memra
Rust + CUDA inference engine for NVIDIA RTX PRO 6000 Blackwell and RTX 5090. Serves safetensors and GGUF over an OpenAI-compatible API, with per-device tuned defaults and speculative decode gated byte-identical to plain decode. Hosted instance: inference.tiyuvta.ai
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- config.toml
- bug-report.md
- hardware-validation.md
- boundary-refs.yml
- ci.yml
- publish.yml
- release.yml
- PULL_REQUEST_TEMPLATE.md
- readme-craft-inference-engine-sources.json
- readme-technical-inference-repos-sources.json
- AGENTS.md
- CLAUDE.md
- readme-craft-inference-engine.md
- cutlass_fp4_sm120.cu
- dsv4_gpu.cu
- f16_prefill.cu
- fa3_prefill.cu
- fattn_vendor.cu
- flash_attn.cu
- fp8_blk_dequant.cu
- fp8_prefill.cu
- hybrid.cu
- kernels.cu
- mma_tile.cuh
- mmq_common.cuh
- mmq_fp4.cu
- mmq_fp4_stub.cu
- mmq_fp8_blk.cu
- mmq_fp8_blk_stub.cu
- mmq_iq_experts.cu
- mmq_mma_i8.cuh
- mmq_nvfp4_f8f4.cu
- mmq_nvfp4_w4a8.cu
- mmq_nvfp4_w4a8_stub.cu
- mmq_q45k.cu
- mmq_q4_0.cu
- mmq_q8_0.cu
- mmq_q8_0_f32acc.cu
- moe_f16_grouped.cu
- moe_router.cu
- qmatvec.cu
- qmatvec_gemm.cu
- spec_sample.cu
- wgmma_common.cuh
- accprobe_bench.rs
- argmax_gate.rs
- argmax_margin_probe.rs
- clc_mmq_bench.rs
- concat_prime_probe.rs
- cpu_native_check.rs
- cutlass_smoke.rs
- decode_batch_bench.rs
- decode_batch_gate.rs
- decode_bench.rs
- decode_dc_gate.rs
- decode_window_profile.rs
- depth_profile.rs
- dflash2_parity.rs
- dflash_parity.rs
- dspark_export_shared.rs
- dspark_extract.rs
- dspark_generate.rs
- dspark_q38_gate.rs
- dspark_q38_parity.rs
- dspark_sample_gate.rs
- dsv4_decode_bench.rs
- dsv4_decode_probe.rs
- dsv4_drafted_corpus.rs
- dsv4_gpu_decode_gate.rs
- dsv4_gpu_dspark_gate.rs
- dsv4_gpu_gate.rs
- dsv4_gpu_greedy.rs
- dsv4_gpu_tf_gate.rs
- dsv4_native_gemm_gate.rs
- dtype_gpu_check5.rs
- ep_step_fp8_gate.rs
- f8f4_check.rs
- fa_ab_bench.rs
- fa_deep_bench.rs
- fa_hd128_check.rs
- fa_sanitize.rs
- fa_v2_bench.rs
- fp8_mmq_bench.rs
- fp8_mmq_check.rs
- fp8_mmq_stream.rs
- frspec_owngen.rs
- frspec_rank.rs
- fused2_pin.rs
- fused_actq_bench.rs
- gdn_bench.rs
- gemma_gate.rs
- gemma_spec_session_gate.rs
- gemma_vision_e2e.rs
- gemma_vision_oracle.rs
- gemv_e4m3_bench.rs
- gguf_census.rs
- graph_allocfree_probe.rs
- graph_decode_gate.rs
- graph_session_gate.rs
- graph_warmup_stress.rs
- gu_wall_bench.rs
- hy3-layer0-oracle.rs
- iso_gap_probe.rs
- k27div_probe.rs
- kernel_check.rs
- kv_fmt_bench.rs
- logit_sample_probe.rs
- lt_ndep.rs
- m3ref.rs
- mmvq_bisect.rs
- mmvq_pair_m3.rs
- moe_devq8_check.rs
- mvq_msweep.rs
- normq_check.rs
- optipipe_gate.rs
- plainbatch_margin_probe.rs
- pp2_gate.rs
- pp_transport_smoke.rs
- ppn_bench.rs
- ppn_gate.rs
- prime_batch_gate.rs
- prime_gate.rs
- prime_graph_gate.rs
- prime_graph_smoke.rs
- q5issue_bench.rs
- quant_kv_f32_check.rs
- replay_acceptance.rs
- router_batch_bench.rs
- rp_q4_probe.rs
- run_dense.rs
- run_eagle.rs
- run_gen.rs
- run_hybrid.rs
- run_lockstep.rs
- run_safetensors.rs
- run_spec.rs
- sample_check.rs
- session_bench.rs
- session_gate.rs
- spec_econ.rs
- spec_serve_gate.rs
- spec_st_probe.rs
- st_vs_gguf.rs
- step_prefill_rollback_gate.rs
- synth_f8f4.rs
- t2probe.rs
- target_efficiency.rs
- tp_graph_probe.rs
- tp_step_attention_gate.rs
- tp_step_bf16_gate.rs
- tp_step_bf16_row_gate.rs
- tp_step_fp8_gate.rs
- tp_step_nvfp4_gate.rs
- verify_mscale.rs
- verify_probe.rs
- vision_gate.rs
- w4a4_gate.rs
- cpu_experts.rs
- cutlass_ffi.rs
- decode.rs
- decode_batch.rs
- dflash.rs
- dsv4_ffi.rs
- dsv4_gpu.rs
- eagle.rs
- f16_ffi.rs
- forward.rs
- fp8_ffi.rs
- gemma_spec.rs
- graph_update.rs
- hybrid.rs
- hybrid_forward.rs
- lib.rs
- mla.rs
- mmq_ffi.rs
- model.rs
- moe_cache.rs
- moesd.rs
- parallel.rs
- parity_geometry.rs
- pp.rs
- prime_graph.rs
- round_stream.rs
- sigrouter_contract.rs
- spec.rs
- spill.rs
- spill_pread.rs
- tp.rs
- vision.rs
- vision_gemma.rs
- vision_pre.rs
- mla_fixture_forward.rs
- mla_fixture_load_gpu.rs
- build.rs
- Cargo.toml
- THIRD-PARTY.md
- dequant_oracle_diff.rs
- dump_scales.rs
- findtok.rs
- dsv4_census.rs
- dsv4_decode_oracle_check.rs
- dsv4_dspark_gate.rs
- dsv4_forward_gate.rs
- dsv4_greedy_verify.rs
- dsv4_mint.rs
- dsv4_mtp_probe.rs
- inspect.rs
- nvfp4_validate.rs
- config.rs
- d2t.rs
- dequant.rs
- dsv4.rs
- dsv4_decode.rs
- dsv4_dspark.rs
- dsv4_forward.rs
- hf.rs
- hf_mapping.rs
- lib.rs
- micro_gguf.rs
- nvfp4_repack.rs
- safetensors.rs
- source.rs
- spec_oracle.rs
- Cargo.toml
- lib.rs
- Cargo.toml
- lib.rs
- Cargo.toml
- pdl_probe.rs
- kernels.cu
- main.rs
- build.rs
- Cargo.toml
- gemm_check.rs
- lib.rs
- Cargo.toml
- lib.rs
- Cargo.toml
- admin.rs
- anthropic.rs
- auth.rs
- capture.rs
- constrained.rs
- darklane.rs
- health.rs
- ledger.rs
- main.rs
- responses_api.rs
- surfaces.rs
- toolcall.rs
- ttft.rs
- worker.rs
- build.rs
- Cargo.toml
- tok_chat_render.rs
- tok_check.rs
- tok_freq.rs
- tok_parity.rs
- tok_span.rs
- tok_trim.rs
- chat.rs
- json.rs
- lib.rs
- unicode.rs
- unicode_data.rs
- llama_parity.rs
- Cargo.toml
- lib.rs
- Cargo.toml
- memra-fleet-meter.service
- memra-fleet-meter.timer
- memra-server.service
- README.md
- ROADMAP-2026-06.md
- BEST-OF-ALL-WORLDS.md
- FORMAT-DECISION.md
- PHASE1-HYBRID.md
- PUBLIC-BOUNDARY-DETECTION.md
- QUANT-GEMM-DECISION.md
- README.md
- RIG-NATIVE-DECODE.md
- SAFETENSORS-DECISION.md
- VISION-LANE.md
- API-SURFACES.md
- COMPETITOR-SETUP.md
- COOKBOOK.md
- DRAFT-REGIME.md
- FLAGS.md
- HY3-SPILL.md
- KERNELS.md
- MODELS.md
- ONBOARDING.md
- PERFORMANCE.md
- RELEASING.md
- SERVING.md
- SFT-TRACE-GENERATION.md
- social-preview.png
- TESTING.md
- arch_probe.cu
- bw_bench.cu
- epilogue_hoist_equiv.cu
- fp4_4x_final.cu
- fp4_layout.cu
- fp8_lt_blk_probe.cu
- fp8_lt_prefill.cu
- fp8_lt_scale_probe.cu
- fp8_vec16_probe.cu
- int8_swizzle_aload.cu
- kv_align_probe.cu
- lowbit_peak.cu
- mixed_f8f4_probe
- mixed_f8f4_probe.cu
- mma_probe.cu
- mxf4_transient_repack.cu
- pdl_probe.cu
- q4k_transient_decode.cu
- slab_repack_expert.cu
- tc_peak.cu
- argmax-run1.log
- argmax-run2.log
- argmax-verdict.txt
- arm-a0-default.log
- arm-a1-deep0.log
- arm-a2-v4off.log
- arm-a3-v43off.log
- arm-a4-v432off.log
- arm-a5-novec.log
- arm-a6-oracle.log
- bisect-1600.log
- bisect-3200.log
- bisect-400.log
- bisect-800.log
- boot-rungen.log
- boot-vram.csv
- build-122b.log
- cap-rows.jsonl
- cap-server.log
- cap-vram.csv
- dl-122b.log
- fix-4k.log
- fix-default-r1.log
- fix-default-r2.log
- gate-chunkinv.log
- gate-kernel-check.log
- gate-runspec-k1.log
- gate-runspec-k2.log
- gate-runspec-k3.log
- gate-serve-smoke.log
- kernel-check.log
- merge-122b.log
- probe-p1-code-short.log
- probe-p2-code-medium.log
- sha-122b-merged.log
- sha-122b.log
- arms-122b.out
- arms-122b.sh
- cap-122b.out
- cap-122b.sh
- gates-122b.out
- gates-122b.sh
- RESULTS.jsonl
- VERDICT.md
- verify-122b.out
- verify-122b.sh
- driver.log
- final.txt
- gpu.csv
- provenance.txt
- runner.rc
- step-4k-r1.console.log
- step-4k-r1.requests.jsonl
- step-4k-r1.summary.json
- step-4k-r2.console.log
- step-4k-r2.requests.jsonl
- step-4k-r2.summary.json
- step-4k-r3.console.log
- step-4k-r3.requests.jsonl
- step-4k-r3.summary.json
- step-4k-r4.console.log
- step-4k-r4.requests.jsonl
- step-4k-r4.summary.json
- step-4k-r5.console.log
- step-4k-r5.requests.jsonl
- step-4k-r5.summary.json
- step-decode-c1-r1.console.log
- step-decode-c1-r1.requests.jsonl
- step-decode-c1-r1.summary.json
- step-decode-c1-r2.console.log
- step-decode-c1-r2.requests.jsonl
- step-decode-c1-r2.summary.json
- step-decode-c1-r3.console.log
- step-decode-c1-r3.requests.jsonl
- step-decode-c1-r3.summary.json
- step-decode-c1-r4.console.log
- step-decode-c1-r4.requests.jsonl
- step-decode-c1-r4.summary.json
- step-decode-c1-r5.console.log
- step-decode-c1-r5.requests.jsonl
- step-decode-c1-r5.summary.json
- step-decode-c4-r1.console.log
- step-decode-c4-r1.requests.jsonl
- step-decode-c4-r1.summary.json
- step-decode-c4-r2.console.log
- step-decode-c4-r2.requests.jsonl
- step-decode-c4-r2.summary.json
- step-decode-c4-r3.console.log
- step-decode-c4-r3.requests.jsonl
- step-decode-c4-r3.summary.json
- step-decode-c4-r4.console.log
- step-decode-c4-r4.requests.jsonl
- step-decode-c4-r4.summary.json
- step-decode-c4-r5.console.log
- step-decode-c4-r5.requests.jsonl
- step-decode-c4-r5.summary.json
- step-known.sha256
- step-server.env
- step-server.failures.txt
- step-server.log
- step-short-r1.console.log
- step-short-r1.requests.jsonl
- step-short-r1.summary.json
- step-short-r2.console.log
- step-short-r2.requests.jsonl
- step-short-r2.summary.json
- step-short-r3.console.log
- step-short-r3.requests.jsonl
- step-short-r3.summary.json
- step-short-r4.console.log
- step-short-r4.requests.jsonl
- step-short-r4.summary.json
- step-short-r5.console.log
- step-short-r5.requests.jsonl
- step-short-r5.summary.json
- driver.log
- gpu.csv
- provenance.txt
- runner.rc
- step-server.env
- step-server.log
- driver.log
- gpu.csv
- provenance.txt
- runner.rc
- step-4k-r1.console.log
- step-4k-r1.requests.jsonl
- step-4k-r1.summary.json
- step-known.sha256
- step-server.env
- step-server.log
- step-short-r1.console.log
- step-short-r1.requests.jsonl
- step-short-r1.summary.json
- driver.log
- final.txt
- gpu.csv
- provenance.txt
- runner.rc
- step-4k-r1.console.log
- step-4k-r1.requests.jsonl
- step-4k-r1.summary.json
- step-4k-r2.console.log
- step-4k-r2.requests.jsonl
- step-4k-r2.summary.json
- step-4k-r3.console.log
- step-4k-r3.requests.jsonl
- step-4k-r3.summary.json
- step-4k-r4.console.log
- step-4k-r4.requests.jsonl
- step-4k-r4.summary.json
- step-4k-r5.console.log
- step-4k-r5.requests.jsonl
- step-4k-r5.summary.json
- step-decode-c1-r1.console.log
- step-decode-c1-r1.requests.jsonl
- step-decode-c1-r1.summary.json
- step-decode-c1-r2.console.log
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- step-decode-c1-r2.summary.json
- step-decode-c1-r3.console.log
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- step-decode-c1-r3.summary.json
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- step-decode-c1-r4.summary.json
- step-decode-c1-r5.console.log
- step-decode-c1-r5.requests.jsonl
- step-decode-c1-r5.summary.json
- step-decode-c4-r1.console.log
- step-decode-c4-r1.requests.jsonl
- step-decode-c4-r1.summary.json
- step-decode-c4-r2.console.log
- step-decode-c4-r2.requests.jsonl
- step-decode-c4-r2.summary.json
- step-decode-c4-r3.console.log
- step-decode-c4-r3.requests.jsonl
- step-decode-c4-r3.summary.json
- step-decode-c4-r4.console.log
- step-decode-c4-r4.requests.jsonl
- step-decode-c4-r4.summary.json
- step-decode-c4-r5.console.log
- step-decode-c4-r5.requests.jsonl
- step-decode-c4-r5.summary.json
- step-known.sha256
- step-server.env
- step-server.failures.txt
- step-server.log
- step-short-r1.console.log
- step-short-r1.requests.jsonl
- step-short-r1.summary.json
- step-short-r2.console.log
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- step-short-r2.summary.json
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- step-short-r4.summary.json
- step-short-r5.console.log
- step-short-r5.requests.jsonl
- step-short-r5.summary.json
- driver.log
- final.txt
- gpu.csv
- provenance.txt
- q27-decode-c1-r1.console.log
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- q27-decode-c1-r1.summary.json
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- runner.rc
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- final.txt
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- q27-under-step-prime-r5.console.log
- q27-under-step-prime-r5.requests.jsonl
- q27-under-step-prime-r5.summary.json
- runner.rc
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- sanity-q27-before-reverse.summary.json
- sanity-q27-final.console.log
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- sanity-q27-final.summary.json
- sanity-q27-forward-active-post-r1.console.log
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- sanity-q27-forward-active-post-r1.summary.json
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- step-prime-r4.summary.json
- step-prime-r5.console.log
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- step-prime-r5.summary.json
- step-server.env
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- step-short-active-r1.summary.json
- step-short-active-r2.console.log
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- step-short-active-r5.console.log
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- step-short-active-r5.summary.json
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- step-short-idle-r5.console.log
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- step-short-idle-r5.summary.json
- vram-both-resident-after.txt
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- driver.log
- gpu.csv
- provenance.txt
- q27-bg-r1.console.log
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- q27-bg-r1.summary.json
- q27-bg-r2.console.log
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- q27-bg-r2.summary.json
- q27-server.env
- q27-server.log
- runner.rc
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- sanity-q27-forward-active-post-r1.summary.json
- sanity-q27-forward-idle-post-r1.console.log
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- sanity-q27-forward-idle-post-r1.summary.json
- sanity-q27-initial.console.log
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- sanity-q27-initial.summary.json
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- sanity-step-forward-idle-post-r1.console.log
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- sanity-step-initial.console.log
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- sanity-step-initial.summary.json
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- driver.log
- gpu.csv
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- q27-bg-r3.console.log
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- q27-bg-r3.summary.json
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- q27-bg-r4.summary.json
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- q27-bg-r5.summary.json
- q27-server.env
- q27-server.log
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- q27-step-idle-r1.summary.json
- runner.rc
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- sanity-q27-initial.console.log
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- sanity-step-before-reverse.console.log
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- sanity-step-forward-active-post-r2.console.log
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- sanity-step-forward-active-post-r3.console.log
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- sanity-step-forward-idle-post-r1.console.log
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- sanity-step-forward-idle-post-r5.console.log
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- sanity-step-initial.console.log
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- sanity-step-reverse-idle-post-r1.console.log
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- step-server.env
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- vram-both-resident-before.txt
- driver.log
- gpu.csv
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- q27-bg-r1.console.log
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- q27-bg-r5.console.log
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- q27-bg-r5.summary.json
- q27-server.env
- q27-server.log
- q27-step-idle-r1.console.log
- q27-step-idle-r1.requests.jsonl
- q27-step-idle-r1.summary.json
- runner.rc
- sanity-q27-before-reverse.console.log
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- sanity-q27-before-reverse.summary.json
- sanity-q27-forward-active-post-r1.console.log
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- sanity-q27-forward-active-post-r1.summary.json
- sanity-q27-forward-active-post-r2.console.log
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- sanity-q27-forward-active-post-r2.summary.json
- sanity-q27-forward-active-post-r3.console.log
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- sanity-q27-forward-active-post-r3.summary.json
- sanity-q27-forward-active-post-r4.console.log
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- sanity-q27-forward-active-post-r4.summary.json
- sanity-q27-forward-active-post-r5.console.log
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- sanity-q27-forward-active-post-r5.summary.json
- sanity-q27-forward-idle-post-r1.console.log
- sanity-q27-forward-idle-post-r1.requests.jsonl
- sanity-q27-forward-idle-post-r1.summary.json
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- long_limits_gate.py
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- BASELINES.md
- GEOMETRY.md
- PROGRESS.md
- REPORT.md
- activation-q27-eager-env.txt
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- activation-q27-eager-metrics.json
- activation-q27-eager-server.log
- activation-points.jsonl
- arm-invariant.txt
- SHA256SUMS.input
- full_hit_cell.py
- mixed_cell.py
- pair_gate.py
- PROGRESS.md
- RESULTS.md
- .upstream-sweep-since
- BW24-BUILD-MAP.md
- INDEX.md
- INFERENCE-FEATURE-MAP.md
- SOTA-ADOPTION-2026-07.md
- SOTA-SWEEP-2026-07-13.md
- .gitattributes
- .gitignore
- .ignore
- AGENTS.md
- ARCHITECTURE-H100.md
- ARCHITECTURE.md
- bench_vllm.py
- Cargo.lock
- Cargo.toml
- CITATION.cff
- CLAUDE.md
- CONTRIBUTING.md
- LICENSE
- README.md
- SECURITY.md
# Installation Guide
1. Get the code
git clone https://github.com/avifenesh/memra
Downloads the entire project code from GitHub to your computer.
cd memra
Moves into the project folder you just downloaded.
2. Official Install Script
Easy Recommendedcurl -fsSL https://raw.githubusercontent.com/avifenesh/memra/main/tools/install.sh | sh
Downloads and runs the official install script in one line β this handles the full setup automatically.
After installing, open a new terminal and run the program's version command (e.g. --version) to confirm it worked.
Pulled directly from this repo's README.
3. Rust
MediumPrerequisites
- Git Needed to download the project code from GitHub.
- Rust (rustup) Installing via rustup also installs cargo.
cargo build --release
Compiles the Rust project.
If cargo build finishes without errors, it worked. The executable is created under target/.
Pulled directly from this repo's README.
// repository documentation
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