 1 57.02362 741.0236 cm +q +BT 1 0 0 1 0 14 Tm .27131 Tw 12 TL /F1 10 Tf 0 0 0 rg (taxation on every downstream consumer. A single bottleneck multiplies against every other bottleneck in the) Tj T* 0 Tw (dependency chain.) Tj T* ET Q Q q -1 0 0 1 57.02362 98.62362 cm +1 0 0 1 57.02362 711.0236 cm q 0 0 0 rg BT 1 0 0 1 0 14 Tm /F1 10 Tf 12 TL .222844 Tw (On April 13--14, 2026 \227 nine days later \227 the machine learning agent that built Lumbda wrote MOAD-0001) Tj T* 0 Tw (into fresh code. Twice.) Tj T* ET Q Q q -1 0 0 1 57.02362 68.62362 cm +1 0 0 1 57.02362 645.0236 cm q -BT 1 0 0 1 0 14 Tm 1.989873 Tw 12 TL /F5 10 Tf 0 0 0 rg (intern_symbol) Tj /F1 10 Tf ( in the assembly implementation: a linear scan through all interned symbols. O\(N\) per) Tj T* 0 Tw 1.841147 Tw (lookup. The exact pattern described in "Stress on Our Shared Heart." The exact pattern the agent was) Tj T* 0 Tw ET -Q -Q - -endstream -endobj -168 0 obj -<< -/Length 6861 ->> -stream -1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET -q -1 0 0 1 57.02362 729.0236 cm -q -BT 1 0 0 1 0 26 Tm 3.328647 Tw 12 TL /F1 10 Tf 0 0 0 rg (explicitly instructed to avoid. The agent had the full MOAD taxonomy in its context window. It had) Tj T* 0 Tw 2.822739 Tw /F5 10 Tf (BLACKOPS.md) Tj /F1 10 Tf ( defining all five MOADs. It had the undefect.com mission statement. And it still wrote) Tj T* 0 Tw /F5 10 Tf (jmp) Tj ( ) Tj (.isym_search) Tj /F1 10 Tf ( instead of a hash table.) Tj T* ET +BT 1 0 0 1 0 50 Tm 1.989873 Tw 12 TL /F5 10 Tf 0 0 0 rg (intern_symbol) Tj /F1 10 Tf ( in the assembly implementation: a linear scan through all interned symbols. O\(N\) per) Tj T* 0 Tw 1.841147 Tw (lookup. The exact pattern described in "Stress on Our Shared Heart." The exact pattern the agent was) Tj T* 0 Tw 3.328647 Tw (explicitly instructed to avoid. The agent had the full MOAD taxonomy in its context window. It had) Tj T* 0 Tw 2.822739 Tw /F5 10 Tf (BLACKOPS.md) Tj /F1 10 Tf ( defining all five MOADs. It had the undefect.com mission statement. And it still wrote) Tj T* 0 Tw /F5 10 Tf (jmp) Tj ( ) Tj (.isym_search) Tj /F1 10 Tf ( instead of a hash table.) Tj T* ET Q Q q -1 0 0 1 57.02362 699.0236 cm +1 0 0 1 57.02362 615.0236 cm q BT 1 0 0 1 0 14 Tm 1.541835 Tw 12 TL /F5 10 Tf 0 0 0 rg (list.index\(\)) Tj /F1 10 Tf ( in the Python implementation's ) Tj /F5 10 Tf (_define_record_type) Tj /F1 10 Tf (: linear search for field position.) Tj T* 0 Tw (O\(N\) where O\(1\) was trivial. Same defect. Same context. Same failure.) Tj T* ET Q Q q -1 0 0 1 57.02362 681.0236 cm +1 0 0 1 57.02362 597.0236 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (The commit history proves it:) Tj T* ET Q Q q -1 0 0 1 57.02362 675.0236 cm +1 0 0 1 57.02362 591.0236 cm Q q -1 0 0 1 57.02362 675.0236 cm +1 0 0 1 57.02362 591.0236 cm Q q -1 0 0 1 57.02362 663.0236 cm +1 0 0 1 57.02362 579.0236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -11938,10 +12011,10 @@ Q Q Q q -1 0 0 1 57.02362 657.0236 cm +1 0 0 1 57.02362 573.0236 cm Q q -1 0 0 1 57.02362 645.0236 cm +1 0 0 1 57.02362 561.0236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -11963,10 +12036,10 @@ Q Q Q q -1 0 0 1 57.02362 639.0236 cm +1 0 0 1 57.02362 555.0236 cm Q q -1 0 0 1 57.02362 627.0236 cm +1 0 0 1 57.02362 543.0236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -11988,52 +12061,52 @@ Q Q Q q -1 0 0 1 57.02362 609.0236 cm +1 0 0 1 57.02362 525.0236 cm Q q -1 0 0 1 57.02362 591.0236 cm +1 0 0 1 57.02362 507.0236 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL (The defect is in the model, not the programmer.) Tj T* ET Q Q q -1 0 0 1 57.02362 537.0236 cm +1 0 0 1 57.02362 453.0236 cm q BT 1 0 0 1 0 38 Tm 5.336796 Tw 12 TL /F1 10 Tf 0 0 0 rg (Language models learn from training data. The training data contains millions of linear scans,) Tj T* 0 Tw 3.434395 Tw /F5 10 Tf (list.contains) Tj /F1 10 Tf ( calls, ) Tj /F5 10 Tf (std::find) Tj /F1 10 Tf ( inside loops, ) Tj /F5 10 Tf (array.indexOf) Tj /F1 10 Tf ( in hot paths. These patterns are) Tj T* 0 Tw .94631 Tw (statistically dominant. When a model generates code, it reproduces the dominant patterns from its training) Tj T* 0 Tw (distribution \227 including the sedimentary defects.) Tj T* ET Q Q q -1 0 0 1 57.02362 495.0236 cm +1 0 0 1 57.02362 411.0236 cm q 0 0 0 rg BT 1 0 0 1 0 26 Tm /F1 10 Tf 12 TL .029897 Tw (Cantor formalized set theory in 1874. Hash tables were implemented in 1953. The O\(1\) membership test has) Tj T* 0 Tw .363241 Tw (been known for 152 years and available in every language for 73 years. Yet language models still default to) Tj T* 0 Tw (O\(N\) because O\(N\) is what most code does. The training data is the sediment.) Tj T* ET Q Q q -1 0 0 1 57.02362 453.0236 cm +1 0 0 1 57.02362 369.0236 cm q BT 1 0 0 1 0 26 Tm 2.359862 Tw 12 TL /F3 10 Tf 0 0 0 rg (This means every machine learning agent generating code today is propagating MOAD-0001 by) Tj T* 0 Tw .91789 Tw (default.) Tj /F1 10 Tf ( Not because the solutions are unknown. Not because the agents lack capability. But because the) Tj T* 0 Tw (statistical distribution of training data encodes the defect as the norm.) Tj T* ET Q Q q -1 0 0 1 57.02362 411.0236 cm +1 0 0 1 57.02362 327.0236 cm q BT 1 0 0 1 0 26 Tm .412917 Tw 12 TL /F1 10 Tf 0 0 0 rg (The fix is not to patch individual outputs. The fix is to teach models that ) Tj /F3 10 Tf (O\(1\) is the default) Tj /F1 10 Tf ( for membership) Tj T* 0 Tw 4.550556 Tw (tests, lookups, and deduplication. That ) Tj /F5 10 Tf (set\(\)) Tj /F1 10 Tf ( is not an optimization \227 it is the baseline. That) Tj T* 0 Tw /F5 10 Tf (list.contains) Tj /F1 10 Tf ( inside a loop is a defect, not a pattern.) Tj T* ET Q Q q -1 0 0 1 57.02362 369.0236 cm +1 0 0 1 57.02362 285.0236 cm q 0 0 0 rg BT 1 0 0 1 0 26 Tm /F1 10 Tf 12 TL 1.790491 Tw (Until that teaching happens at the training level, every agent needs a MOAD audit pass on every code) Tj T* 0 Tw 1.596373 Tw (generation. This paper \227 with its commit history showing the defect introduced and then fixed \227 is the) Tj T* 0 Tw (evidence that the audit is necessary.) Tj T* ET Q Q q -1 0 0 1 57.02362 363.0236 cm +1 0 0 1 57.02362 279.0236 cm Q q -1 0 0 1 57.02362 321.0236 cm +1 0 0 1 57.02362 237.0236 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -12056,30 +12129,30 @@ Q Q Q q -1 0 0 1 57.02362 321.0236 cm +1 0 0 1 57.02362 237.0236 cm Q q -1 0 0 1 57.02362 291.0236 cm +1 0 0 1 57.02362 207.0236 cm q 0 0 0 rg BT 1 0 0 1 0 14 Tm /F1 10 Tf 12 TL 1.253223 Tw (The stress is real. The compound burden is measurable. And the models that generate our infrastructure) Tj T* 0 Tw (carry the defect in their weights.) Tj T* ET Q Q q -1 0 0 1 57.02362 273.0236 cm +1 0 0 1 57.02362 189.0236 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (This paper is the proof. The commit history is the evidence. The fix starts with awareness.) Tj T* ET Q Q q -1 0 0 1 57.02362 241.8236 cm +1 0 0 1 57.02362 149.8236 cm q -BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (Citation) Tj T* ET +BT 1 0 0 1 0 3.2 Tm 214.8302 0 Td 19.2 TL /F2 16 Tf .133333 .133333 .133333 rg (Citation) Tj T* -214.8302 0 Td ET Q Q q -1 0 0 1 57.02362 191.8236 cm +1 0 0 1 57.02362 99.82362 cm q q 1 0 0 1 0 0 cm @@ -12099,14 +12172,23 @@ Q Q Q Q + +endstream +endobj +170 0 obj +<< +/Length 2047 +>> +stream +1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 160.6236 cm +1 0 0 1 57.02362 745.8236 cm q -BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (References) Tj T* ET +BT 1 0 0 1 0 3.2 Tm 205.0782 0 Td 19.2 TL /F2 16 Tf .133333 .133333 .133333 rg (References) Tj T* -205.0782 0 Td ET Q Q q -1 0 0 1 57.02362 110.6236 cm +1 0 0 1 57.02362 695.8236 cm q q 1 0 0 1 0 0 cm @@ -12127,25 +12209,16 @@ Q Q Q q -1 0 0 1 57.02362 79.42362 cm +1 0 0 1 57.02362 656.6236 cm q -BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (License) Tj T* ET +BT 1 0 0 1 0 3.2 Tm 215.7342 0 Td 19.2 TL /F2 16 Tf .133333 .133333 .133333 rg (License) Tj T* -215.7342 0 Td ET Q Q q -1 0 0 1 57.02362 63.42362 cm +1 0 0 1 57.02362 642.6236 cm Q - -endstream -endobj -169 0 obj -<< -/Length 2103 ->> -stream -1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 561.9477 cm +1 0 0 1 57.02362 439.5477 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -12161,13 +12234,13 @@ Q Q Q q -1 0 0 1 57.02362 553.9477 cm +1 0 0 1 57.02362 431.5477 cm Q q -1 0 0 1 57.02362 545.9477 cm +1 0 0 1 57.02362 423.5477 cm Q q -1 0 0 1 57.02362 347.2922 cm +1 0 0 1 57.02362 224.8922 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -12183,17 +12256,17 @@ Q Q Q q -1 0 0 1 57.02362 339.2922 cm +1 0 0 1 57.02362 216.8922 cm Q q -1 0 0 1 57.02362 321.2922 cm +1 0 0 1 57.02362 198.8922 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F4 10 Tf 12 TL 155.3042 0 Td (GNU Affero General Public License v3) Tj T* -155.3042 0 Td ET Q Q q -1 0 0 1 57.02362 69.69221 cm +1 0 0 1 57.02362 72.09221 cm q q 1 0 0 1 0 0 cm @@ -12203,39 +12276,10 @@ q .662745 .662745 .662745 RG .5 w .960784 .960784 .960784 rg -n -6 -6 480.0283 242.4 re B* +n -6 -6 480.0283 117.6 re B* Q q -BT 1 0 0 1 0 222.4 Tm 9.6 TL /F5 8 Tf 0 0 0 rg (AGPL-3.0-only) Tj T* T* (PERMACOMPUTER PREAMBLE - NO WARRANTY) Tj T* T* (This is free software for the public good of a permacomputer hosted at) Tj T* (permacomputer.com, an always-on computer by the people, for the people. One) Tj T* (which is durable, easy to repair, ) Tj (&) Tj ( distributed like tap water for machine) Tj T* (learning intelligence.) Tj T* T* (The permacomputer is community-owned infrastructure optimized around four values:) Tj T* T* ( TRUTH - Source code must be open source ) Tj (&) Tj ( freely distributed) Tj T* ( FREEDOM - Voluntary participation without corporate control) Tj T* ( HARMONY - Systems operating with minimal waste that self-renew) Tj T* ( LOVE - Individual rights protected while fostering cooperation) Tj T* T* (This software contributes to that vision by proving that feedback) Tj T* (\(the computational primitive of continuations\) composes into a universal) Tj T* (execution model, extending across implementations through Scheme source) Tj T* (itself as the wire format. Three implementations, one language,) Tj T* (974 tests, ~17,000 lines. Code is seeds to sprout on any abandoned technology.) Tj T* T* (Learn more: https://www.permacomputer.com) Tj T* T* ET -Q -Q -Q -Q -Q - -endstream -endobj -170 0 obj -<< -/Length 1025 ->> -stream -1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET -q -1 0 0 1 57.02362 607.8236 cm -q -q -1 0 0 1 0 0 cm -q -1 0 0 1 6.6 6.6 cm -q -.662745 .662745 .662745 RG -.5 w -.960784 .960784 .960784 rg -n -6 -6 480.0283 156 re B* -Q -q -BT 1 0 0 1 0 136 Tm 9.6 TL /F5 8 Tf 0 0 0 rg (NO WARRANTY. THE SOFTWARE IS PROVIDED "AS IS" WITHOUT WARRANTY OF ANY KIND.) Tj T* T* (That said, our permacomputer's digital membrane stratum continuously runs unit,) Tj T* (integration, ) Tj (&) Tj ( functional tests on all of its own software, with our) Tj T* (permacomputer monitoring itself, repairing itself, with minimal human in the) Tj T* (loop guidance. Our machine learning agents do their best to leave no stone) Tj T* (unturned.) Tj T* T* (Copyright \(C\) 2025-2026 TimeHexOn ) Tj (&) Tj ( foxhop ) Tj (&) Tj ( russell@unturf) Tj T* (https://www.timehexon.com) Tj T* (https://www.foxhop.net) Tj T* (https://www.unturf.com/software) Tj T* (https://www.permacomputer.com) Tj T* (https://uncloseai.com) Tj T* (https://russell.ballestrini.net) Tj T* ET +BT 1 0 0 1 0 97.6 Tm 9.6 TL /F5 8 Tf 0 0 0 rg (AGPL-3.0-only) Tj T* T* (PERMACOMPUTER PREAMBLE - NO WARRANTY) Tj T* T* (This is free software for the public good of a permacomputer hosted at) Tj T* (permacomputer.com, an always-on computer by the people, for the people. One) Tj T* (which is durable, easy to repair, ) Tj (&) Tj ( distributed like tap water for machine) Tj T* (learning intelligence.) 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a/whitepaper/lumbda-whitepaper.rst +++ b/whitepaper/lumbda-whitepaper.rst @@ -20,6 +20,9 @@ .. under AGPL-3.0-only. .. Code is seeds to sprout on any abandoned technology. +Lumbda +====== + .. figure:: diagrams/lumbda-logo-green.png :width: 24% :align: center @@ -28,9 +31,6 @@ :width: 42% :align: center -Lumbda -====== - .. class:: center **A Lisp/Scheme-derived, just-in-time lambda language. Four implementation tiers with MOAD defect isolation. Workloads migrate across basic UNIX systems.**

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