diff --git a/ENVIRONMENT_NOTE.json b/ENVIRONMENT_NOTE.json new file mode 100644 index 0000000000000000000000000000000000000000..2ff42108c9dd041d69460f327a467f4e7568c1b1 --- /dev/null +++ b/ENVIRONMENT_NOTE.json @@ -0,0 +1,10 @@ +{ + "status": "observed_and_documented", + "torch_imported_version": "2.3.0+cu121", + "torch_cuda_build": "12.1", + "torch_distribution_metadata": "2.9.1", + "cpu_replay_imported_binary": "2.3.0+cu121", + "clean_environment_installation_validated": false, + "historical_training_binary_version_established": false, + "scope": "Current CPU portable-loader checks; distribution metadata is inconsistent with imported module. This addendum does not alter checkpoints, scientific scores or the frozen core." +} diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..b11b335e696743dbbbbc1311c78129389095c958 --- /dev/null +++ b/README.md @@ -0,0 +1,167 @@ +--- +language: +- en +tags: +- biology +- protein +- gpt2 +- reproducibility +- research +--- + +# bio2nl: the 2026-10-02 model collection + +This package describes **9 freshly pretrained GPT-2-style models and 27 complete +source-validation-selected protein-pair classifiers**. It includes the exact +shared 32,000-entry BPE tokenizer, all configuration/provenance identities and an +offline CPU loader. Weights are the original files, not converted or retrained. +The model repository is `dnagpt/bio2nl-models`. Pin an immutable repository +revision when downloading; the accompanying GitHub release records the verified commit. + +## Scope and scientific interpretation + +EP pretraining mixes English and natural protein, ES mixes the same English and +residue-shuffled protein, and EE uses English plus additional English. Each run +uses 16,777,216 input tokens and 1,024 updates. Each condition has three +pretraining seeds. Each pretrained model has three source fine-tuning seeds. +Fine-tuning uses 8,044 protein sequence-pair training examples for five epochs; +minimum source validation cross-entropy selects the saved epoch, ties earlier. +Every selected checkpoint includes the fine-tuned backbone and its original +two-logit classifier head. No English pair labels trained or selected these heads. + +These are exploratory research models. Protein labels measure the experiment's +operational sequence similarity, not verified structural or remote homology. +The current EP source-test accuracy is about 50.8%; its English transfer results +do not demonstrate reliable fixed-head sentence-similarity classification. A +modest exploratory ranking difference is reported in the accompanying study. +The CPU examples here are software checks, not new scientific evaluations. + +Source and result release: +[GitHub immutable source](https://github.com/maris205/bio2nl/tree/0d91df978ab5ac8604a9216bb5a6036605aea910/releases/2026-10-03-v1/source) +and [Hugging Face protein/code release](https://huggingface.co/datasets/dnagpt/bio2nl/tree/62ced1ec44444b1879f2c473c553e6b5a9c6767f/releases/2026-10-03-v1). + +## File identities and model identifiers + +The trusted `model_catalog.json` SHA-256 is: + +``` +5f6694f206084ad51dcc27c1485c4b4d000ffe5023310482aab367d0815df067 +``` + +The catalog binds every file's size/SHA, complete tensor-state digest, backbone +and head digests, full config, tokenizer, training protocol and prepared-data +manifest. Classifier entries also bind the source-selected epoch and the exact +pretraining parent. These hashes are independently projected from the frozen +training/source-selection records; a digest merely declared by a checkpoint is +not trusted. + +| Identifier | Artifact | +|---|---| +| `EP-pt0` | Pretrained causal LM, condition EP, pretraining seed 0 | +| `EP-pt0-ft0` | Complete source-selected EP classifier, pretraining seed 0, fine-tuning seed 0 | +| `ES-pt1-ft2` | Complete source-selected ES classifier, pretraining seed 1, fine-tuning seed 2 | + +Conditions are `EP`, `ES`, `EE`; both seed indices range from 0 to 2. All 36 +weights total **15,845,506,290 bytes**. One checkpoint is about 440 MB. A +classifier is self-contained: its parent pretraining weight need not be downloaded +for inference. `upload_mapping.json` is a maintainer inventory with relative +original paths; it is not used by the public loader. + +## Download only the selected model + +Use the immutable model-repository commit recorded by the publication receipt. +Download `inference.py`, `portable_core.py`, `model_catalog.json`, `config.json`, +`tokenizer.json`, `example_pairs.json`, and one checkpoint, for example +`checkpoints/source/EP/pt0/ft0/best.pt`. Preserve this relative layout. The +`--checkpoint` option supports a differently located weight while keeping all +digest and provenance checks. + +For example, after installing `huggingface_hub`: + +```python +from huggingface_hub import snapshot_download + +snapshot_download( + repo_id="dnagpt/bio2nl-models", + revision="", + local_dir="bio2nl-models", + allow_patterns=["inference.py", "portable_core.py", "model_catalog.json", + "config.json", "tokenizer.json", "example_pairs.json", + "checkpoints/source/EP/pt0/ft0/best.pt"], +) +``` + +## Offline verification and inference + +The CPU checks used Python 3.12.3 and imported PyTorch 2.3.0+cu121. +The local distribution metadata incorrectly reported torch 2.9.1; see +`ENVIRONMENT_NOTE.json`. The requirements describe the observed import versions, +not a separately verified clean installation or a proven historical training binary. +Run in the directory containing the downloaded package. No network, credentials, +GPU, training acceptance, historical workspace path or benchmark examples are +required by the inference commands. + +```bash +python inference.py verify \ + --catalog model_catalog.json \ + --catalog-sha256 5f6694f206084ad51dcc27c1485c4b4d000ffe5023310482aab367d0815df067 \ + --artifact-root . --model-id EP-pt0-ft0 + +python inference.py predict \ + --catalog model_catalog.json \ + --catalog-sha256 5f6694f206084ad51dcc27c1485c4b4d000ffe5023310482aab367d0815df067 \ + --artifact-root . --model-id EP-pt0-ft0 --pairs example_pairs.json +``` + +Input is a JSON list of objects with exactly `sentence1` and `sentence2`. The +program refuses labels, empty endpoints, unknown/special content tokens, failed +text roundtrips and hash/provenance mismatches. It independently caps each +endpoint at 255 content tokens, emits `a + SEP + b + EOS`, right-pads with ID 0, +and pools the last attention-mask-valid position. Output reports truncation, +both log probabilities, probability for fixed label 1, the label-1 minus label-0 +margin, and uncalibrated argmax predictions (ties label 0). No polarity reversal, +threshold adjustment, target calibration or pooling substitution occurs. + +`verify` also supports pretraining IDs such as `EP-pt0`; pair classification +requires a `-ft` classifier. Programmatic `load_model` returns a standard +`GPT2LMHeadModel` for a pretraining ID, or the complete `TransferClassifier`. + +The portable example uses **CPU FP32**. The study's held-out scoring used FP32 +weights with CUDA BF16 autocast. These regimes need not produce bitwise-equal +scores. `cpu_replay_audit.json` checks the portable implementation against the +original frozen implementation under the same CPU FP32 regime, using one source +training protein pair and two handwritten English pairs. It does not recompute +the study's benchmark tables. + +## Validation and maintenance + +`portable_core.py` is a byte-identical copy of the original frozen model module +(SHA-256 `b2362edf8850fe20fbd23cc958a71f92ac2a187de4316f53f8750d3bca857592`). +`catalog_build_audit.json` records independent file/state/config/finiteness +verification of all 36 original checkpoints. `test_inference.py` covers file and +catalog tampering, wrong parent/job/epoch/config, missing or malformed heads, +nonfinite states, tokenizer tampering, path escapes and endpoint truncation. + +```bash +python -m unittest discover -s . -p test_inference.py -v +``` + +`build_catalog.py` and `validate_cpu_replay.py` are maintainer-only provenance +tools that take an explicit original workspace root. They are not needed by +users loading this public package. No weight is copied by the catalog builder. + +## Data attribution and licensing status + +The protein inputs derive from UniProtKB/Swiss-Prot with sequence-source +attribution in the accompanying protein release. English pretraining uses the +documented OpenWebText selection. The experiment-generated shared BPE vocabulary +was trained on 16 MiB each of English and protein training text; it is reused from +the historical rebuilt v2 tokenizer. The tokenizer is not an independently +trained model for every later holdout. Corpus membership and exposure limitations +remain those described in the study and data card. + +**No model-weight license has been assigned in this release.** No license grant +is inferred from training-data licenses or code provenance. Accordingly, this +card deliberately omits the Hugging Face `license` metadata field. Public +availability alone does not establish unrestricted redistribution or commercial +use rights. Any later license assignment must be a separate documented change. diff --git a/build_catalog.py b/build_catalog.py new file mode 100644 index 0000000000000000000000000000000000000000..ac26f1c71b8e55dbe6f5fcf0cc8041c36345e8f2 --- /dev/null +++ b/build_catalog.py @@ -0,0 +1,141 @@ +"""Project original verified artifacts into a public path-independent catalog. + +Maintainer tool only: no network access and no weight copying. The upload map +uses workspace-relative source paths and public repository-relative destinations. +""" +from __future__ import annotations + +import argparse +from datetime import datetime, timezone +import json +from pathlib import Path +import shutil + +import torch + +from inference import canonical_sha, file_sha, state_parts, require +import portable_core as core + + +TRAINING = Path("bio2nl/review/new_data_full_training_v1_2026-10-02") +ASSETS = Path("release_staging/revision_2026-10-03_v1/source/metadata/models_assets.json") +TOKENIZER = Path("data_rebuild/2026-10-01-portable-v2/tokenizers/mixed_bpe/tokenizer.json") + + +def write(path, value): + require(not path.exists(), "Refuse to overwrite generated artifact") + path.write_text(json.dumps(value, indent=2, sort_keys=True, allow_nan=False) + "\n") + + +def run(workspace, output): + workspace, output = Path(workspace).resolve(), Path(output).resolve() + output.mkdir(exist_ok=True, parents=True) + require(not (output / "model_catalog.json").exists(), "Catalog already exists") + assets = json.loads((workspace / ASSETS).read_text()) + selection_path = workspace / TRAINING / "results/source_selection.json" + selection = json.loads(selection_path.read_text()) + require(file_sha(selection_path) == assets["source_selection_sha256"], "Source selection digest differs") + require(selection["status"] == "frozen" and selection["conditions_filtered_by_score"] is False, + "Source selection was not frozen") + protocol_path = workspace / TRAINING / "protocol.json" + require(file_sha(protocol_path) == selection["protocol_sha256"], "Training protocol digest differs") + protocol = json.loads(protocol_path.read_text()) + config = core.make_config(protocol["design"]).to_dict() + torch.set_num_threads(4) + selected = {(x["job"]["condition"], x["job"]["pt_seed"], x["job"]["ft_seed"]): x for x in selection["selected"]} + require(len(selected) == 27 and len(assets["files"]) == 36, "Incomplete model grid") + tokenizer_file = workspace / TOKENIZER + tokenizer_sha = file_sha(tokenizer_file) + require(tokenizer_sha == protocol["design"]["tokenizer"]["sha256"], "Shared tokenizer differs") + tokenizer_json = json.loads(tokenizer_file.read_text()) + tokens = [x["content"] for x in sorted(tokenizer_json["added_tokens"], key=lambda x: x["id"])] + require(len(tokens) == 4, "Unexpected tokenizer special tokens") + catalog = {"schema_version": 1, "release_id": "bio2nl-2026-10-02-models-v1", "model_repository": "dnagpt/bio2nl-models", + "weight_license_status": "unassigned; no license grant is inferred from code or training-data licenses", + "training_protocol_sha256": selection["protocol_sha256"], "prepared_manifest_sha256": selection["prepared_manifest_sha256"], + "source_selection_sha256": file_sha(selection_path), "source_assets_manifest_sha256": file_sha(workspace / ASSETS), + "frozen_model_implementation_sha256": file_sha(workspace / TRAINING / "code_snapshot/model.py"), + "config": config, "config_canonical_sha256": canonical_sha(config), + "conditions": {"EP": "English + natural protein", "ES": "English + residue-shuffled protein", "EE": "English + additional English"}, + "tokenizer": {"path": "tokenizer.json", "sha256": tokenizer_sha, "bytes": tokenizer_file.stat().st_size, + "vocab_size": 32000, "special_tokens": tokens, + "training_recipe": "Shared byte-level BPE trained on 16 MiB English and 16 MiB protein training text; historical v2 tokenizer reused"}, + "inference": {"endpoint_cap": 255, "context_length": 512, "format": "a[:255] + [SEP=2] + b[:255] + [EOS=1]", + "padding": "right, PAD=0", "pooling": "last attention-mask-valid token (EOS)", + "score_direction": "label 1", "decision": "argmax; ties label 0", "calibration": "none", + "reference_scoring_precision": "FP32 weights with CUDA BF16 autocast", + "portable_example_precision": "CPU FP32; exact CUDA BF16 predictions are not promised"}, + "models": []} + mapping = [] + audit = [] + by_id = {} + for asset in assets["files"]: + path = workspace / asset["path"] + require(path.stat().st_size == asset["bytes"] and file_sha(path) == asset["sha256"], "Original weight digest differs") + classifier = "ft_seed" in asset + condition, pt = asset["condition"], asset["pt_seed"] + model_id = f"{condition}-pt{pt}" + (f"-ft{asset['ft_seed']}" if classifier else "") + remote = f"checkpoints/source/{condition}/pt{pt}/ft{asset['ft_seed']}/best.pt" if classifier else f"checkpoints/pretrain/{condition}/pt{pt}/model.pt" + meta_path = path.parent / "metadata.json" + meta = json.loads(meta_path.read_text()) + require(meta["status"] == "completed" and meta["run_kind"] == "full", "Incomplete original run") + payload = torch.load(path, map_location="cpu", weights_only=True, mmap=True) + kind = "source_classifier" if classifier else "causal_lm" + job = {"condition": condition, "pt_seed": pt, "smoke": False} + if classifier: + job["ft_seed"] = asset["ft_seed"] + require(payload["schema_version"] == 1 and payload["kind"] == kind and payload["metadata"]["job"] == job, + "Original checkpoint identity differs") + require(payload["metadata"]["protocol_sha256"] == selection["protocol_sha256"] and + payload["metadata"]["prepared_manifest_sha256"] == selection["prepared_manifest_sha256"], "Original provenance differs") + require(canonical_sha(payload["config"]) == canonical_sha(config), "Original complete config differs") + state = payload["state_dict"] + require(all(x.dtype == torch.float32 and torch.isfinite(x).all() for x in state.values()), "Invalid weight tensor") + digest = core.state_digest(state) + require(digest == payload["state_sha256"] == meta["checkpoint"]["state_sha256"], "Original state digest differs") + backbone, head = state_parts(state, kind) + entry = {"id": model_id, "kind": kind, "job": job, + "checkpoint": {"path": remote, "sha256": asset["sha256"], "bytes": asset["bytes"]}, + "state_sha256": digest, "state_tensor_count": len(state), "backbone_state_sha256": backbone, + "head_state_sha256": head, "config_sha256": canonical_sha(config), "tokenizer_sha256": tokenizer_sha, + "training_result_sha256": file_sha(meta_path), + "head_description": "two-logit bias-free linear score.weight (2 x 768)" if classifier else "tied 32000 x 768 language-model output embedding"} + if classifier: + chosen = selected[(condition, pt, asset["ft_seed"])] + require(chosen["checkpoint"]["sha256"] == asset["sha256"] and chosen["checkpoint"]["state_sha256"] == digest and + chosen["source_result"]["sha256"] == file_sha(meta_path), "Frozen selection differs") + require(payload["metadata"]["epoch"] == chosen["best_epoch"] == asset["best_epoch"] == meta["best_epoch"], "Selected epoch differs") + parent = by_id[f"{condition}-pt{pt}"] + require(meta["pretraining_checkpoint"]["sha256"] == parent["checkpoint"]["sha256"] and + meta["pretraining_checkpoint"]["state_sha256"] == parent["state_sha256"] and + meta["new_parent_backbone_exactly_inherited"] is True, "Parent link differs") + require(tuple(state["score.weight"].shape) == (2, 768), "Original classifier head differs") + entry.update(selected_epoch=chosen["best_epoch"], selection="minimum source validation CE; ties earlier epoch", + pretraining_parent={"id": parent["id"], "sha256": parent["checkpoint"]["sha256"], "state_sha256": parent["state_sha256"]}) + else: + require(torch.equal(state["lm_head.weight"], state["transformer.wte.weight"]), "LM tied aliases differ") + entry.update(pretraining_steps=meta["updates"], input_tokens=meta["input_tokens"]) + catalog["models"].append(entry) + by_id[model_id] = entry + mapping.append({"source_relative": asset["path"], "path_in_repo": remote, "sha256": asset["sha256"], "bytes": asset["bytes"]}) + audit.append({"id": model_id, "file_verified": True, "state_verified": True, "config_verified": True, + "finite_fp32": True, "source_selection_verified": classifier, "tensor_count": len(state)}) + del payload, state + print("verified", model_id, flush=True) + shutil.copyfile(tokenizer_file, output / "tokenizer.json") + write(output / "config.json", config) + write(output / "model_catalog.json", catalog) + write(output / "upload_mapping.json", {"schema_version": 1, "model_repository": "dnagpt/bio2nl-models", "repo_type": "model", + "scope": "Existing original weights; no second weight copy; package support files added separately", "weights": mapping}) + write(output / "catalog_build_audit.json", {"status": "passed", "completed_at_utc": datetime.now(timezone.utc).isoformat(), + "models": audit, "weight_files": len(mapping), "weight_bytes": sum(x["bytes"] for x in mapping), + "catalog_sha256": file_sha(output / "model_catalog.json"), "weight_files_copied": 0, + "trained_or_scored_benchmarks": False, "gpu_used": False}) + + +if __name__ == "__main__": + parser = argparse.ArgumentParser(description=__doc__) + parser.add_argument("--workspace", type=Path, required=True) + parser.add_argument("--output", type=Path, required=True) + args = parser.parse_args() + run(args.workspace, args.output) diff --git a/catalog_build_audit.json b/catalog_build_audit.json new file mode 100644 index 0000000000000000000000000000000000000000..78cf5b9a9811a2823e3c5472110815d7750c58ca --- /dev/null +++ b/catalog_build_audit.json @@ -0,0 +1,336 @@ +{ + "catalog_sha256": "5f6694f206084ad51dcc27c1485c4b4d000ffe5023310482aab367d0815df067", + "completed_at_utc": "2026-10-03T08:13:32.395981+00:00", + "gpu_used": false, + "models": [ + { + "config_verified": true, + "file_verified": true, + "finite_fp32": true, + "id": "EP-pt0", + "source_selection_verified": false, + "state_verified": true, + "tensor_count": 149 + }, + { + "config_verified": true, + "file_verified": true, + "finite_fp32": true, + "id": "EP-pt1", + "source_selection_verified": false, + "state_verified": true, + "tensor_count": 149 + }, + { + "config_verified": true, + "file_verified": true, + "finite_fp32": true, + "id": "EP-pt2", + "source_selection_verified": false, + "state_verified": true, + "tensor_count": 149 + }, + { + "config_verified": true, + "file_verified": true, + "finite_fp32": true, + "id": "ES-pt0", + "source_selection_verified": false, + "state_verified": true, + "tensor_count": 149 + }, + { + "config_verified": true, + "file_verified": true, + "finite_fp32": true, + "id": "ES-pt1", + "source_selection_verified": false, + "state_verified": true, + "tensor_count": 149 + }, + { + "config_verified": true, + "file_verified": true, + "finite_fp32": true, + "id": "ES-pt2", + "source_selection_verified": false, + "state_verified": true, + "tensor_count": 149 + }, + { + "config_verified": true, + "file_verified": true, + "finite_fp32": true, + "id": "EE-pt0", + "source_selection_verified": false, + "state_verified": true, + "tensor_count": 149 + }, + { + "config_verified": true, + "file_verified": true, + "finite_fp32": true, + "id": "EE-pt1", + "source_selection_verified": false, + "state_verified": true, + "tensor_count": 149 + }, + { + "config_verified": true, + "file_verified": true, + "finite_fp32": true, + "id": "EE-pt2", + "source_selection_verified": false, + "state_verified": true, + "tensor_count": 149 + }, + { + "config_verified": true, + "file_verified": true, + "finite_fp32": true, + "id": "EP-pt0-ft0", + "source_selection_verified": true, + "state_verified": true, + "tensor_count": 149 + }, + { + "config_verified": true, + "file_verified": true, + "finite_fp32": true, + "id": "EP-pt0-ft1", + "source_selection_verified": true, + "state_verified": true, + "tensor_count": 149 + }, + { + "config_verified": true, + "file_verified": true, + "finite_fp32": true, + "id": "EP-pt0-ft2", + "source_selection_verified": true, + "state_verified": true, + "tensor_count": 149 + }, + { + "config_verified": true, + "file_verified": true, + "finite_fp32": true, + "id": "ES-pt0-ft0", + "source_selection_verified": true, + "state_verified": true, + "tensor_count": 149 + }, + { + "config_verified": true, + "file_verified": true, + "finite_fp32": true, + "id": "ES-pt0-ft1", + "source_selection_verified": true, + "state_verified": true, + "tensor_count": 149 + }, + { + "config_verified": true, + "file_verified": true, + "finite_fp32": true, + "id": "ES-pt0-ft2", + "source_selection_verified": true, + "state_verified": true, + "tensor_count": 149 + }, + { + "config_verified": true, + "file_verified": true, + "finite_fp32": true, + "id": "EE-pt0-ft0", + "source_selection_verified": true, + "state_verified": true, + "tensor_count": 149 + }, + { + "config_verified": true, + "file_verified": true, + "finite_fp32": true, + "id": "EE-pt0-ft1", + "source_selection_verified": true, + "state_verified": true, + "tensor_count": 149 + }, + { + "config_verified": true, + "file_verified": true, + "finite_fp32": true, + "id": "EE-pt0-ft2", + "source_selection_verified": true, + "state_verified": true, + "tensor_count": 149 + }, + { + "config_verified": true, + "file_verified": true, + "finite_fp32": true, + "id": "EP-pt1-ft0", + "source_selection_verified": true, + "state_verified": true, + "tensor_count": 149 + }, + { + "config_verified": true, + "file_verified": true, + "finite_fp32": true, + "id": "EP-pt1-ft1", + "source_selection_verified": true, + "state_verified": true, + "tensor_count": 149 + }, + { + "config_verified": true, + "file_verified": true, + "finite_fp32": true, + "id": "EP-pt1-ft2", + "source_selection_verified": true, + "state_verified": true, + "tensor_count": 149 + }, + { + "config_verified": true, + "file_verified": true, + "finite_fp32": true, + "id": "ES-pt1-ft0", + "source_selection_verified": true, + "state_verified": true, + "tensor_count": 149 + }, + { + "config_verified": true, + "file_verified": true, + "finite_fp32": true, + "id": "ES-pt1-ft1", + "source_selection_verified": true, + "state_verified": true, + "tensor_count": 149 + }, + { + "config_verified": true, + "file_verified": true, + "finite_fp32": true, + "id": "ES-pt1-ft2", + "source_selection_verified": 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null, + "torchscript": false, + "transformers_version": "4.45.2", + "typical_p": 1.0, + "use_bfloat16": false, + "use_cache": false, + "vocab_size": 32000 +} diff --git a/cpu_replay_audit.json b/cpu_replay_audit.json new file mode 100644 index 0000000000000000000000000000000000000000..a8d67c1b4a38c7353060262e151c7303a3c93aed --- /dev/null +++ b/cpu_replay_audit.json @@ -0,0 +1,34 @@ +{ + "all_encodings_exact": true, + "batch_size_1_vs_3_max_abs_log_probability_difference": 1.1920928955078125e-07, + "benchmark_scores_computed": false, + "catalog_sha256": "5f6694f206084ad51dcc27c1485c4b4d000ffe5023310482aab367d0815df067", + "classifier_id": "EP-pt0-ft0", + "classifier_max_abs_log_probability_difference": 0.0, + "classifier_predictions_exact": true, + "code_sha256": { + "inference.py": "43f5a1c770354b588b046ff02e4d03df4c13086224df4fba1285f8f2b3cf91ec", + "portable_core.py": "b2362edf8850fe20fbd23cc958a71f92ac2a187de4316f53f8750d3bca857592", + "validate_cpu_replay.py": "c8d232a6a386b6ce2a1d204887c0d582cd12d90b7988ed315158f1ed141f8ac4" + }, + "completed_at_utc": "2026-10-03T08:22:48.747609+00:00", + "cpu_threads": 4, + "device": "cpu", + "examples": { + "handwritten_english_pairs": 2, + "source_training_protein_pairs": 1, + "source_training_row_id": "a4478a3375338815d4abef8adc599c5dd44affd5a4265ebb2a350890b8327e81" + }, + "fixed_batch_padding_tolerance": 1e-05, + "gpu_used": false, + "limitation": "CPU FP32 replay validates portable loading/encoding. It does not promise bitwise equality with prior CUDA BF16 benchmark predictions.", + "optimizer_updates": 0, + "original_training_first_row_input_exact": true, + "portable_core_sha256": "b2362edf8850fe20fbd23cc958a71f92ac2a187de4316f53f8750d3bca857592", + "precision": "float32", + "pretraining_id": "EP-pt0", + "pretraining_max_abs_logit_difference": 0.0, + "reference_encoding_code_sha256": "c3e2f213da25ca7576a2875f77b33c9fa50b4ffc670a11c402d407708c9ee5bc", + "reference_model_code_sha256": "b2362edf8850fe20fbd23cc958a71f92ac2a187de4316f53f8750d3bca857592", + "status": "passed" +} diff --git a/example_pairs.json b/example_pairs.json new file mode 100644 index 0000000000000000000000000000000000000000..03ba356c37c3469f111d14cdc94d6bfa4b6c01b1 --- /dev/null +++ b/example_pairs.json @@ -0,0 +1,10 @@ +[ + { + "sentence1": "A small bird sits beside the window.", + "sentence2": "A bird is sitting next to a window." + }, + { + "sentence1": "The protein sequence is an experimental input.", + "sentence2": "The train leaves at noon." + } +] diff --git a/inference.py b/inference.py new file mode 100644 index 0000000000000000000000000000000000000000..2f08fdbbf76a098d27356a257d41b905dc617d7c --- /dev/null +++ b/inference.py @@ -0,0 +1,213 @@ +"""Offline CPU inference with independently pinned model catalog and artifacts. + +No downloads, training, benchmark scoring or workspace-dependent imports occur. +The catalog digest must be obtained from a trusted release, not from a changed +local catalog. Checkpoints are the original complete weights-only PyTorch files. +""" +from __future__ import annotations + +import argparse +import hashlib +import json +from pathlib import Path, PurePosixPath +import re + +import numpy as np +import torch +from tokenizers import Tokenizer + +import portable_core as core + + +def require(ok, message): + if not ok: + raise ValueError(message) + + +def canonical_sha(value): + return hashlib.sha256(json.dumps(value, sort_keys=True, separators=(",", ":"), allow_nan=False).encode()).hexdigest() + + +def file_sha(path): + with Path(path).open("rb") as stream: + return hashlib.file_digest(stream, "sha256").hexdigest() + + +def safe_path(root, relative): + require(isinstance(relative, str) and relative and "\\" not in relative and "\0" not in relative, + "Invalid artifact path") + item = PurePosixPath(relative) + require(not item.is_absolute() and str(item) == relative and not any(x in ("", ".", "..") for x in item.parts), + "Artifact path must be canonical and relative") + root = Path(root).resolve() + target = (root / relative).resolve() + require(target.is_relative_to(root), "Artifact escapes artifact root") + return target + + +def verify_file(path, descriptor): + require(Path(path).is_file() and Path(path).stat().st_size == descriptor["bytes"], "Artifact size differs") + require(file_sha(path) == descriptor["sha256"], "Artifact SHA-256 differs") + + +def read_catalog(path, expected_sha256): + require(isinstance(expected_sha256, str) and re.fullmatch(r"[0-9a-f]{64}", expected_sha256), + "Trusted catalog SHA-256 is required") + raw = Path(path).read_bytes() + require(hashlib.sha256(raw).hexdigest() == expected_sha256, "Catalog SHA-256 differs") + catalog = json.loads(raw) + require(catalog.get("schema_version") == 1 and catalog.get("release_id") == "bio2nl-2026-10-02-models-v1", + "Unknown model catalog") + entries = catalog["models"] + expected = {f"{c}-pt{p}" for c in ("EP", "ES", "EE") for p in range(3)} + expected |= {f"{c}-pt{p}-ft{f}" for c in ("EP", "ES", "EE") for p in range(3) for f in range(3)} + require(len(entries) == 36 and len({x["id"] for x in entries}) == 36 and {x["id"] for x in entries} == expected, + "Catalog model grid differs") + for entry in entries: + require(entry["config_sha256"] == canonical_sha(catalog["config"]), "Config identity differs") + require(entry["tokenizer_sha256"] == catalog["tokenizer"]["sha256"], "Tokenizer identity differs") + job = entry["job"] + classifier = entry["kind"] == "source_classifier" + require(entry["kind"] in ("causal_lm", "source_classifier") and job.get("smoke") is False, + "Unexpected checkpoint kind/job") + suffix = f"-ft{job['ft_seed']}" if classifier else "" + require(entry["id"] == f"{job['condition']}-pt{job['pt_seed']}" + suffix, "Model/job identity differs") + if classifier: + parents = [p for p in entries if p["id"] == entry["pretraining_parent"]["id"]] + require(len(parents) == 1, "Missing classifier parent") + parent = parents[0] + require(parent["kind"] == "causal_lm" and parent["job"]["condition"] == job["condition"] and + parent["job"]["pt_seed"] == job["pt_seed"] and + entry["pretraining_parent"]["sha256"] == parent["checkpoint"]["sha256"] and + entry["pretraining_parent"]["state_sha256"] == parent["state_sha256"], + "Classifier pretraining-parent provenance differs") + require(type(entry["selected_epoch"]) is int and 1 <= entry["selected_epoch"] <= 5, + "Invalid source-selected epoch") + return catalog + + +def select(catalog, model_id): + rows = [entry for entry in catalog["models"] if entry["id"] == model_id] + require(len(rows) == 1, "Unknown model identifier") + return rows[0] + + +def load_tokenizer(catalog, artifact_root): + descriptor = catalog["tokenizer"] + path = safe_path(artifact_root, descriptor["path"]) + verify_file(path, descriptor) + tokenizer = Tokenizer.from_file(str(path)) + require(tokenizer.get_vocab_size() == 32000 and + [tokenizer.token_to_id(s) for s in descriptor["special_tokens"]] == [0, 1, 2, 3], + "Tokenizer vocabulary or special-token identities differ") + require(tokenizer.padding is None and tokenizer.truncation is None, "Unexpected tokenizer padding/truncation") + return tokenizer + + +def state_parts(state, kind): + prefix = "transformer." if kind == "causal_lm" else "backbone." + backbone = {key[len(prefix):]: value for key, value in state.items() if key.startswith(prefix)} + head_name = "lm_head.weight" if kind == "causal_lm" else "score.weight" + require(backbone and head_name in state, "Incomplete backbone/head state") + return core.state_digest(backbone), core.state_digest({head_name: state[head_name]}) + + +def config_for_core(public_config): + """Restore integer-keyed config maps without mutating the public catalog.""" + config = json.loads(json.dumps(public_config)) + for field in ("id2label", "pruned_heads"): + config[field] = {int(key): value for key, value in config[field].items()} + return config + + +def original_config_sha_after_load(config): + """Transformers 4.45.2 from_dict adds only this runtime key in-place.""" + original = dict(config) + require(original.pop("attn_implementation", None) is None, "Unexpected injected attention implementation") + return canonical_sha(original) + + +def load_model(catalog, model_id, artifact_root, checkpoint_override=None): + entry = select(catalog, model_id) + path = Path(checkpoint_override) if checkpoint_override is not None else safe_path(artifact_root, entry["checkpoint"]["path"]) + require(path.stat().st_size == entry["checkpoint"]["bytes"], "Checkpoint size differs") + model, payload = core.load_checkpoint(path, + expected_sha256=entry["checkpoint"]["sha256"], expected_kind=entry["kind"], expected_job=entry["job"], + expected_state_sha256=entry["state_sha256"], expected_protocol_sha256=catalog["training_protocol_sha256"], + expected_manifest_sha256=catalog["prepared_manifest_sha256"], expected_epoch=entry.get("selected_epoch"), + expected_config=config_for_core(catalog["config"])) + require(original_config_sha_after_load(payload["config"]) == entry["config_sha256"], "Full checkpoint config differs") + backbone_sha, head_sha = state_parts(payload["state_dict"], entry["kind"]) + require(backbone_sha == entry["backbone_state_sha256"] and head_sha == entry["head_state_sha256"], + "Backbone/head identity differs") + require(len(payload["state_dict"]) == entry["state_tensor_count"], "Tensor inventory differs") + if entry["kind"] == "source_classifier": + require(model.score.bias is None and tuple(model.score.weight.shape) == (2, 768), "Classifier head shape differs") + del payload + return model + + +def encode_pairs(tokenizer, pairs): + require(isinstance(pairs, list) and pairs, "Supply at least one sentence pair") + ids = np.zeros((len(pairs), 512), dtype=np.int64) + masks = np.zeros_like(ids) + details = [] + for index, pair in enumerate(pairs): + require(isinstance(pair, dict) and set(pair) == {"sentence1", "sentence2"}, + "Each pair requires only sentence1 and sentence2; labels are not accepted") + original = [] + for field in ("sentence1", "sentence2"): + text = pair[field] + require(isinstance(text, str) and bool(text), "Empty/nontext endpoint") + content = tokenizer.encode(text, add_special_tokens=False).ids + require(content and all(4 <= token < 32000 for token in content), "Unknown/special content token") + require(tokenizer.decode(content, skip_special_tokens=False) == text, "Text roundtrip failed") + original.append(content) + joined = original[0][:255] + [2] + original[1][:255] + [1] + ids[index, :len(joined)] = joined + masks[index, :len(joined)] = 1 + details.append({"original_content_tokens": [len(x) for x in original], + "truncated_endpoints": [len(x) > 255 for x in original], "encoded_length": len(joined)}) + return {"input_ids": ids, "attention_mask": masks, "labels": np.zeros(len(pairs), dtype=np.int64)}, details + + +def predict_pairs(model, tokenizer, pairs, batch_size=1): + arrays, details = encode_pairs(tokenizer, pairs) + predicted = core.predict_source(model, arrays, batch_size=batch_size, device="cpu", precision="float32") + values = [] + for logp, pred, detail in zip(predicted["log_probabilities"], predicted["predictions"], details): + values.append({**detail, "log_probabilities": logp.tolist(), "probability_label_1": float(np.exp(logp[1])), + "logit_margin_label_1_minus_0": float(logp[1] - logp[0]), "predicted_label": int(pred)}) + return values + + +def main(): + parser = argparse.ArgumentParser(description=__doc__) + parser.add_argument("command", choices=("verify", "predict")) + parser.add_argument("--catalog", type=Path, required=True) + parser.add_argument("--catalog-sha256", required=True) + parser.add_argument("--artifact-root", type=Path, required=True) + parser.add_argument("--model-id", required=True, help="For example EP-pt0-ft0 or EP-pt0") + parser.add_argument("--checkpoint", type=Path, help="Explicit relocated checkpoint; all hashes still apply") + parser.add_argument("--pairs", type=Path, help="JSON array with sentence1/sentence2, without labels") + parser.add_argument("--batch-size", type=int, default=1) + parser.add_argument("--cpu-threads", type=int, default=4) + args = parser.parse_args() + require(args.cpu_threads > 0, "Invalid CPU thread count") + torch.set_num_threads(args.cpu_threads) + torch.set_float32_matmul_precision("highest") + catalog = read_catalog(args.catalog, args.catalog_sha256) + tokenizer = load_tokenizer(catalog, args.artifact_root) + model = load_model(catalog, args.model_id, args.artifact_root, args.checkpoint) + result = {"model_id": args.model_id, "checkpoint_sha256": select(catalog, args.model_id)["checkpoint"]["sha256"], + "catalog_sha256": args.catalog_sha256, "device": "cpu", "precision": "float32", "verified": True} + if args.command == "predict": + require(select(catalog, args.model_id)["kind"] == "source_classifier", "Pair inference requires a complete classifier") + require(args.pairs is not None, "--pairs is required for prediction") + result.update(fixed_direction="label_1", decision_rule="argmax_ties_label_0", + predictions=predict_pairs(model, tokenizer, json.loads(args.pairs.read_text()), args.batch_size)) + print(json.dumps(result, indent=2, allow_nan=False)) + + +if __name__ == "__main__": + main() diff --git a/model_catalog.json b/model_catalog.json new file mode 100644 index 0000000000000000000000000000000000000000..d615c3eacf6bd16efd139b3a5006ac6312fba0a1 --- /dev/null +++ b/model_catalog.json @@ -0,0 +1,1156 @@ +{ + "conditions": { + "EE": "English + additional English", + "EP": "English + natural protein", + "ES": "English + residue-shuffled protein" + }, + "config": { + "_name_or_path": "", + "activation_function": "gelu_new", + "add_cross_attention": false, + "architectures": null, + "attn_pdrop": 0.1, + "bad_words_ids": null, + "begin_suppress_tokens": null, + "bos_token_id": 1, + "chunk_size_feed_forward": 0, + 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GPT-2 models for the frozen joint-pretraining experiment. + +No workspace paths, legacy module imports, downloads or device initialization are +performed at import time. Checkpoints are accepted only with independently trusted +file, tensor-state, job and provenance identities. The caller supplies those +identities from the verified archive; a hash read from the checkpoint itself is +not an independent trust anchor. +""" +from __future__ import annotations + +from contextlib import nullcontext +import hashlib +import json +from pathlib import Path +import re +from typing import Mapping + +import numpy as np +import torch +from torch import nn +from torch.nn import functional as F +from transformers import GPT2Config, GPT2LMHeadModel, GPT2Model + + +def require(condition, message): + if not condition: + raise ValueError(message) + + +def _sha256(value, name): + require(isinstance(value, str) and re.fullmatch(r"[0-9a-f]{64}", value) is not None, + "Invalid " + name) + return value + + +def state_digest(state): + """Exact legacy name/dtype/shape framing, including all tied aliases.""" + digest = hashlib.sha256() + require(isinstance(state, Mapping) and bool(state), "Empty or invalid tensor state") + require(all(isinstance(name, str) and torch.is_tensor(value) + for name, value in state.items()), "Invalid tensor-state entry") + for name, tensor in sorted(state.items()): + value = tensor.detach().cpu().contiguous() + header = json.dumps([name, str(value.dtype), list(value.shape)], separators=(",", ":")).encode() + digest.update(len(header).to_bytes(8, "big")) + digest.update(header) + data = value.numpy().tobytes() + digest.update(len(data).to_bytes(8, "big")) + digest.update(data) + return digest.hexdigest() + + +def snapshot_state(model): + """Copy finite FP32 tensors to CPU while retaining exact shared aliases.""" + aliases, result = {}, {} + for name, tensor in model.state_dict().items(): + require(tensor.dtype == torch.float32 and torch.isfinite(tensor).all().item(), + "Invalid/nonfinite FP32 state: " + name) + key = (tensor.data_ptr(), tuple(tensor.shape), tuple(tensor.stride()), str(tensor.dtype)) + if key not in aliases: + aliases[key] = tensor.detach().cpu().clone().contiguous() + result[name] = aliases[key] + return result + + +def _seed(seed): + require(type(seed) is int and seed >= 0, "Seed must be a nonnegative integer") + return seed + + +def make_config(design): + """Construct the offline architecture described by the frozen protocol.""" + pretraining, tokenizer = design["pretraining"], design["tokenizer"] + values = dict(pretraining["architecture"]) + require(values.pop("model_type", "gpt2") == "gpt2", "Only GPT-2 is supported") + config = GPT2Config(**values, vocab_size=tokenizer["vocab_size"], + n_positions=pretraining["context_length"], n_ctx=pretraining["context_length"], + bos_token_id=tokenizer["eos_token_id"], eos_token_id=tokenizer["eos_token_id"], + pad_token_id=tokenizer["pad_token_id"]) + config._attn_implementation = "sdpa" + config.use_cache = False + return config + + +def create_pretraining_model(design, seed): + """Create a fresh FP32 LM without consuming the caller's CPU/GPU RNG.""" + with torch.random.fork_rng(devices=[]): + torch.random.default_generator.manual_seed(_seed(seed)) + return GPT2LMHeadModel(make_config(design)).float() + + +class TransferClassifier(nn.Module): + """Original backbone/score state names and mask-based final-token pooling.""" + + def __init__(self, backbone, head_seed): + super().__init__() + if isinstance(backbone, GPT2LMHeadModel): + backbone = backbone.transformer + if not isinstance(backbone, GPT2Model): + raise TypeError("Expected GPT2Model or GPT2LMHeadModel") + self.backbone = backbone + with torch.random.fork_rng(devices=[]): + torch.random.default_generator.manual_seed(_seed(head_seed)) + self.score = nn.Linear(backbone.config.n_embd, 2, bias=False, device="cpu", dtype=torch.float32) + nn.init.normal_(self.score.weight, std=0.02) + reference = next(backbone.parameters()) + self.score.to(device=reference.device, dtype=reference.dtype) + + def forward(self, input_ids, attention_mask): + require(input_ids.ndim == 2 and input_ids.shape == attention_mask.shape, + "Input/mask dimensions differ") + require(input_ids.shape[0] > 0 and input_ids.shape[1] > 0 and + torch.all((attention_mask == 0) | (attention_mask == 1)).item() and + torch.all(attention_mask.sum(1) > 0).item(), "Invalid or empty attention mask") + hidden = self.backbone(input_ids=input_ids, attention_mask=attention_mask, + use_cache=False, return_dict=True).last_hidden_state + positions = torch.arange(input_ids.shape[1], device=input_ids.device).expand_as(input_ids) + last = positions.masked_fill(attention_mask == 0, -1).amax(dim=1) + return self.score(hidden[torch.arange(input_ids.shape[0], device=input_ids.device), last]) + + +def create_classifier(lm, fine_tuning_seed): + """Reuse the complete LM backbone and initialize only the two-logit head.""" + require(isinstance(lm, GPT2LMHeadModel), "SFT must start from a complete GPT-2 LM") + return TransferClassifier(lm, fine_tuning_seed).float() + + +def load_checkpoint(path, *, expected_sha256, expected_kind, expected_job, + expected_state_sha256, expected_protocol_sha256, expected_manifest_sha256, + expected_epoch=None, expected_config=None): + """Safely load a trusted frozen checkpoint on CPU with exact provenance. + + The file SHA is checked on the same open file handle used for weights-only + deserialization. There is deliberately no unsafe pickle fallback. Returned + models are in evaluation mode with gradients disabled; training from a new + initialization uses the constructors above. + """ + for value, name in ((expected_sha256, "file SHA-256"), + (expected_state_sha256, "state SHA-256"), + (expected_protocol_sha256, "protocol SHA-256"), + (expected_manifest_sha256, "manifest SHA-256")): + _sha256(value, name) + require(expected_kind in ("causal_lm", "source_classifier"), "Invalid expected checkpoint kind") + require(isinstance(expected_job, dict) and bool(expected_job), "Expected job identity is required") + require(expected_epoch is None or (type(expected_epoch) is int and expected_epoch > 0), + "Invalid expected epoch") + with Path(path).open("rb") as stream: + digest = hashlib.sha256() + for chunk in iter(lambda: stream.read(4 * 1024 * 1024), b""): + digest.update(chunk) + require(digest.hexdigest() == expected_sha256, "Checkpoint file SHA-256 differs") + stream.seek(0) + payload = torch.load(stream, map_location="cpu", weights_only=True) + require(isinstance(payload, dict) and type(payload.get("schema_version")) is int and + payload["schema_version"] == 1 and payload.get("kind") == expected_kind, + "Invalid checkpoint schema/kind") + metadata, config_values, state = payload.get("metadata"), payload.get("config"), payload.get("state_dict") + require(isinstance(metadata, dict) and isinstance(config_values, dict), "Invalid checkpoint metadata/config") + require(metadata.get("job") == expected_job, "Checkpoint job differs") + require(metadata.get("protocol_sha256") == expected_protocol_sha256, "Checkpoint protocol differs") + require(metadata.get("prepared_manifest_sha256") == expected_manifest_sha256, "Checkpoint manifest differs") + require(expected_epoch is None or metadata.get("epoch") == expected_epoch, "Checkpoint epoch differs") + require(payload.get("state_sha256") == expected_state_sha256, "Checkpoint declared state differs") + require(isinstance(state, Mapping) and bool(state) and + all(isinstance(name, str) and torch.is_tensor(value) and value.dtype == torch.float32 + and torch.isfinite(value).all().item() for name, value in state.items()), + "Invalid/nonfinite FP32 checkpoint state") + require(state_digest(state) == expected_state_sha256, "Checkpoint tensor-state SHA-256 differs") + require(config_values.get("model_type", "gpt2") == "gpt2", "Invalid checkpoint architecture") + if expected_config is not None: + require(isinstance(expected_config, Mapping) and bool(expected_config), "Invalid expected config") + require(all(config_values.get(key) == value for key, value in expected_config.items()), + "Checkpoint config differs") + config = GPT2Config.from_dict(config_values) + config._attn_implementation = "sdpa" + config.use_cache = False + with torch.random.fork_rng(devices=[]): + if expected_kind == "causal_lm": + model = GPT2LMHeadModel(config) + else: + model = TransferClassifier(GPT2Model(config), 0) + model.load_state_dict(state, strict=True) + require(state_digest(model.state_dict()) == expected_state_sha256, "Reloaded model state differs") + model.float().eval().requires_grad_(False) + return model, payload + + +def _as_numpy(value): + return value.detach().cpu().numpy() if torch.is_tensor(value) else np.asarray(value) + + +def validate_arrays(arrays, config): + """Reject inconsistent encodings without silently changing any input row.""" + require(isinstance(arrays, Mapping) and {"input_ids", "attention_mask", "labels"} <= arrays.keys(), + "Missing encoded arrays") + values = {name: _as_numpy(arrays[name]) for name in ("input_ids", "attention_mask", "labels")} + ids, mask, labels = (values[name] for name in ("input_ids", "attention_mask", "labels")) + require(all(value.dtype == np.int64 for value in values.values()), "Encoded arrays must be int64") + require(ids.ndim == 2 and ids.shape == mask.shape and labels.shape == (len(ids),) and + len(ids) > 0 and 0 < ids.shape[1] <= config.n_positions, "Invalid encoded array dimensions") + require(np.all((ids >= 0) & (ids < config.vocab_size)), "Token ID outside vocabulary") + require(np.all((mask == 0) | (mask == 1)) and np.all(mask.sum(1) > 0) and + np.all(np.diff(mask, axis=1) <= 0), "Expected nonempty right-padded binary masks") + require(np.all((labels == 0) | (labels == 1)), "Expected binary labels") + return values + + +@torch.inference_mode() +def predict_source(model, arrays, batch_size=32, device="cpu", precision="float32"): + """Fixed-head inference; label 1 direction and argmax ties to label 0.""" + require(isinstance(model, TransferClassifier), "Expected a complete source classifier") + require(type(batch_size) is int and batch_size > 0, "Invalid batch size") + device = torch.device(device) + require((device.type == "cpu" and precision == "float32") or + (device.type == "cuda" and precision == "bfloat16"), "Explicit CPU FP32 or CUDA BF16 required") + if device.type == "cuda": + require(torch.cuda.is_available() and torch.cuda.is_bf16_supported(), "CUDA BF16 unavailable") + require(not torch.backends.cuda.matmul.allow_tf32 and not torch.backends.cudnn.allow_tf32, + "TF32 must be disabled for fixed scoring") + if device.index is None: + device = torch.device("cuda", torch.cuda.current_device()) + require(all(parameter.device == device and parameter.dtype == torch.float32 + for parameter in model.parameters()), "Model must already be FP32 on the explicit device") + values = validate_arrays(arrays, model.backbone.config) + model.eval() + chunks = [] + for start in range(0, len(values["labels"]), batch_size): + stop = min(start + batch_size, len(values["labels"])) + batch_mask = values["attention_mask"][start:stop] + maximum = int(batch_mask.sum(1).max()) + width = min(batch_mask.shape[1], ((maximum + 7) // 8) * 8) + ids = torch.as_tensor(values["input_ids"][start:stop, :width], device=device) + mask = torch.as_tensor(batch_mask[:, :width], device=device) + context = torch.autocast("cuda", dtype=torch.bfloat16) if device.type == "cuda" else nullcontext() + with context: + logits = model(ids, mask) + logp = F.log_softmax(logits.float(), dim=-1) + require(torch.isfinite(logp).all().item(), "Nonfinite source predictions") + chunks.append(logp.cpu().numpy().astype(np.float64)) + logp = np.concatenate(chunks) + return {"labels": values["labels"].copy(), "log_probabilities": logp, "predictions": logp.argmax(1)} diff --git a/requirements-inference.txt b/requirements-inference.txt new file mode 100644 index 0000000000000000000000000000000000000000..1874dcc3be498074912f683acc2ebc42c8b43877 --- /dev/null +++ b/requirements-inference.txt @@ -0,0 +1,4 @@ +numpy==2.2.6 +torch==2.3.0 +transformers==4.45.2 +tokenizers==0.20.0 diff --git a/test_audit.json b/test_audit.json new file mode 100644 index 0000000000000000000000000000000000000000..5abd16f738880358c28cd159f6de90ae06779355 --- /dev/null +++ b/test_audit.json @@ -0,0 +1,12 @@ +{ + "code_sha256": { + "inference.py": "43f5a1c770354b588b046ff02e4d03df4c13086224df4fba1285f8f2b3cf91ec", + "portable_core.py": "b2362edf8850fe20fbd23cc958a71f92ac2a187de4316f53f8750d3bca857592", + "test_inference.py": "26a8dd9c94fee295a7ba20ae65da922975f6ee1a66ad9f500fea16c8ad63f3d8" + }, + "completed_at_utc": "2026-10-03T08:22:52.059505+00:00", + "errors": 0, + "failures": 0, + "status": "passed", + "tests_run": 17 +} diff --git a/test_inference.py b/test_inference.py new file mode 100644 index 0000000000000000000000000000000000000000..d9744a53d4e663d6d70cef4e5477ca8e385fc7d7 --- /dev/null +++ b/test_inference.py @@ -0,0 +1,159 @@ +"""Integrity/adversarial tests; no large models, GPU or training required.""" +import copy +import json +from pathlib import Path +import tempfile +import unittest + +import numpy as np +import torch +from transformers import GPT2Config, GPT2Model + +import inference as api +import portable_core as core + + +HERE = Path(__file__).resolve().parent + + +class IntegrityTests(unittest.TestCase): + @classmethod + def setUpClass(cls): + torch.set_num_threads(2) + + def setUp(self): + self.temp = tempfile.TemporaryDirectory() + self.root = Path(self.temp.name) + cfg = GPT2Config(vocab_size=37, n_positions=32, n_ctx=32, n_embd=16, n_layer=1, n_head=2, + n_inner=32, eos_token_id=1, pad_token_id=0) + cfg._attn_implementation = "sdpa" + model = core.TransferClassifier(GPT2Model(cfg), 0) + self.payload = {"schema_version": 1, "kind": "source_classifier", "config": cfg.to_dict(), + "metadata": {"job": {"condition": "EP", "pt_seed": 0, "ft_seed": 0, "smoke": False}, + "protocol_sha256": "a" * 64, "prepared_manifest_sha256": "b" * 64, "epoch": 2}, + "state_dict": core.snapshot_state(model)} + self.path = self.root / "toy.pt" + self.save() + + def tearDown(self): + self.temp.cleanup() + + def save(self): + self.payload["state_sha256"] = core.state_digest(self.payload["state_dict"]) + torch.save(self.payload, self.path) + self.kw = dict(expected_sha256=api.file_sha(self.path), expected_kind="source_classifier", + expected_job=self.payload["metadata"]["job"], expected_state_sha256=self.payload["state_sha256"], + expected_protocol_sha256="a" * 64, expected_manifest_sha256="b" * 64, expected_epoch=2, + expected_config=self.payload["config"]) + + def test_intact_reloads(self): + model, payload = core.load_checkpoint(self.path, **self.kw) + self.assertEqual(core.state_digest(model.state_dict()), payload["state_sha256"]) + self.assertFalse(model.training) + self.assertTrue(all(not x.requires_grad for x in model.parameters())) + + def test_corrupt_file_rejected(self): + with self.path.open("ab") as stream: + stream.write(b"tampered") + with self.assertRaisesRegex(ValueError, "file SHA"): + core.load_checkpoint(self.path, **self.kw) + + def test_missing_head_rejected_even_with_new_digest(self): + del self.payload["state_dict"]["score.weight"] + self.save() + with self.assertRaises(RuntimeError): + core.load_checkpoint(self.path, **self.kw) + + def test_wrong_head_shape_rejected_even_with_new_digest(self): + self.payload["state_dict"]["score.weight"] = torch.zeros(3, 16) + self.save() + with self.assertRaises(RuntimeError): + core.load_checkpoint(self.path, **self.kw) + + def test_provenance_rejected(self): + for key in ("expected_protocol_sha256", "expected_manifest_sha256", "expected_state_sha256"): + changed = dict(self.kw, **{key: "c" * 64}) + with self.assertRaises(ValueError): + core.load_checkpoint(self.path, **changed) + + def test_wrong_job_rejected(self): + changed = dict(self.kw, expected_job={**self.kw["expected_job"], "ft_seed": 1}) + with self.assertRaisesRegex(ValueError, "job differs"): + core.load_checkpoint(self.path, **changed) + + def test_wrong_epoch_rejected(self): + with self.assertRaisesRegex(ValueError, "epoch differs"): + core.load_checkpoint(self.path, **{**self.kw, "expected_epoch": 1}) + + def test_wrong_config_rejected(self): + with self.assertRaisesRegex(ValueError, "config differs"): + core.load_checkpoint(self.path, **{**self.kw, "expected_config": {"n_embd": 32}}) + + def test_json_config_label_keys_roundtrip(self): + public_config = json.loads(json.dumps(self.payload["config"])) + digest = api.canonical_sha(public_config) + expected = api.config_for_core(public_config) + model, payload = core.load_checkpoint(self.path, **{**self.kw, "expected_config": expected}) + self.assertEqual(api.original_config_sha_after_load(payload["config"]), digest) + self.assertEqual(api.canonical_sha(public_config), digest) + + def test_unexpected_config_runtime_value_rejected(self): + changed = {**self.payload["config"], "attn_implementation": "eager"} + with self.assertRaisesRegex(ValueError, "injected attention"): + api.original_config_sha_after_load(changed) + + def test_nonfinite_rejected(self): + self.payload["state_dict"]["score.weight"][0, 0] = float("nan") + self.save() + with self.assertRaisesRegex(ValueError, "nonfinite"): + core.load_checkpoint(self.path, **self.kw) + + def test_path_escape_and_ambiguity_rejected(self): + for relative in ("../secret", "/tmp/file", "a/../b", "a//b", "./a", "a\\b"): + with self.assertRaises(ValueError): + api.safe_path(self.root, relative) + + def test_catalog_file_tamper(self): + path = HERE / "model_catalog.json" + original = path.read_bytes() + bad = self.root / "catalog.json" + bad.write_bytes(original + b" ") + with self.assertRaisesRegex(ValueError, "Catalog SHA"): + api.read_catalog(bad, api.file_sha(path)) + + def test_wrong_parent_rejected_with_rehashed_catalog(self): + data = json.loads((HERE / "model_catalog.json").read_text()) + entry = next(x for x in data["models"] if x["kind"] == "source_classifier") + entry["pretraining_parent"]["id"] = "ES-pt0" + path = self.root / "catalog.json" + path.write_text(json.dumps(data)) + with self.assertRaisesRegex(ValueError, "parent provenance"): + api.read_catalog(path, api.file_sha(path)) + + def test_tokenizer_hash_tamper(self): + catalog = json.loads((HERE / "model_catalog.json").read_text()) + raw = (HERE / "tokenizer.json").read_bytes() + (self.root / "tokenizer.json").write_bytes(raw.replace(b"BPE", b"XYZ", 1)) + with self.assertRaisesRegex(ValueError, "SHA"): + api.load_tokenizer(catalog, self.root) + + def test_encoding_caps_and_roundtrip(self): + catalog = json.loads((HERE / "model_catalog.json").read_text()) + tokenizer = api.load_tokenizer(catalog, HERE) + pair = {"sentence1": "hello world " * 400, "sentence2": "protein " * 400} + arrays, info = api.encode_pairs(tokenizer, [pair]) + a = tokenizer.encode(pair["sentence1"], add_special_tokens=False).ids[:255] + b = tokenizer.encode(pair["sentence2"], add_special_tokens=False).ids[:255] + self.assertEqual(arrays["input_ids"][0].tolist(), a + [2] + b + [1]) + self.assertTrue(arrays["attention_mask"].all()) + self.assertEqual(info[0]["truncated_endpoints"], [True, True]) + + def test_labels_or_empty_endpoints_rejected(self): + tokenizer = api.load_tokenizer(json.loads((HERE / "model_catalog.json").read_text()), HERE) + for pair in ({"sentence1": "a", "sentence2": "b", "label": 1}, {"sentence1": "", "sentence2": "b"}): + with self.assertRaises(ValueError): + api.encode_pairs(tokenizer, [pair]) + + +if __name__ == "__main__": + unittest.main() diff --git a/test_output.txt b/test_output.txt new file mode 100644 index 0000000000000000000000000000000000000000..34399a882748b9a933d3e1534efb4828e034b277 --- /dev/null +++ b/test_output.txt @@ -0,0 +1,22 @@ +test_catalog_file_tamper (test_inference.IntegrityTests.test_catalog_file_tamper) ... ok +test_corrupt_file_rejected (test_inference.IntegrityTests.test_corrupt_file_rejected) ... ok +test_encoding_caps_and_roundtrip (test_inference.IntegrityTests.test_encoding_caps_and_roundtrip) ... ok +test_intact_reloads (test_inference.IntegrityTests.test_intact_reloads) ... ok +test_json_config_label_keys_roundtrip (test_inference.IntegrityTests.test_json_config_label_keys_roundtrip) ... ok +test_labels_or_empty_endpoints_rejected (test_inference.IntegrityTests.test_labels_or_empty_endpoints_rejected) ... ok +test_missing_head_rejected_even_with_new_digest (test_inference.IntegrityTests.test_missing_head_rejected_even_with_new_digest) ... ok +test_nonfinite_rejected (test_inference.IntegrityTests.test_nonfinite_rejected) ... ok +test_path_escape_and_ambiguity_rejected (test_inference.IntegrityTests.test_path_escape_and_ambiguity_rejected) ... ok +test_provenance_rejected (test_inference.IntegrityTests.test_provenance_rejected) ... ok +test_tokenizer_hash_tamper (test_inference.IntegrityTests.test_tokenizer_hash_tamper) ... ok +test_unexpected_config_runtime_value_rejected (test_inference.IntegrityTests.test_unexpected_config_runtime_value_rejected) ... ok +test_wrong_config_rejected (test_inference.IntegrityTests.test_wrong_config_rejected) ... ok +test_wrong_epoch_rejected (test_inference.IntegrityTests.test_wrong_epoch_rejected) ... ok +test_wrong_head_shape_rejected_even_with_new_digest (test_inference.IntegrityTests.test_wrong_head_shape_rejected_even_with_new_digest) ... ok +test_wrong_job_rejected (test_inference.IntegrityTests.test_wrong_job_rejected) ... ok +test_wrong_parent_rejected_with_rehashed_catalog (test_inference.IntegrityTests.test_wrong_parent_rejected_with_rehashed_catalog) ... ok + +---------------------------------------------------------------------- +Ran 17 tests in 0.361s + +OK diff --git a/tokenizer.json b/tokenizer.json new file mode 100644 index 0000000000000000000000000000000000000000..39715b136d865bb35c99c92f54ce79a694c32eb9 --- /dev/null +++ b/tokenizer.json @@ -0,0 +1,159031 @@ +{ + "version": "1.0", + "truncation": null, + "padding": null, + "added_tokens": [ + { + "id": 0, + "content": "<|pad_v2|>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 1, + "content": "<|eos_v2|>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 2, + "content": "<|pair_v2|>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 3, + "content": "<|unk_v2|>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + } + ], + "normalizer": null, + "pre_tokenizer": { + "type": "ByteLevel", + "add_prefix_space": false, + "trim_offsets": true, + "use_regex": true + }, + "post_processor": null, + "decoder": { + "type": "ByteLevel", + "add_prefix_space": true, + "trim_offsets": true, + "use_regex": true + }, + "model": { + "type": "BPE", + "dropout": null, + "unk_token": "<|unk_v2|>", + "continuing_subword_prefix": null, + "end_of_word_suffix": null, + "fuse_unk": false, + "byte_fallback": false, + "ignore_merges": false, + "vocab": { + "<|pad_v2|>": 0, + "<|eos_v2|>": 1, + "<|pair_v2|>": 2, + "<|unk_v2|>": 3, + "!": 4, + "\"": 5, + "#": 6, 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"ALAA": 1963, + "RAE": 1964, + "AIT": 1965, + "EGS": 1966, + "Ġpolit": 1967, + "KRR": 1968, + "Ġsomething": 1969, + "ially": 1970, + "GAK": 1971, + "IDS": 1972, + "EVD": 1973, + "iculture": 1974, + "Ġcontin": 1975, + "KLV": 1976, + "iness": 1977, + "Ġput": 1978, + "GAN": 1979, + "Ġ'": 1980, + "ĠAn": 1981, + "FGG": 1982, + "ving": 1983, + "ittle": 1984, + "FSV": 1985, + "EQV": 1986, + "GPS": 1987, + "thing": 1988, + "NLT": 1989, + "RIS": 1990, + "AGY": 1991, + "Ġask": 1992, + "Ġchild": 1993, + "MW": 1994, + "REK": 1995, + "GIP": 1996, + "ILR": 1997, + "Ġcome": 1998, + "ants": 1999, + "KSV": 2000, + "chool": 2001, + "Ġdem": 2002, + "10": 2003, + "LFT": 2004, + "ĠDe": 2005, + "LPQ": 2006, + "APT": 2007, + "ENS": 2008, + "Ġbus": 2009, + "This": 2010, + "VVP": 2011, + "KLA": 2012, + "EST": 2013, + "ART": 2014, + "GAF": 2015, + "line": 2016, + "Ġrequ": 2017, + "ARD": 2018, + "IIV": 2019, + "ug": 2020, + "ĠInd": 2021, + "State": 2022, + "Ġcountry": 2023, + "GNS": 2024, + "Ġwr": 2025, + 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"HSP": 3902, + "Ġexist": 3903, + "ĠJan": 3904, + "Ġmus": 3905, + "ĠBar": 3906, + "ape": 3907, + "ĠEx": 3908, + "Ġrelig": 3909, + "GSC": 3910, + "ently": 3911, + "Ġlab": 3912, + "APN": 3913, + "Ġhowever": 3914, + "Ġhimself": 3915, + "Ġphys": 3916, + "Ġwoman": 3917, + "Ġdescrib": 3918, + "ij": 3919, + "AALA": 3920, + "AVH": 3921, + "IFP": 3922, + "LWV": 3923, + "ĠGe": 3924, + "Ġadminist": 3925, + "RAM": 3926, + "Ġopt": 3927, + "LIC": 3928, + "ESVS": 3929, + "FSY": 3930, + "LMP": 3931, + "irc": 3932, + "MDS": 3933, + "Ġesp": 3934, + "Ġsus": 3935, + "ĠApril": 3936, + "AHV": 3937, + "ivil": 3938, + "Ġpret": 3939, + "aul": 3940, + "lish": 3941, + "GTQ": 3942, + "Ġwhole": 3943, + "Ġmeas": 3944, + "Ġprobably": 3945, + "64": 3946, + "MED": 3947, + "WLA": 3948, + "sw": 3949, + "LFH": 3950, + "ĠBrit": 3951, + "Ġindivid": 3952, + "Ġshows": 3953, + "Ġservice": 3954, + "Ġversion": 3955, + "AALL": 3956, + "Ġcustom": 3957, + "lease": 3958, + "DVQ": 3959, + "Ġwasn": 3960, + "Ġconn": 3961, + "WLK": 3962, + "lam": 3963, + "Ġsite": 3964, + "Ġdom": 3965, + "PVQ": 3966, + "YSF": 3967, + "sec": 3968, + "KTN": 3969, + "RQT": 3970, + "GAC": 3971, + "Ġparent": 3972, + "FDN": 3973, + "KQS": 3974, + "eed": 3975, + "GKF": 3976, + "GKQ": 3977, + "TVY": 3978, + "Ġsignific": 3979, + "GALL": 3980, + "KGN": 3981, + "Ġdou": 3982, + "ENQ": 3983, + "HSD": 3984, + "ĠChina": 3985, + "angu": 3986, + "ĠClinton": 3987, + "par": 3988, + "Ġcop": 3989, + "LGLL": 3990, + "Ġbegin": 3991, + "ILC": 3992, + "MLF": 3993, + "lier": 3994, + "Ġlate": 3995, + "KQT": 3996, + "ĠEn": 3997, + "raw": 3998, + "itten": 3999, + "Ġseries": 4000, + "ients": 4001, + "like": 4002, + "VSH": 4003, + "EQF": 4004, + "GIC": 4005, + "RSH": 4006, + "AQF": 4007, + "Ġforward": 4008, + "ĠHis": 4009, + "rown": 4010, + "ĠHowever": 4011, + "Ġposition": 4012, + "ournal": 4013, + "KSY": 4014, + "LHN": 4015, + "IQN": 4016, + "Ġleaders": 4017, + "Ġinstead": 4018, + "NSQ": 4019, + "rael": 4020, + "load": 4021, + "Ġgroups": 4022, + "Ġbenef": 4023, + "MTV": 4024, + "iod": 4025, + "Ġwa": 4026, + "Ġsimply": 4027, + "ran": 4028, + "Ġbar": 4029, + "IVY": 4030, + "KRI": 4031, + "Ġaud": 4032, + "Ġep": 4033, + "PVN": 4034, + "yn": 4035, + "ETY": 4036, + "AMD": 4037, + "Ġseems": 4038, + "attle": 4039, + "MII": 4040, + "Ġ<": 4041, + "Ġhouse": 4042, + "KNF": 4043, + "ively": 4044, + "LTC": 4045, + "Ġdue": 4046, + "RKY": 4047, + "ences": 4048, + "duced": 4049, + "NVF": 4050, + "Ġmoment": 4051, + "++": 4052, + ".,": 4053, + "Ġfall": 4054, + "DDN": 4055, + "EFP": 4056, + "Ġrepl": 4057, + "lim": 4058, + "oon": 4059, + "Ġonline": 4060, + "IPQ": 4061, + "IQP": 4062, + "GHT": 4063, + "Ġ100": 4064, + "QQQQQQQQ": 4065, + "light": 4066, + "sp": 4067, + "Ġfire": 4068, + "GGW": 4069, + "LHF": 4070, + "KPD": 4071, + "LNH": 4072, + "EPF": 4073, + "Ġneg": 4074, + "RIY": 4075, + "Ġfederal": 4076, + "MVD": 4077, + "Ġindividual": 4078, + "é": 4079, + "Ġfig": 4080, + "Ġeither": 4081, + "ANQ": 4082, + "Ġsuff": 4083, + "Ġ2013": 4084, + "Ġlaws": 4085, + "Ġbreak": 4086, + "MNS": 4087, + "LSW": 4088, + "olution": 4089, + "ĠMed": 4090, + "ĠPart": 4091, + "Ġsaw": 4092, + "lood": 4093, + "Ġreleased": 4094, + "LALG": 4095, + "GPF": 4096, + "Ġchall": 4097, + "ĠIntern": 4098, + "head": 4099, + "Ġfurther": 4100, + "Ġinj": 4101, + "iday": 4102, + "redit": 4103, + "ĠEd": 4104, + "Ġthemselves": 4105, + "Ġwords": 4106, + "CLG": 4107, + "Ġtreat": 4108, + "Ġdest": 4109, + "aces": 4110, + "Ġcontinue": 4111, + "Ġnothing": 4112, + "Ġneeded": 4113, + "asing": 4114, + "Ġoutside": 4115, + "hington": 4116, + "Ġstudy": 4117, + "Ġrunning": 4118, + "KRD": 4119, + "WLR": 4120, + "LHQ": 4121, + "Ġresearch": 4122, + "MPS": 4123, + "RAH": 4124, + "AFN": 4125, + "ades": 4126, + "apt": 4127, + "ĠJust": 4128, + "How": 4129, + "LYY": 4130, + "IVQ": 4131, + "KAY": 4132, + "ĠSu": 4133, + "FTF": 4134, + "ACV": 4135, + "Ġlost": 4136, + "GDQ": 4137, + "FFP": 4138, + "Ġabove": 4139, + "Ġap": 4140, + "Ġaction": 4141, + "Ġmatter": 4142, + "Ġground": 4143, + "TDN": 4144, + "Ġdeep": 4145, + "ĠWhite": 4146, + "Ġheld": 4147, + "Ġoffice": 4148, + "Ġcharacter": 4149, + "Ġtre": 4150, + "Ġhom": 4151, + "18": 4152, + "lu": 4153, + "ming": 4154, + "Ġpri": 4155, + "RVQ": 4156, + "GPN": 4157, + "KDN": 4158, + "ĠEl": 4159, + "Ġblack": 4160, + "Ġofficials": 4161, + "Ch": 4162, + "MKV": 4163, + "LCD": 4164, + "RQP": 4165, + "ibility": 4166, + "Ġprofess": 4167, + "Ġplayer": 4168, + "Ġfinanc": 4169, + "AL": 4170, + "LLLS": 4171, + "GSW": 4172, + "iding": 4173, + "IKF": 4174, + "Ġeveryone": 4175, + "Ġprovide": 4176, + "Ġlegal": 4177, + "IGE": 4178, + "atives": 4179, + "RVY": 4180, + "Ġfield": 4181, + "NVN": 4182, + "CPS": 4183, + "port": 4184, + "Ġmass": 4185, + "Ġinit": 4186, + "PTQ": 4187, + "RDY": 4188, + "GMP": 4189, + "HVP": 4190, + "IRY": 4191, + "NNF": 4192, + "GYP": 4193, + "NPF": 4194, + "ĠNews": 4195, + "Ġespecially": 4196, + "eg": 4197, + "GFN": 4198, + "AMT": 4199, + "ribut": 4200, + "Ġeduc": 4201, + "Ġgeneral": 4202, + "CLA": 4203, + "GSH": 4204, + "Ġrev": 4205, + "AQN": 4206, + "Ġspace": 4207, + "ĠWashington": 4208, + "MIK": 4209, + "asons": 4210, + "NDT": 4211, + "LAAV": 4212, + "Ġaccept": 4213, + "KLH": 4214, + "KFV": 4215, + "PTF": 4216, + "KDY": 4217, + "Ġcand": 4218, + "Ġball": 4219, + "ĠSte": 4220, + "Ġevidence": 4221, + "Ġneeds": 4222, + "ressed": 4223, + "Ġvalue": 4224, + "EMS": 4225, + "ele": 4226, + "oring": 4227, + "ĠIm": 4228, + "ĠAfter": 4229, + "Ġtem": 4230, + "GYF": 4231, + "YVT": 4232, + "KYD": 4233, + "Ġtrue": 4234, + "Ġhours": 4235, + "CLE": 4236, + "HLN": 4237, + "HST": 4238, + "Ġconv": 4239, + "Ġfriends": 4240, + "Ġsignificant": 4241, + "RND": 4242, + "RQD": 4243, + "isc": 4244, + "IFY": 4245, + "Ġstates": 4246, + "duct": 4247, + "Ġhost": 4248, + "DVY": 4249, + "INF": 4250, + "KQP": 4251, + "apan": 4252, + "ĠInst": 4253, + "Ġcheck": 4254, + "alt": 4255, + "ĠDav": 4256, + "Ġusers": 4257, + "Ġspecific": 4258, + "AYF": 4259, + "NDP": 4260, + "Ġsitu": 4261, + "Ġsense": 4262, + "Ġsuper": 4263, + "LVLL": 4264, + "AVLL": 4265, + "umb": 4266, + "LYH": 4267, + "ITQ": 4268, + "LCT": 4269, + "Ġexpect": 4270, + "Ġ2012": 4271, + "ky": 4272, + "Ġwalk": 4273, + "RFP": 4274, + "ogn": 4275, + "Ġstudents": 4276, + "Ġfunction": 4277, + "ique": 4278, + "?\"": 4279, + "EGM": 4280, + "ICS": 4281, + "RLW": 4282, + "ches": 4283, + "Ġdam": 4284, + "ENY": 4285, + "IKY": 4286, + "ĠCong": 4287, + "Ġheart": 4288, + "Ġpersonal": 4289, + "CLK": 4290, + "EGH": 4291, + "GSSS": 4292, + "IGH": 4293, + "Ġhit": 4294, + "FFF": 4295, + "Ġsoon": 4296, + "Ġcontract": 4297, + "Ġquite": 4298, + "BC": 4299, + "cy": 4300, + "KVQ": 4301, + "NTN": 4302, + "osing": 4303, + "Ġfocus": 4304, + "IEG": 4305, + "RGN": 4306, + "LLAS": 4307, + "AAAS": 4308, + "ental": 4309, + "eter": 4310, + "KYF": 4311, + "aterial": 4312, + "RNN": 4313, + "fer": 4314, + "Ġanal": 4315, + "KKH": 4316, + "omm": 4317, + "Ġreve": 4318, + "Ġstay": 4319, + "eks": 4320, + "Ġsold": 4321, + "GGH": 4322, + "Ġitself": 4323, + "KYT": 4324, + "ccording": 4325, + "Ġcountries": 4326, + "'ll": 4327, + "Ad": 4328, + "WLP": 4329, + "GRQ": 4330, + "EYT": 4331, + "acebook": 4332, + "Ġrespons": 4333, + "Ġopportun": 4334, + "Ġchanges": 4335, + "iddle": 4336, + "MGF": 4337, + "REP": 4338, + "ĠFl": 4339, + "unt": 4340, + "oke": 4341, + "Ġpick": 4342, + "KNY": 4343, + "Ġamount": 4344, + "Ġdifficult": 4345, + "GAW": 4346, + "Ġmag": 4347, + "EKH": 4348, + "Ġled": 4349, + "RVN": 4350, + "ĠAug": 4351, + "ips": 4352, + "Ġtype": 4353, + "LGLS": 4354, + "LEM": 4355, + "Ġstore": 4356, + "Ġshot": 4357, + "They": 4358, + "ender": 4359, + "Ġdevelopment": 4360, + "KRQ": 4361, + "Ġlangu": 4362, + "RKH": 4363, + "Ġwhite": 4364, + "ĠGerman": 4365, + "Ġcommon": 4366, + "Ġ|": 4367, + "QQD": 4368, + "ITY": 4369, + "RDN": 4370, + "Ġabs": 4371, + "Ġimpact": 4372, + "medi": 4373, + "Ġrelease": 4374, + "Ġbuilding": 4375, + "right": 4376, + "Ġden": 4377, + "PSH": 4378, + "KQF": 4379, + "REH": 4380, + "ĠIsrael": 4381, + "CIS": 4382, + "Ġwebs": 4383, + "arter": 4384, + "TPQ": 4385, + "KQD": 4386, + "Ġvo": 4387, + "aving": 4388, + "Ġanyone": 4389, + "EHS": 4390, + "MDD": 4391, + "MSN": 4392, + "Ġdeter": 4393, + "Ġcreated": 4394, + "MDV": 4395, + "ray": 4396, + "AALG": 4397, + "EQN": 4398, + "ĠAss": 4399, + "Ġplayed": 4400, + "WLT": 4401, + "AEH": 4402, + "YSN": 4403, + "ung": 4404, + "ression": 4405, + "KGY": 4406, + "EEH": 4407, + "ese": 4408, + "key": 4409, + "ĠNot": 4410, + "Ġdecl": 4411, + "MKD": 4412, + "Ġshare": 4413, + "Ġminutes": 4414, + "Ġanti": 4415, + "Ġdiv": 4416, + "ached": 4417, + "ĠDr": 4418, + "ĠJapan": 4419, + "aves": 4420, + "Ġener": 4421, + "Ġrecently": 4422, + "Ġpopular": 4423, + "Ġrelationship": 4424, + "Ġpretty": 4425, + "Ġmach": 4426, + "INY": 4427, + "GQN": 4428, + "MSF": 4429, + "QDP": 4430, + "Ġenvironment": 4431, + "22": 4432, + "EMD": 4433, + "IRI": 4434, + "MID": 4435, + "RRH": 4436, + "YSQ": 4437, + "Ġinclude": 4438, + "MRK": 4439, + "RSRS": 4440, + "NNY": 4441, + "GPQ": 4442, + "ĠPar": 4443, + "Ġ25": 4444, + "Ġexecut": 4445, + "CLV": 4446, + "ees": 4447, + "KTQ": 4448, + "KTY": 4449, + "ĠJune": 4450, + "overed": 4451, + "Ġplaying": 4452, + "Ġcover": 4453, + "Ġblock": 4454, + "CLP": 4455, + "put": 4456, + "QSN": 4457, + "RYF": 4458, + "ĠOct": 4459, + "Ġupd": 4460, + "Ġcandid": 4461, + "MEI": 4462, + "atory": 4463, + "LSLS": 4464, + "Ġport": 4465, + "LTW": 4466, + "irt": 4467, + "EYF": 4468, + "Ġeconomic": 4469, + "MGT": 4470, + "FTN": 4471, + "ĠOff": 4472, + "CGS": 4473, + "MPP": 4474, + "aut": 4475, + "Ġanim": 4476, + "QSY": 4477, + "IPY": 4478, + "MRV": 4479, + "RGE": 4480, + "uary": 4481, + "LLLG": 4482, + "AVAA": 4483, + "ĠAf": 4484, + "ĠMarch": 4485, + "NDF": 4486, + "YDP": 4487, + "Ġworks": 4488, + "MFS": 4489, + "ners": 4490, + "uel": 4491, + "Ġbillion": 4492, + "Ġhon": 4493, + "LMN": 4494, + "ĠHer": 4495, + "Ġmodel": 4496, + "Ġspeak": 4497, + "MIV": 4498, + "TSTS": 4499, + "GNY": 4500, + "ĠSept": 4501, + "ival": 4502, + "Ġservices": 4503, + "Ġtotal": 4504, + "CLD": 4505, + "iter": 4506, + "Ġstat": 4507, + "ĠDo": 4508, + "Ġperiod": 4509, + "Ġvote": 4510, + "Ġwrong": 4511, + "DSDS": 4512, + "Ġreview": 4513, + "ests": 4514, + "ĠThese": 4515, + "Ġincrease": 4516, + "haps": 4517, + "NNQ": 4518, + "LWD": 4519, + "ogle": 4520, + "anger": 4521, + "ĠIndia": 4522, + "Ġoriginal": 4523, + "MGD": 4524, + "WAA": 4525, + "EEAA": 4526, + "IYN": 4527, + "ude": 4528, + "rought": 4529, + "Ġreports": 4530, + "ask": 4531, + "ctor": 4532, + "LCP": 4533, + "GHY": 4534, + "Ġarrest": 4535, + "KYV": 4536, + "GSGS": 4537, + "AFY": 4538, + "order": 4539, + "ĠDepartment": 4540, + "ĠCongress": 4541, + "KEP": 4542, + "body": 4543, + "ging": 4544, + "Ġfem": 4545, + "GVH": 4546, + "Ġred": 4547, + "GRH": 4548, + "RFN": 4549, + "TPF": 4550, + "AHD": 4551, + "epend": 4552, + "Ġsoft": 4553, + "Ġprotect": 4554, + "Ġhigher": 4555, + "IHV": 4556, + "yle": 4557, + "ĠSw": 4558, + "ĠCour": 4559, + "QPQ": 4560, + "VDT": 4561, + "ĠJew": 4562, + "Ġevents": 4563, + "TSH": 4564, + "VSC": 4565, + "ĠSouth": 4566, + "NDN": 4567, + "ume": 4568, + "GCT": 4569, + "Ġcannot": 4570, + "iple": 4571, + "Ġbecom": 4572, + "IGM": 4573, + "MPV": 4574, + "Ġur": 4575, + "Ġways": 4576, + "Ġansw": 4577, + "AFQ": 4578, + "RTQ": 4579, + "RNF": 4580, + "ĠKore": 4581, + "CLR": 4582, + "lement": 4583, + "APAP": 4584, + "FVQ": 4585, + "KQN": 4586, + "ĠWill": 4587, + "Ġsurpr": 4588, + "Ġmovie": 4589, + "CAA": 4590, + "KIQ": 4591, + "MNN": 4592, + "Ġsqu": 4593, + "AQY": 4594, + "aging": 4595, + "ĠNow": 4596, + "ALVS": 4597, + "66": 4598, + "hood": 4599, + "time": 4600, + "omb": 4601, + "Ġweeks": 4602, + "KIH": 4603, + "istic": 4604, + "----": 4605, + "IMS": 4606, + "fect": 4607, + "uk": 4608, + "LLLA": 4609, + "QQF": 4610, + "CST": 4611, + "QDT": 4612, + "Ġvol": 4613, + "Ġcases": 4614, + "Ġlat": 4615, + "YSY": 4616, + "LMF": 4617, + "ĠMich": 4618, + "MKF": 4619, + "RHS": 4620, + "GFY": 4621, + "PTN": 4622, + "Ġshoot": 4623, + "Ġexpected": 4624, + "Ġprim": 4625, + "lear": 4626, + "Ġbelow": 4627, + "Ġlonger": 4628, + "HLR": 4629, + "LEC": 4630, + 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"Ġ60": 6899, + "Ġopin": 6900, + "Ġopened": 6901, + "Ġpositive": 6902, + "Ġcandidate": 6903, + "ĠOffice": 6904, + "Ġconsciousness": 6905, + "MMV": 6906, + "AAVS": 6907, + "itute": 6908, + "Ġhur": 6909, + "GKVV": 6910, + "ERLL": 6911, + "GIGG": 6912, + "Ġgold": 6913, + "ENW": 6914, + "RPH": 6915, + "ĠBer": 6916, + "oday": 6917, + "IHQ": 6918, + "ALSV": 6919, + "Ġapparent": 6920, + "Ġcomplex": 6921, + "Ġsources": 6922, + "Ġlabor": 6923, + "++++": 6924, + "ĠPalest": 6925, + "35": 6926, + "oly": 6927, + "ó": 6928, + "onents": 6929, + "LAGV": 6930, + "LGSS": 6931, + "AVIV": 6932, + "Ġdriv": 6933, + "DDEE": 6934, + "EVLQ": 6935, + "NNH": 6936, + "Ġgives": 6937, + "ITC": 6938, + "VPQ": 6939, + "Ġrelative": 6940, + "Ġsmart": 6941, + "Ġcentral": 6942, + "Ġadvantage": 6943, + "Ġprograms": 6944, + "Ġaudience": 6945, + "mission": 6946, + "nown": 6947, + "point": 6948, + "itor": 6949, + "EELV": 6950, + "AGLP": 6951, + "AGVD": 6952, + "ISGG": 6953, + "Ġnuc": 6954, + "NSLL": 6955, + "APLP": 6956, + 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7075, + "ĠTre": 7076, + "ado": 7077, + "KEW": 7078, + "rial": 7079, + "Ġ26": 7080, + "YPN": 7081, + "YPY": 7082, + "ASSV": 7083, + "Ġorganiz": 7084, + "ĠJustice": 7085, + "ĠPeople": 7086, + "Ġillegal": 7087, + "!\"": 7088, + "App": 7089, + "HLF": 7090, + "IALA": 7091, + "Re": 7092, + "cing": 7093, + "mm": 7094, + "LAEQ": 7095, + "LGLV": 7096, + "Ġpul": 7097, + "inger": 7098, + "LRRR": 7099, + "AVLS": 7100, + "QPY": 7101, + "VPN": 7102, + "ĠGl": 7103, + "WSD": 7104, + "Ġconference": 7105, + "ĠComp": 7106, + "Ġhighly": 7107, + "Ġstandard": 7108, + "ĠCarol": 7109, + "Ġdetermin": 7110, + "Ġapplication": 7111, + "By": 7112, + "EAEK": 7113, + "MNY": 7114, + "iate": 7115, + "á": 7116, + "ona": 7117, + "Ġsend": 7118, + "LAKK": 7119, + "Ġfat": 7120, + "LELI": 7121, + "Ġdram": 7122, + "GSLA": 7123, + "IVW": 7124, + "GYH": 7125, + "ĠMo": 7126, + "NTC": 7127, + "EHY": 7128, + "ASSP": 7129, + "Ġoffered": 7130, + "Ġowners": 7131, + "rison": 7132, + "Ġgirls": 7133, + "ĠInternational": 7134, + "part": 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"Ġchanging": 8618, + "Ġdeliver": 8619, + "Ġequal": 8620, + "Ġraise": 8621, + "Ġdocuments": 8622, + "Ġcandidates": 8623, + "Ġsurvey": 8624, + "Ġrecommend": 8625, + "GLIS": 8626, + "IMI": 8627, + "Ref": 8628, + "AALP": 8629, + "LVTS": 8630, + "LGVP": 8631, + "Ġpair": 8632, + "LEKI": 8633, + "arant": 8634, + "LTAD": 8635, + "ISGV": 8636, + "PSLP": 8637, + "Ġnarr": 8638, + "EVK": 8639, + "APGP": 8640, + "GDKM": 8641, + "YSLL": 8642, + "INW": 8643, + "ĠPakistan": 8644, + "ĠTheir": 8645, + "ocal": 8646, + "Ġsuit": 8647, + "IRW": 8648, + "ĠJim": 8649, + "KMQ": 8650, + "Ġintegr": 8651, + "avy": 8652, + "Ġsoil": 8653, + "Ġ90": 8654, + "Ġtrip": 8655, + "Ġbusinesses": 8656, + "ĠGrand": 8657, + "Ġtrend": 8658, + "Ġscientific": 8659, + "Ġestablish": 8660, + "AGYGSTQT": 8661, + "Ġestablished": 8662, + "MYV": 8663, + "MRM": 8664, + "Pol": 8665, + "Rep": 8666, + "iot": 8667, + "Ġtast": 8668, + "atically": 8669, + "LARS": 8670, + "Ġcaught": 8671, + "LVAD": 8672, + "LRES": 8673, + "ASR": 8674, + "AGSV": 8675, + "icip": 8676, + "LQEE": 8677, + "GSLP": 8678, + "ATLS": 8679, + "ERLE": 8680, + "GDTV": 8681, + "GDRV": 8682, + "DVLS": 8683, + "ĠPenn": 8684, + "ALAP": 8685, + "ĠOpen": 8686, + "AASP": 8687, + "Ġ32": 8688, + "Ġattend": 8689, + "Ġowner": 8690, + "Why": 8691, + "standing": 8692, + "ĠScott": 8693, + "ynam": 8694, + "Go": 8695, + "craft": 8696, + "makers": 8697, + "ĠAF": 8698, + "LLES": 8699, + "LALD": 8700, + "Ġbul": 8701, + "LVAI": 8702, + "ASLE": 8703, + "LNLF": 8704, + "GSVV": 8705, + "AKAK": 8706, + "ilit": 8707, + "Ġlived": 8708, + "EILE": 8709, + "EDLK": 8710, + "GRVV": 8711, + "AQFGG": 8712, + "FDW": 8713, + "osal": 8714, + "Ġsudden": 8715, + "ĠJose": 8716, + "HFW": 8717, + "LTST": 8718, + "Ġbroke": 8719, + "Ġholding": 8720, + "ĠEnter": 8721, + "ĠSwift": 8722, + "ĠIslamic": 8723, + "Ġdropped": 8724, + "Art": 8725, + "Image": 8726, + "65": 8727, + "NVS": 8728, + "gs": 8729, + "pm": 8730, + "Ġtourn": 8731, + "LAIV": 8732, + "Ġfle": 8733, + "LTGK": 8734, + "LPLD": 8735, + "AGLN": 8736, + "LNLD": 8737, + "GSLI": 8738, + "VSRS": 8739, + "ERLQ": 8740, + "EVRDV": 8741, + "EDLD": 8742, + "KSKK": 8743, + "GTLV": 8744, + "LMLL": 8745, + "ĠSaud": 8746, + "Ġstock": 8747, + "AMH": 8748, + "GHC": 8749, + "ĠPet": 8750, + "KELI": 8751, + "DTK": 8752, + "GCY": 8753, + "ĠJeff": 8754, + "0000": 8755, + "HTH": 8756, + "ource": 8757, + "Ġspl": 8758, + "Ġmere": 8759, + "Ġclot": 8760, + "Ġimpossible": 8761, + "Ġguess": 8762, + "Ġstrateg": 8763, + "Ġrefuge": 8764, + "Ġvoted": 8765, + "Ġconclud": 8766, + "Ġmiles": 8767, + "Ġmarriage": 8768, + "idden": 8769, + "Ġannounce": 8770, + "Ġanaly": 8771, + "Ġintroduced": 8772, + "igrants": 8773, + "Ġweapons": 8774, + "Ġfloor": 8775, + "EALD": 8776, + "ILNS": 8777, + "MFN": 8778, + "WKS": 8779, + "equ": 8780, + "ooth": 8781, + "sen": 8782, + "LLRR": 8783, + "LRAV": 8784, + "ASLT": 8785, + "ASES": 8786, + "icious": 8787, + "ATAI": 8788, + "PPPS": 8789, + "Ġnone": 8790, + "Ġnorth": 8791, + "EVAA": 8792, + "RVLV": 8793, + "RDLL": 8794, + 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"Ġyounger": 11313, + "Ġsentence": 11314, + "Ġmissed": 11315, + "Another": 11316, + "ĠIsraeli": 11317, + "ĠAustralian": 11318, + "Ġsweet": 11319, + "ĠVirginia": 11320, + "72": 11321, + "ELTS": 11322, + "GAIS": 11323, + "HIP": 11324, + "IASS": 11325, + "Like": 11326, + "MLW": 11327, + "MMP": 11328, + "Qu": 11329, + "QEI": 11330, + "Ġwood": 11331, + "SSLG": 11332, + "LAPS": 11333, + "LANV": 11334, + "Ġbare": 11335, + "Ġpg": 11336, + "Ġpip": 11337, + "LEAD": 11338, + "LTAI": 11339, + "LTVT": 11340, + "AVLQ": 11341, + "KKKN": 11342, + "LFAS": 11343, + "LFGN": 11344, + "GSVT": 11345, + "PSDS": 11346, + "AEIS": 11347, + "FSES": 11348, + "FSKS": 11349, + "ADAR": 11350, + "TVLI": 11351, + "RSLK": 11352, + "RSLP": 11353, + "RSVS": 11354, + "EDSS": 11355, + "NNLL": 11356, + "GRLI": 11357, + "ENKK": 11358, + "IDGV": 11359, + "KVLR": 11360, + "FVK": 11361, + "IKEI": 11362, + "PTPT": 11363, + "INLL": 11364, + "RTAS": 11365, + "AMAA": 11366, + "KILD": 11367, + "KITS": 11368, + "agram": 11369, + "KRLS": 11370, + "FPLL": 11371, + "EGSS": 11372, + "Ġabandon": 11373, + "ĠEgypt": 11374, + "oster": 11375, + "DILK": 11376, + "Ġcanc": 11377, + "Ġintellect": 11378, + "ALVF": 11379, + "LEST": 11380, + "ĠYet": 11381, + "licit": 11382, + "ALPT": 11383, + "Ġdecline": 11384, + "ALYD": 11385, + "Ġremark": 11386, + "icultural": 11387, + "ologies": 11388, + "Ġsubs": 11389, + "Ġvoting": 11390, + "Ġincreases": 11391, + "ĠProject": 11392, + "Ġapprox": 11393, + "Ġdrivers": 11394, + "Ġresponsibility": 11395, + "Ġpicked": 11396, + "ĠAfghan": 11397, + "ĠConserv": 11398, + "Ġunlikely": 11399, + "Despite": 11400, + "GLEN": 11401, + "HGF": 11402, + "NEE": 11403, + "RLRS": 11404, + "Two": 11405, + "YGG": 11406, + "oj": 11407, + "pret": 11408, + "hered": 11409, + "aton": 11410, + "LALY": 11411, + "LAPV": 11412, + "LSII": 11413, + "LVPS": 11414, + "Ġfuck": 11415, + "LEVP": 11416, + "LRRK": 11417, + "Ġmut": 11418, + "LQLI": 11419, + "EKGV": 11420, + "GSTV": 11421, + "GSPV": 11422, + "PSLK": 11423, + "PSAP": 11424, + "IIIS": 11425, + "AKRV": 11426, + "FSDS": 11427, + "GVAS": 11428, + "GKLK": 11429, + "GKGV": 11430, + "EVKS": 11431, + "EDID": 11432, + "AQAE": 11433, + "LHLS": 11434, + "ANLK": 11435, + "EQAA": 11436, + "ĠSur": 11437, + "ĠSqu": 11438, + "RILG": 11439, + "KILG": 11440, + "RELG": 11441, + "READ": 11442, + "ĠWars": 11443, + "unte": 11444, + "ĠNation": 11445, + "ĠLord": 11446, + "Then": 11447, + "ĠEr": 11448, + "TEC": 11449, + "raham": 11450, + "Thanks": 11451, + "Ġcrimes": 11452, + "Ġconfront": 11453, + "Ġdeploy": 11454, + "Ġprotests": 11455, + "ĠLeg": 11456, + "Ġcorrespond": 11457, + "LEHDDANRALM": 11458, + "HLVDD": 11459, + "enez": 11460, + "ĠPlan": 11461, + "Ġfacing": 11462, + "Any": 11463, + "Ġhotel": 11464, + "Ġfrequently": 11465, + "TPITSST": 11466, + "Ġadults": 11467, + "onymous": 11468, + "ĠLewis": 11469, + "ĠEducation": 11470, + "ELRS": 11471, + "FAV": 11472, + "FVV": 11473, + "GAEE": 11474, + "GAEV": 11475, + "HRR": 11476, + "NKS": 11477, + "QGI": 11478, + "iat": 11479, + "lar": 11480, + "ml": 11481, + "SSPT": 11482, + "Ġpal": 11483, + "Ġpure": 11484, + "LIVV": 11485, + "LRLV": 11486, + "Ġmir": 11487, + "LDII": 11488, + "AVIS": 11489, + "AVRV": 11490, + "AVVD": 11491, + "Ġdynam": 11492, + "LFIS": 11493, + "LNPS": 11494, + "EKRK": 11495, + "GSTP": 11496, + "GSVP": 11497, + "oma": 11498, + "AEAT": 11499, + "AETV": 11500, + "AEIK": 11501, + "ATAP": 11502, + "GKR": 11503, + "GKAV": 11504, + "GKVS": 11505, + "ilton": 11506, + "NSKS": 11507, + "EVLV": 11508, + "GTLP": 11509, + "GTAI": 11510, + "idel": 11511, + "otic": 11512, + "ENLI": 11513, + "EQK": 11514, + "LMC": 11515, + "FVLG": 11516, + "GPK": 11517, + "IFK": 11518, + "KDK": 11519, + "EYLK": 11520, + "AMC": 11521, + "KILP": 11522, + "REII": 11523, + "ĠWhere": 11524, + "KELT": 11525, + "ĠNov": 11526, + "ĠJul": 11527, + "RGLP": 11528, + "Ġjoint": 11529, + "Ġcann": 11530, + "izz": 11531, + "ELLP": 11532, + "Ġperman": 11533, + "ALQV": 11534, + "RLLQ": 11535, + "Ġemphas": 11536, + "Ġ45": 11537, + "Ġ48": 11538, + "rence": 11539, + "Ġedge": 11540, + "Ġprocesses": 11541, + "Ġbitcoin": 11542, + "Ġdebut": 11543, + "Ġtotally": 11544, + "ributed": 11545, + "iscal": 11546, + "ĠDaniel": 11547, + "Ġconsistent": 11548, + "Ġatmosphere": 11549, + "Ġcircumst": 11550, + "Ġperspective": 11551, + "RERAGFEVRDV": 11552, + "Ġinstitutions": 11553, + "Dis": 11554, + "NII": 11555, + "look": 11556, + "writ": 11557, + "woman": 11558, + "AAAF": 11559, + "Ġble": 11560, + "LEDE": 11561, + "AVEE": 11562, + "VVDV": 11563, + "AGAP": 11564, + "LFPV": 11565, + "ISAS": 11566, + "EKVT": 11567, + "PSLA": 11568, + "PSLG": 11569, + "AEAR": 11570, + "ATR": 11571, + "ARM": 11572, + "ARLP": 11573, + "ARDS": 11574, + "AKLP": 11575, + "DSLK": 11576, + "DSLN": 11577, + "TTAS": 11578, + "TTPS": 11579, + "ERIV": 11580, + "NSLG": 11581, + "ĠTHE": 11582, + "ĠIr": 11583, + "GNGN": 11584, + "FDLS": 11585, + "KQK": 11586, + "KPK": 11587, + "REPP": 11588, + "QTW": 11589, + "KEII": 11590, + "Ġsees": 11591, + "Ġsector": 11592, + "ĠRem": 11593, + "RHC": 11594, + "Ġshape": 11595, + "IRLL": 11596, + "IGLS": 11597, + "Ġchamp": 11598, + "LEET": 11599, + "Ġking": 11600, + "ellent": 11601, + "Ġscored": 11602, + "AGSD": 11603, + "Although": 11604, + "Ġdesper": 11605, + "Ġowned": 11606, + "Ġdifferences": 11607, + "Ġprotected": 11608, + "Ġadvance": 11609, + "Ġlocations": 11610, + "Ġgrown": 11611, + "Ġreceiving": 11612, + "Ġreturns": 11613, + "Ġelectric": 11614, + "ĠPrince": 11615, + "Ġreplaced": 11616, + "Ġstruck": 11617, + "Ġinnov": 11618, + "ĠWinthrop": 11619, + "Ġcyber": 11620, + "ĠDisney": 11621, + "Ġmechanism": 11622, + "Ġrestaurant": 11623, + "ĠHollywood": 11624, + "86": 11625, + "IAEE": 11626, + "ILES": 11627, + "ILRS": 11628, + "MSSS": 11629, + "MMN": 11630, + "PLP": 11631, + "Yes": 11632, + "hand": 11633, + "pet": 11634, + "rac": 11635, + "ĠPS": 11636, + "eration": 11637, + "Ġcere": 11638, + "Ġbond": 11639, + "Ġbound": 11640, + "LVVT": 11641, + "LENN": 11642, + "LENT": 11643, + "AGVT": 11644, + "icing": 11645, + "LNLN": 11646, + "EKID": 11647, + "VSLP": 11648, + "AEDV": 11649, + "DSLI": 11650, + "DSLT": 11651, + "GVAP": 11652, + "GVIV": 11653, + "TVLD": 11654, + "EITD": 11655, + "EVAE": 11656, + "EVET": 11657, + "RSGD": 11658, + "GDAV": 11659, + "AFLT": 11660, + "YSLS": 11661, + "LMAV": 11662, + "GPSS": 11663, + "RDLI": 11664, + "KTAK": 11665, + "Ġyesterday": 11666, + "KNLK": 11667, + "FDLL": 11668, + "FTLL": 11669, + "GEAG": 11670, + "RELA": 11671, + "KFLL": 11672, + "Ġnoticed": 11673, + "HPC": 11674, + "aped": 11675, + "ĠLove": 11676, + "Ġchannel": 11677, + "IEAI": 11678, + "ĠEric": 11679, + "RGRR": 11680, + "KHC": 11681, + "MFQ": 11682, + "TRW": 11683, + "Ġagr": 11684, + "LFST": 11685, + "AGST": 11686, + "Ġguilty": 11687, + "Ġtransform": 11688, + "Ġpersonally": 11689, + "Ġpromote": 11690, + "128": 11691, + "Ġclassic": 11692, + "Ġnetworks": 11693, + "Ġpublis": 11694, + "ĠBarack": 11695, + "Ġcustomer": 11696, + "Ġdiagn": 11697, + "Ġvehicles": 11698, + "ĠOhio": 11699, + "Ġacknowled": 11700, + "FLF": 11701, + "IALR": 11702, + "Man": 11703, + "PVV": 11704, + "YAR": 11705, + "bin": 11706, + "vy": 11707, + "Äĩ": 11708, + "inity": 11709, + "era": 11710, + "AARK": 11711, + "SSDD": 11712, + "LADP": 11713, + "LEAT": 11714, + "LEAR": 11715, + "LERF": 11716, + "aled": 11717, + "AGAL": 11718, + "RRPV": 11719, + "GSLR": 11720, + "GSAI": 11721, + "PSLQ": 11722, + "PSTD": 11723, + "AKEF": 11724, + "PPTP": 11725, + "ERLD": 11726, + "LYK": 11727, + "vey": 11728, + "EIES": 11729, + "Ġrenew": 11730, + "stood": 11731, + "QQK": 11732, + "AFLV": 11733, + "AFGG": 11734, + "AQR": 11735, + "GNGG": 11736, + "PTLS": 11737, + "IPNV": 11738, + "GPLT": 11739, + "GPAV": 11740, + "RDK": 11741, + "RDLS": 11742, + "NVLV": 11743, + "Ġhell": 11744, + "RFAD": 11745, + "RPLV": 11746, + "MVW": 11747, + "keep": 11748, + "NTLL": 11749, + "ĠHen": 11750, + "KELG": 11751, + "KELN": 11752, + "EGLF": 11753, + "EGLN": 11754, + "ĠGlo": 11755, + "Ġshall": 11756, + "WSW": 11757, + "Ġspect": 11758, + "PELL": 11759, + "ĠUber": 11760, + "RCQ": 11761, + "Ġoffering": 11762, + "eck": 11763, + "ordan": 11764, + "GSST": 11765, + "Ġaccompl": 11766, + "Ġstatements": 11767, + "athan": 11768, + "Ġnumerous": 11769, + "ĠShow": 11770, + "NLTDGLD": 11771, + "Ġadvanced": 11772, + "Ġpromin": 11773, + "ĠScience": 11774, + "Ġmoments": 11775, + "Ġsuffering": 11776, + "Ġsignificantly": 11777, + "Ġemergency": 11778, + "hetic": 11779, + "Ġenemy": 11780, + "Ġdedicated": 11781, + "AYGAAYTLQ": 11782, + "Ġmicrowave": 11783, + "Ġequipment": 11784, + "En": 11785, + "ELQS": 11786, + "ELKD": 11787, + "NKK": 11788, + "NLN": 11789, + "NFS": 11790, + "PEE": 11791, + "Rel": 11792, + "RWD": 11793, + "rant": 11794, + "Ġaf": 11795, + "hent": 11796, + "Ġsick": 11797, + "Ġwage": 11798, + "AAGD": 11799, + "SSAT": 11800, + "enger": 11801, + "LAQS": 11802, + "LSTV": 11803, + "Ġbag": 11804, + "LVAN": 11805, + "AVER": 11806, + "ASLN": 11807, + "AGPV": 11808, + "AGIV": 11809, + "LFM": 11810, + "EKIS": 11811, + "EKIV": 11812, + "TSVV": 11813, + "GSLQ": 11814, + "VSLT": 11815, + "ATLK": 11816, + "IITS": 11817, + "IIAT": 11818, + "ESAA": 11819, + "ESDD": 11820, + "FSPD": 11821, + "TTK": 11822, + "PPLL": 11823, + "Ġnations": 11824, + "Ġloved": 11825, + "GILP": 11826, + "GIFS": 11827, + "RSKS": 11828, + "EDVD": 11829, + "QQQP": 11830, + "GTDV": 11831, + "AFLR": 11832, + "AQLV": 11833, + "IVKV": 11834, + "ETAS": 11835, + "FVAA": 11836, + "QSVS": 11837, + "amental": 11838, + "GQLA": 11839, + "IPEE": 11840, + "GPLV": 11841, + "GYNF": 11842, + "PDAT": 11843, + "PDAP": 11844, + "LCLL": 11845, + "RFLR": 11846, + "RIKK": 11847, + "NDC": 11848, + "RERR": 11849, + "ĠRod": 11850, + "EHH": 11851, + "SSSF": 11852, + "ĠGer": 11853, + "ockey": 11854, + "RGLG": 11855, + "PFH": 11856, + "Ġkit": 11857, + "MFC": 11858, + "LISD": 11859, + "Ġmanage": 11860, + "erences": 11861, + "AVST": 11862, + "AKKV": 11863, + "GVVV": 11864, + "TSTTS": 11865, + "Ġgraph": 11866, + "Ġlisted": 11867, + "Ġversions": 11868, + "Ġargue": 11869, + "Ġholds": 11870, + "Ġwalking": 11871, + "ĠMichigan": 11872, + "Ġnecessarily": 11873, + "Ġclubs": 11874, + "Ġillust": 11875, + "Ġheavily": 11876, + "month": 11877, + "Ġteachers": 11878, + "ĠAttorney": 11879, + "Ġparallel": 11880, + "==": 11881, + "Ag": 11882, + "CVV": 11883, + "GLES": 11884, + "GLPP": 11885, + "IAEK": 11886, + "OR": 11887, + "PLI": 11888, + "RLFS": 11889, + "SAGAL": 11890, + "iants": 11891, + "LEAM": 11892, + "LIVT": 11893, + "LRLT": 11894, + "LDGD": 11895, + "AVID": 11896, + "LNAV": 11897, + "TSTV": 11898, + "GSES": 11899, + "GSKS": 11900, + "VSLV": 11901, + "VSLK": 11902, + "AILF": 11903, + "AIAI": 11904, + "IIFS": 11905, + "TTLT": 11906, + "GKRV": 11907, + "EVID": 11908, + "RSLA": 11909, + "APR": 11910, + "KSLD": 11911, + "PVLP": 11912, + "KVID": 11913, + "RVLD": 11914, + "GNAA": 11915, + "RKR": 11916, + "ĠSum": 11917, + "INGTT": 11918, + "IFPF": 11919, + "PDLV": 11920, + "ulous": 11921, + "RILD": 11922, + "Ġwaste": 11923, + "ĠPower": 11924, + "NTK": 11925, + "REAE": 11926, + "ĠWomen": 11927, + "opy": 11928, + "EGLT": 11929, + "EGLQ": 11930, + "EGED": 11931, + "ĠNAS": 11932, + "osis": 11933, + "VFLL": 11934, + "Ġtrig": 11935, + "KGLV": 11936, + "ELLV": 11937, + "angers": 11938, + "GSSV": 11939, + "Ġrealized": 11940, + "Ġfollows": 11941, + "ĠSpace": 11942, + "Ġheads": 11943, + "Ġpassing": 11944, + "Ġwinter": 11945, + "Ġvisual": 11946, + "ĠConn": 11947, + "Ġappearance": 11948, + "Ġalongside": 11949, + "aney": 11950, + "Ġlights": 11951, + "176": 11952, + "ĠSmurf": 11953, + "Ġdivision": 11954, + "Ġurban": 11955, + "ĠModern": 11956, + "Ġsongs": 11957, + "Ġpanel": 11958, + "Ġprecise": 11959, + "Ġpushing": 11960, + "Ġsubstant": 11961, + "Ġsomewhat": 11962, + "ĠHuman": 11963, + "enezuel": 11964, + "GA": 11965, + "GARR": 11966, + "MHD": 11967, + "Over": 11968, + "Per": 11969, + "nel": 11970, + "Ĥ¬": 11971, + "AAPS": 11972, + "EELT": 11973, + "LGFF": 11974, + "LELF": 11975, + "LERT": 11976, + "LRLK": 11977, + "LRKT": 11978, + "LTIV": 11979, + "LPAD": 11980, + "LDGV": 11981, + "Ġdim": 11982, + "VVR": 11983, + "AGRR": 11984, + "LNM": 11985, + "AEQV": 11986, + "ATI": 11987, + "ATVV": 11988, + "AKAR": 11989, + "AKEI": 11990, + "PPW": 11991, + "NSIS": 11992, + "LYLA": 11993, + "LYKK": 11994, + "LYES": 11995, + "GIAM": 11996, + "EVAD": 11997, + "EDGS": 11998, + "APLG": 11999, + "QQAA": 12000, + "GRII": 12001, + "GDVS": 12002, + "PVED": 12003, + "ENGI": 12004, + "utch": 12005, + "KVIS": 12006, + "ANLS": 12007, + "ĠSn": 12008, + "PTAA": 12009, + "urb": 12010, + "RDAI": 12011, + "IFLF": 12012, + "ĠCru": 12013, + "KNIK": 12014, + "ĠMs": 12015, + "cho": 12016, + "GEIS": 12017, + "RILL": 12018, + "RILK": 12019, + "RIRR": 12020, + "RIRK": 12021, + "Ġyouth": 12022, + "RELV": 12023, + "ĠFil": 12024, + "AWH": 12025, + "ĠNight": 12026, + "ĠNote": 12027, + "IHC": 12028, + "Ġleaves": 12029, + "ĠEmp": 12030, + "TKC": 12031, + "Ġexposed": 12032, + "Ġcontrast": 12033, + "LTSP": 12034, + "THKRR": 12035, + "LGST": 12036, + "ALTD": 12037, + "ALQT": 12038, + "ALFD": 12039, + "ATSV": 12040, + "Ġcooper": 12041, + "ĠReal": 12042, + "Ġsubsequ": 12043, + "Ġterrible": 12044, + "Ġmode": 12045, + "ĠAsian": 12046, + "Ġhealthy": 12047, + "Ġclosely": 12048, + "Ġindustrial": 12049, + "Ġreportedly": 12050, + "Ġdeeply": 12051, + "Ġdogs": 12052, + "ĠDetroit": 12053, + "YSLVTQQPLGGKAQFGGQRFGEMEVWALE": 12054, + "Ġdowntown": 12055, + "Cont": 12056, + "GARS": 12057, + "MALL": 12058, + "QGV": 12059, + "QRV": 12060, + "YVV": 12061, + "can": 12062, + "cos": 12063, + "log": 12064, + "uper": 12065, + "uild": 12066, + "Ġsought": 12067, + "Ġsoul": 12068, + "LGID": 12069, + "Ġff": 12070, + "LEPS": 12071, + "LELY": 12072, + "LEQS": 12073, + "LILK": 12074, + "LRLI": 12075, + "LRLF": 12076, + "LRVS": 12077, + "AVAR": 12078, + "Ġdial": 12079, + "KKSS": 12080, + "KKKQ": 12081, + "LQAI": 12082, + "LNIS": 12083, + "EKLP": 12084, + "EKET": 12085, + "GSRV": 12086, + "AEPV": 12087, + "DDLS": 12088, + "AKEV": 12089, + "ERLN": 12090, + "EDIV": 12091, + "GTIT": 12092, + "AFK": 12093, + "AFAN": 12094, + "LHLI": 12095, + "ĠTob": 12096, + "FVSS": 12097, + "FVLT": 12098, + "QSLK": 12099, + "RDGK": 12100, + "Ġstress": 12101, + "RTGD": 12102, + "PDVV": 12103, + "EPLV": 12104, + "ĠMax": 12105, + "RYLL": 12106, + "GELA": 12107, + "Ġrum": 12108, + "ĠHD": 12109, + "ĠHom": 12110, + "KEAI": 12111, + "NILK": 12112, + "Ġexamples": 12113, + "FILL": 12114, + "abet": 12115, + "ĠLake": 12116, + "ĠJr": 12117, + "acks": 12118, + "Ġjail": 12119, + "VIW": 12120, + "ALGD": 12121, + "CPH": 12122, + "KGLS": 12123, + "Ġneither": 12124, + "ĠThank": 12125, + "Ġunits": 12126, + "THSS": 12127, + "Ġrepro": 12128, + "Star": 12129, + "AAAAAA": 12130, + "aza": 12131, + "Ġdiscover": 12132, + "Ġcreation": 12133, + "Ġcentre": 12134, + "Ġideal": 12135, + "Ġexplos": 12136, + "Ġcompleted": 12137, + "Ġsolve": 12138, + "Ġbuildings": 12139, + "Ġestate": 12140, + "Ġequival": 12141, + "Ġmissions": 12142, + "Ġexciting": 12143, + "ï¼Ĵ": 12144, + "Ġconnected": 12145, + "Ġhomosexual": 12146, + "Ġprofession": 12147, + "Ġrelationships": 12148, + "Ġpackage": 12149, + "ĠServices": 12150, + "Ġpurchase": 12151, + "Ġwelcome": 12152, + "Ġroughly": 12153, + "Ġnewspaper": 12154, + "GKVTPKG": 12155, + "ĠPutin": 12156, + "Ġpropaganda": 12157, + "EAES": 12158, + "RLKS": 12159, + "rations": 12160, + "uy": 12161, + "ĠGHz": 12162, + "inter": 12163, + "inations": 12164, + "LLRS": 12165, + "Ġsnow": 12166, + "LADG": 12167, + "Ġcab": 12168, + "Ġbatt": 12169, + "EEVD": 12170, + "LETS": 12171, + "LENF": 12172, + "LPAQ": 12173, + "LDVD": 12174, + "ASRR": 12175, + "ASKS": 12176, + "VVVD": 12177, + "AGDV": 12178, + "LQLA": 12179, + "LQLG": 12180, + "LQLF": 12181, + "LQKS": 12182, + "LQKQ": 12183, + "EKVD": 12184, + "GSAT": 12185, + "PSIS": 12186, + "AETT": 12187, + "AEGR": 12188, + "IIAV": 12189, + "GKTT": 12190, + "ADLA": 12191, + "LYLS": 12192, + "EVR": 12193, + "EVIS": 12194, + "EVKV": 12195, + "style": 12196, + "EDIY": 12197, + "APLA": 12198, + "NNK": 12199, + "NNW": 12200, + "GRPV": 12201, + "AQAQ": 12202, + "ETVV": 12203, + "LHAP": 12204, + "GFGV": 12205, + "ĠTok": 12206, + "ITLP": 12207, + "ĠIll": 12208, + "GNAS": 12209, + "Ġisol": 12210, + "ĠSl": 12211, + "QSIS": 12212, + "INSS": 12213, + "GPLP": 12214, + "ĠAff": 12215, + "ĠAriz": 12216, + "RDGV": 12217, + "IFLS": 12218, + "EFLT": 12219, + "PDAV": 12220, + "KNLS": 12221, + "ĠMLS": 12222, + "ĠMel": 12223, + "IQLL": 12224, + "TDAI": 12225, + "ules": 12226, + "KISS": 12227, + "KRVS": 12228, + "KRAR": 12229, + "Ġven": 12230, + "LSSQ": 12231, + "TIW": 12232, + "ĠThough": 12233, + "LGSP": 12234, + "IWT": 12235, + "ALFV": 12236, + "Also": 12237, + "Ġblame": 12238, + "Ġtransp": 12239, + "Ġcontinuing": 12240, + "Ġbrew": 12241, + "Ġbreaking": 12242, + "Ġwrites": 12243, + "ĠBrook": 12244, + "Ġessentially": 12245, + "Ġroutine": 12246, + "Ġhistorical": 12247, + "Ġpushed": 12248, + "Police": 12249, + "))": 12250, + "ELED": 12251, + "NLP": 12252, + "YEK": 12253, + "bell": 12254, + "mal": 12255, + "Ġske": 12256, + "EESS": 12257, + "LELR": 12258, + "LEGR": 12259, + "LEKP": 12260, + "LEKH": 12261, + "LIKD": 12262, + "KKRR": 12263, + "ASTV": 12264, + "asure": 12265, + "AGLK": 12266, + "AGRV": 12267, + "ican": 12268, + "LFAT": 12269, + "LQES": 12270, + "EKPP": 12271, + "PSTT": 12272, + "IIDS": 12273, + "AKGR": 12274, + "DSVV": 12275, + "DSID": 12276, + "GIAS": 12277, + "APAV": 12278, + "APAT": 12279, + "GDLT": 12280, + "LHK": 12281, + "IDAD": 12282, + "IKNN": 12283, + "INLI": 12284, + "GPAT": 12285, + "KDPF": 12286, + "ĠMarc": 12287, + "ĠBow": 12288, + "RISS": 12289, + "ĠPoint": 12290, + "Ġrising": 12291, + "ĠWalk": 12292, + "ushed": 12293, + "FIGG": 12294, + "EGLA": 12295, + "NYC": 12296, + "QNW": 12297, + "ĠOld": 12298, + "PFC": 12299, + "Ġmeat": 12300, + "ALKN": 12301, + "Ġuniversity": 12302, + "Ġevil": 12303, + "Ġoverwhel": 12304, + "ĠVar": 12305, + "awn": 12306, + "ELRD": 12307, + "ometimes": 12308, + "Ġsets": 12309, + "ĠRead": 12310, + "Ġfindings": 12311, + "Ġmetal": 12312, + "Ġimportance": 12313, + "Ġfeatured": 12314, + "Ġroute": 12315, + "Ġrepeatedly": 12316, + "ĠJoseph": 12317, + "Ġmerely": 12318, + "Ġterritory": 12319, + "Ġconsequences": 12320, + "Ġphilosoph": 12321, + "Ġcircumstances": 12322, + "EKKS": 12323, + "HAI": 12324, + "ILDS": 12325, + "PLT": 12326, + "PAV": 12327, + "Written": 12328, + "lay": 12329, + "mates": 12330, + "yd": 12331, + "onc": 12332, + "Ġsession": 12333, + "AAVD": 12334, + "EELF": 12335, + "EELN": 12336, + "Ġfilled": 12337, + "LKVS": 12338, + "LEND": 12339, + "LDED": 12340, + "ASAI": 12341, + "VVGV": 12342, + "AGIT": 12343, + "LNNS": 12344, + "EKIP": 12345, + "PSES": 12346, + "ARGR": 12347, + "DSVS": 12348, + "DSAT": 12349, + "FSLP": 12350, + "GVFF": 12351, + "GKGG": 12352, + "GIGK": 12353, + "EIER": 12354, + "EIVT": 12355, + "EVRS": 12356, + "EDLR": 12357, + "GTIV": 12358, + "IVLP": 12359, + "ETEK": 12360, + "ENLS": 12361, + "ENIK": 12362, + "ANVT": 12363, + "RVIV": 12364, + "DVLD": 12365, + "imore": 12366, + "RKLV": 12367, + "GQVV": 12368, + "GPVS": 12369, + "IFLI": 12370, + "NVGQ": 12371, + "PDAA": 12372, + "QVLD": 12373, + "IYK": 12374, + "AHW": 12375, + "GELT": 12376, + "RELP": 12377, + "ĠWay": 12378, + "KFLK": 12379, + "Ġsewing": 12380, + "EMH": 12381, + "essor": 12382, + "ALLY": 12383, + "GCGS": 12384, + "NKLL": 12385, + "ĠLin": 12386, + "QRLR": 12387, + "MKLL": 12388, + "QIW": 12389, + "VILL": 12390, + "LASY": 12391, + "ALSQ": 12392, + "CCD": 12393, + "Ġdesk": 12394, + "Ġgovernor": 12395, + "Ġassets": 12396, + "Who": 12397, + "Ġopposite": 12398, + "Ġgotten": 12399, + "Ġstream": 12400, + "Ġbaseball": 12401, + "Ġliterally": 12402, + "ĠOlympic": 12403, + "57": 12404, + "IAVS": 12405, + "IAPS": 12406, + "NAI": 12407, + "NIV": 12408, + "RALV": 12409, + "free": 12410, + "lvania": 12411, + "zer": 12412, + "Ġsand": 12413, + "SSQS": 12414, + "LALC": 12415, + "LATD": 12416, + "Ġbat": 12417, + "EEET": 12418, + "LKER": 12419, + "LELN": 12420, + "LEAF": 12421, + "LENQ": 12422, + "Ġtoler": 12423, + "LRDT": 12424, + "LTAT": 12425, + "KKAI": 12426, + "LFES": 12427, + "ISAV": 12428, + "PSLV": 12429, + "AILG": 12430, + "AEKK": 12431, + "ARID": 12432, + "IIGN": 12433, + "AKLT": 12434, + "DSLP": 12435, + "GVFS": 12436, + "NSLV": 12437, + "Ġlies": 12438, + "LYSS": 12439, + "GITT": 12440, + "EIAR": 12441, + "Ġreaction": 12442, + "star": 12443, + "APAG": 12444, + "AFLI": 12445, + "AFAI": 12446, + "PVLV": 12447, + "PVLN": 12448, + "KVLI": 12449, + "RVLT": 12450, + "GQTV": 12451, + "IPAD": 12452, + "GPLS": 12453, + "Ġupper": 12454, + "AYLL": 12455, + "KTLA": 12456, + "PDGS": 12457, + "QVLL": 12458, + "TPLL": 12459, + "TPEE": 12460, + "GELP": 12461, + "LWW": 12462, + "NDIY": 12463, + "ĠHome": 12464, + "odox": 12465, + "ĠNHL": 12466, + "Ġsuc": 12467, + "quir": 12468, + "Ġplants": 12469, + "RMH": 12470, + "Ġworried": 12471, + "ALGP": 12472, + "GLLF": 12473, + "ELLQ": 12474, + "HYQ": 12475, + "AEET": 12476, + "ĠStart": 12477, + "ĠVenezuel": 12478, + "Ġ36": 12479, + "RLLN": 12480, + "Ġmedic": 12481, + "Ġtransition": 12482, + "ĠArch": 12483, + "Ġfranch": 12484, + "Ġfinds": 12485, + "ĠDead": 12486, + "ĠIndones": 12487, + "Ġmarketing": 12488, + "Ġloans": 12489, + "sylvania": 12490, + "Ġtalent": 12491, + "Ġcomparison": 12492, + "EEKLLRAIFG": 12493, + "Ġagenda": 12494, + ",'": 12495, + "EAGG": 12496, + "EAAV": 12497, + "FLR": 12498, + "FRS": 12499, + "ILVV": 12500, + "Most": 12501, + "MAAS": 12502, + "NEV": 12503, + "Once": 12504, + "Pe": 12505, + "RALK": 12506, + "va": 12507, + "Ġtall": 12508, + "LARQ": 12509, + "Ġcards": 12510, + "LSLF": 12511, + "isan": 12512, + "LVVF": 12513, + "LGLK": 12514, + "LGGS": 12515, + "LGIV": 12516, + "Ġfill": 12517, + "eds": 12518, + "LKM": 12519, + "LEDT": 12520, + "GGAS": 12521, + "LDGS": 12522, + "Ġdiet": 12523, + "VVRR": 12524, + "LQLR": 12525, + "LQKV": 12526, + "LNKS": 12527, + "LNRN": 12528, + "ISLT": 12529, + "ISTT": 12530, + "TSLQ": 12531, + "TSKS": 12532, + "GSIT": 12533, + "PSPT": 12534, + "PSVP": 12535, + "AEGG": 12536, + "AELF": 12537, + "ATGT": 12538, + "IILN": 12539, + "FSGI": 12540, + "GVGV": 12541, + "GKES": 12542, + "PPAS": 12543, + "PPPT": 12544, + "ADKV": 12545, + "EVRD": 12546, + "GDLS": 12547, + "AFMP": 12548, + "ETM": 12549, + "ETLP": 12550, + "ETLD": 12551, + "ETER": 12552, + "otes": 12553, + "ENSS": 12554, + "ENLP": 12555, + "ENAI": 12556, + "GFK": 12557, + "GFAA": 12558, + "RVAA": 12559, + "RVRR": 12560, + "GNLV": 12561, + "RKLK": 12562, + "GQAP": 12563, + "EFDP": 12564, + "MSW": 12565, + "Ġheight": 12566, + "QVLS": 12567, + "ĠBusiness": 12568, + "GEKK": 12569, + "ĠPrem": 12570, + "ĠHot": 12571, + "ĠFam": 12572, + "DTC": 12573, + "Ġoutput": 12574, + "assment": 12575, + "VVST": 12576, + "GLAT": 12577, + "Ġknowing": 12578, + "Ġempt": 12579, + "Ġshouldn": 12580, + "rams": 12581, + "AQQS": 12582, + "Ġextensive": 12583, + "Ġcheap": 12584, + "Ġpromise": 12585, + "Ġtechnical": 12586, + "Ġfundamental": 12587, + "Ġimproved": 12588, + "Ġdiscussed": 12589, + "Ġdescribe": 12590, + "Ġhousehold": 12591, + "Ġvolunte": 12592, + "Ġmanufacturing": 12593, + "ĠSilver": 12594, + "Ġsuddenly": 12595, + "Ġfolks": 12596, + "From": 12597, + "GKKS": 12598, + "NIK": 12599, + "twitter": 12600, + "LAQV": 12601, + "LSNS": 12602, + "itage": 12603, + "ora": 12604, + "LETT": 12605, + "LTDY": 12606, + "Ġdict": 12607, + "AGLD": 12608, + "LNVD": 12609, + "TSVT": 12610, + "VSVP": 12611, + "AEVD": 12612, + "DDLK": 12613, + "IIAA": 12614, + "AKLD": 12615, + "ESED": 12616, + "ESKS": 12617, + "PPGS": 12618, + "PPVP": 12619, + "ADED": 12620, + "EIRR": 12621, + "EIRD": 12622, + "EIKT": 12623, + "EVAV": 12624, + "EDLT": 12625, + "Ġegg": 12626, + "KSLV": 12627, + "LHAA": 12628, + "KVLQ": 12629, + "EQIK": 12630, + "RVGG": 12631, + "ITGG": 12632, + "GNVV": 12633, + "olit": 12634, + "GQAV": 12635, + "IFGG": 12636, + "EFLD": 12637, + "KDLD": 12638, + "irk": 12639, + "irty": 12640, + "ĠMot": 12641, + "ĠMatt": 12642, + "GHLL": 12643, + "ĠDown": 12644, + "Ġ(-": 12645, + "FPC": 12646, + "Ġexists": 12647, + "MTW": 12648, + "ĠNations": 12649, + "MPH": 12650, + "oking": 12651, + "TQH": 12652, + "LESF": 12653, + "ĠVen": 12654, + ".\"[": 12655, + "AFSV": 12656, + "Ġfees": 12657, + "Ġcoff": 12658, + "luding": 12659, + "Ġforever": 12660, + "Ġcolon": 12661, + "ALCS": 12662, + "Ġcampus": 12663, + "Ġdistinct": 12664, + "Ġtopic": 12665, + "Ġdealing": 12666, + "ĠAdam": 12667, + "iami": 12668, + "ĠMarvel": 12669, + "anny": 12670, + "Ġstrikes": 12671, + "Ġtargets": 12672, + "Ġinterviews": 12673, + "Ġzone": 12674, + "Ġregulations": 12675, + "Ġfairly": 12676, + "Ġessential": 12677, + "leveland": 12678, + "ĠCompany": 12679, + "âĢ¢âĢ¢âĢ¢âĢ¢": 12680, + "American": 12681, + "Ġsucceed": 12682, + "96": 12683, + "Add": 12684, + "BO": 12685, + "Com": 12686, + "Dr": 12687, + "Ear": 12688, + "ILPS": 12689, + "ILED": 12690, + "Other": 12691, + "ugh": 12692, + "Å¡": 12693, + "ĠGDP": 12694, + "SSVT": 12695, + "LAVI": 12696, + "Ġcrop": 12697, + "LSGK": 12698, + "Ġbid": 12699, + "LERY": 12700, + "LIRS": 12701, + "Ġmo": 12702, + "KKM": 12703, + "KKAV": 12704, + "KKVS": 12705, + "Ġhat": 12706, + "LQLV": 12707, + "LQRS": 12708, + "LQRQ": 12709, + "LNVT": 12710, + "ISEK": 12711, + "RRVV": 12712, + "RRRF": 12713, + "EKAI": 12714, + "AEVS": 12715, + "AENS": 12716, + "AKR": 12717, + "ESIV": 12718, + "FSKT": 12719, + "PPPPP": 12720, + "NSTT": 12721, + "Ġlists": 12722, + "GIAI": 12723, + "GRVT": 12724, + "roat": 12725, + "GDILV": 12726, + "AFAS": 12727, + "AFVS": 12728, + "PVAS": 12729, + "ENID": 12730, + "uten": 12731, + "IDAA": 12732, + "GFVS": 12733, + "ĠTra": 12734, + "RVIS": 12735, + "DVIS": 12736, + "YSLI": 12737, + "ITLT": 12738, + "PTAT": 12739, + "GQAA": 12740, + "GQPV": 12741, + "IPGV": 12742, + "IFVS": 12743, + "EFLS": 12744, + "EFTS": 12745, + "NVLK": 12746, + "KTLT": 12747, + "LWH": 12748, + "GMW": 12749, + "KIAS": 12750, + "Ġride": 12751, + "EHC": 12752, + "EGVS": 12753, + "LAAQ": 12754, + "FYW": 12755, + "WSH": 12756, + "Ġchain": 12757, + "TFLL": 12758, + "MKW": 12759, + "MKRT": 12760, + "ALGY": 12761, + "Ġcomprom": 12762, + "rawn": 12763, + "CCT": 12764, + "Ġsomehow": 12765, + "Ġarbit": 12766, + "Ġanyway": 12767, + "Ġpref": 12768, + "ILST": 12769, + "ĠWeiss": 12770, + "Ġbuying": 12771, + "GKKV": 12772, + "there": 12773, + "Ġcapable": 12774, + "Ġputs": 12775, + "Ġadvent": 12776, + "Ġinfl": 12777, + "Ġexperim": 12778, + "Ġaircraft": 12779, + "Ġinvolving": 12780, + "Ġload": 12781, + "Ġtrading": 12782, + "Ġcombination": 12783, + "Ġencry": 12784, + "ĠExp": 12785, + "Ġinjuries": 12786, + "ãĢģ": 12787, + "Ġdropping": 12788, + "Ġstruggle": 12789, + "++++++++": 12790, + "Ġsomewhere": 12791, + "74": 12792, + "FAI": 12793, + "GLTV": 12794, + "ILGV": 12795, + "May": 12796, + "NGV": 12797, + "],": 12798, + "bow": 12799, + "car": 12800, + "col": 12801, + "fortunately": 12802, + "lan": 12803, + "Ġtaught": 12804, + "LAGY": 12805, + "itarian": 12806, + "orse": 12807, + "Ġburn": 12808, + "Ġfro": 12809, + "esome": 12810, + "Ġpace": 12811, + "LENY": 12812, + "LIAQ": 12813, + "LREY": 12814, + "aling": 12815, + "arters": 12816, + "AVAK": 12817, + "AVTV": 12818, + "VVTT": 12819, + "AGLY": 12820, + "LFLY": 12821, + "LQQV": 12822, + "LNAT": 12823, + "LNEI": 12824, + "PSLI": 12825, + "AESS": 12826, + "DDDS": 12827, + "AKAQ": 12828, + "GIM": 12829, + "EDAA": 12830, + "EDGF": 12831, + "EDIK": 12832, + "APLD": 12833, + "NNNS": 12834, + "KSKN": 12835, + "Ġgap": 12836, + "Ġgender": 12837, + "ETIS": 12838, + "IDAI": 12839, + "YSDS": 12840, + "adow": 12841, + "imm": 12842, + "RKLI": 12843, + "ĠSat": 12844, + "ĠSav": 12845, + "IPVS": 12846, + "KDKK": 12847, + "TPSS": 12848, + "GELG": 12849, + "RILP": 12850, + "NDLI": 12851, + "CSW": 12852, + "KILN": 12853, + "REAS": 12854, + "ĠWatch": 12855, + "Ġproced": 12856, + "VDC": 12857, + "EGLP": 12858, + "HPW": 12859, + "ĠNic": 12860, + "ĠGree": 12861, + "Ġplate": 12862, + "QFC": 12863, + "ICY": 12864, + "PGPP": 12865, + "Ġcloud": 12866, + "YIW": 12867, + "LKSD": 12868, + "ĠInf": 12869, + "GGST": 12870, + "AAVAA": 12871, + "GLST": 12872, + "ATSP": 12873, + "GSSP": 12874, + "KCY": 12875, + "LLQC": 12876, + "Ġstrict": 12877, + "Ġsupports": 12878, + "Ġdetect": 12879, + "Ġflat": 12880, + "Ġpromised": 12881, + "ĠTechn": 12882, + "Ġaudio": 12883, + "Ġsuffer": 12884, + "ĠTurkey": 12885, + "Ġdestroyed": 12886, + "ĠPalestinian": 12887, + "ĠUkraine": 12888, + "Ġtroops": 12889, + "ĠNSA": 12890, + "ĠDevelopment": 12891, + "ELDS": 12892, + "EAIS": 12893, + "EDDS": 12894, + "Follow": 12895, + "NGG": 12896, + "NDS": 12897, + "RA": 12898, + "RLVS": 12899, + "YPD": 12900, + "gia": 12901, + "Ġtheories": 12902, + "Ġsample": 12903, + "Ġwal": 12904, + "Ġwaves": 12905, + "LAVF": 12906, + "itors": 12907, + "LVVP": 12908, + "LGNV": 12909, + "Ġpod": 12910, + "LEGG": 12911, + "LENP": 12912, + "LRKV": 12913, + "LTVV": 12914, + "KKLI": 12915, + "AGVI": 12916, + "LFIV": 12917, + "LQRK": 12918, + "LNGV": 12919, + "ISDT": 12920, + "RRLT": 12921, + "EKSS": 12922, + "EKLT": 12923, + "EKSV": 12924, + "DDLD": 12925, + "IIVS": 12926, + "DSIV": 12927, + "FSR": 12928, + "GKDV": 12929, + "ERES": 12930, + "Ġna": 12931, + "Ġliqu": 12932, + "LYLG": 12933, + "GIGV": 12934, + "EILP": 12935, + "NNSS": 12936, + "GRLG": 12937, + "Ġbear": 12938, + "ETKK": 12939, + "ENAA": 12940, + "KVKS": 12941, + "KVKD": 12942, + "ĠTO": 12943, + "ĠTaylor": 12944, + "etts": 12945, + "FVLV": 12946, + "ima": 12947, + "PTPS": 12948, + "olas": 12949, + "ĠCleveland": 12950, + "MSFS": 12951, + "KNLN": 12952, + "EPEE": 12953, + "ĠMMA": 12954, + "RNSS": 12955, + "ĠBob": 12956, + "RYLA": 12957, + "Ġalt": 12958, + "GMH": 12959, + "MDW": 12960, + "ĠFootball": 12961, + "EGLI": 12962, + "EGVV": 12963, + "QFW": 12964, + "eller": 12965, + "DNH": 12966, + "Ġexposure": 12967, + "LKSF": 12968, + "Ġeval": 12969, + "Ġtech": 12970, + "ALQQ": 12971, + "ĠVeg": 12972, + "Ġreturning": 12973, + "GSNMQRQ": 12974, + "ĠMinistry": 12975, + "Ġsituations": 12976, + "ĠParliament": 12977, + "Ġtargeted": 12978, + "Ġjournalist": 12979, + "Ġsatisf": 12980, + "Ġchairman": 12981, + "Ġfabric": 12982, + "Ġdatabase": 12983, + "DLV": 12984, + "MMI": 12985, + "NLA": 12986, + "ja": 12987, + "oor": 12988, + "ship": 12989, + "æľ": 12990, + "Ġ;": 12991, + "ĠGM": 12992, + "reens": 12993, + "LATP": 12994, + "LSGN": 12995, + "LEKE": 12996, + "LRQR": 12997, + "LTTV": 12998, + "KKEI": 12999, + "AGAE": 13000, + "AGDD": 13001, + "icer": 13002, + "LQTV": 13003, + "EKEF": 13004, + "GSTD": 13005, + "GSVI": 13006, + "PSFS": 13007, + "AEVT": 13008, + "ATLR": 13009, + "IIKS": 13010, + "ESM": 13011, + "DSIS": 13012, + "DSVT": 13013, + "Ġnorthern": 13014, + "LYVS": 13015, + "GIDP": 13016, + "EDKK": 13017, + "GRLT": 13018, + "AQAS": 13019, + "AQSV": 13020, + "IVEE": 13021, + "ETLV": 13022, + "ETEI": 13023, + "ENGV": 13024, + "GFTV": 13025, + "RVLP": 13026, + "FVGK": 13027, + "RKLG": 13028, + "RKLP": 13029, + "GQLV": 13030, + "IPLV": 13031, + "KPLP": 13032, + "ĠPM": 13033, + "NDK": 13034, + "ĠWood": 13035, + "ĠDiv": 13036, + "ria": 13037, + "Ġ(\"": 13038, + "ĠFollow": 13039, + "MTEE": 13040, + "IGLV": 13041, + "IGAT": 13042, + "IETV": 13043, + "ĠEastern": 13044, + "Ġplot": 13045, + "YYH": 13046, + "DYH": 13047, + "ALRQ": 13048, + "VNH": 13049, + "ALIT": 13050, + "VGLG": 13051, + "anges": 13052, + "ĠIts": 13053, + "ILLT": 13054, + "Ġcoast": 13055, + "upid": 13056, + "Ġwarning": 13057, + "Ġfunctions": 13058, + "Ġarticles": 13059, + "Ġtaxp": 13060, + "Ġcampaigns": 13061, + "Ġcritics": 13062, + "Ġfaces": 13063, + "Ġengage": 13064, + "ĠSea": 13065, + "Ġportion": 13066, + "ĠRoman": 13067, + "Ġschedule": 13068, + "Ġrejected": 13069, + "Ġdefeat": 13070, + "IAAV": 13071, + "NPV": 13072, + "Pad": 13073, + "YAV": 13074, + "YAS": 13075, + "wan": 13076, + "xy": 13077, + "Ġ00": 13078, + "inf": 13079, + "AAAM": 13080, + "LANP": 13081, + "LADY": 13082, + "LGES": 13083, + "LGKS": 13084, + "Ġfly": 13085, + "Ġfold": 13086, + "esy": 13087, + "ouver": 13088, + "LKPS": 13089, + "LIGV": 13090, + "LRGG": 13091, + "Ġmurd": 13092, + "AVRS": 13093, + "KKIT": 13094, + "ASIV": 13095, + "ASVP": 13096, + "LFVT": 13097, + "LQEQ": 13098, + "Ġthick": 13099, + "LNAA": 13100, + "LNVV": 13101, + "LNIP": 13102, + "RRIS": 13103, + "TSAD": 13104, + "VSIP": 13105, + "DSKK": 13106, + "Ġloud": 13107, + "LYGG": 13108, + "EIGS": 13109, + "QQLK": 13110, + "GRVS": 13111, + "GTLR": 13112, + "AQLQ": 13113, + "ETGV": 13114, + "ENEN": 13115, + "IDLP": 13116, + "ANGG": 13117, + "ĠSet": 13118, + "amber": 13119, + "PTRT": 13120, + "GQLT": 13121, + "ĠCy": 13122, + "GYSS": 13123, + "ĠMil": 13124, + "ĠMos": 13125, + "KILI": 13126, + "ifest": 13127, + "KELR": 13128, + "EMLTV": 13129, + "FISS": 13130, + "umer": 13131, + "EGLV": 13132, + "ALLH": 13133, + "enders": 13134, + "IELD": 13135, + "IEGV": 13136, + "Ġpled": 13137, + "Ġbutton": 13138, + "Ġallies": 13139, + "PELQ": 13140, + "DELL": 13141, + "Ġhadn": 13142, + "AGGT": 13143, + "DGTV": 13144, + "intend": 13145, + "Ġnewly": 13146, + "Ġrecover": 13147, + "ĠView": 13148, + "Ġ1970": 13149, + "Ġactor": 13150, + "ĠWeek": 13151, + "ĠAndre": 13152, + "GISV": 13153, + "Ġbrings": 13154, + "Ġretire": 13155, + "Ġcrash": 13156, + "ĠAsia": 13157, + "Ġexplore": 13158, + "ĠAdminist": 13159, + "Ġfields": 13160, + "ĠRomney": 13161, + "Ġinspired": 13162, + "Ġteacher": 13163, + "62": 13164, + "84": 13165, + "ELFS": 13166, + "FEE": 13167, + "FGN": 13168, + "GALN": 13169, + "RKKS": 13170, + "from": 13171, + "hus": 13172, + "lers": 13173, + "Ġing": 13174, + "LSRF": 13175, + "Ġpic": 13176, + "LKLG": 13177, + "LEIV": 13178, + "LILP": 13179, + "LTTD": 13180, + "Ġmand": 13181, + "AVI": 13182, + "AVRR": 13183, + "AVPV": 13184, + "AVVQ": 13185, + "ASDD": 13186, + "AGKV": 13187, + "LNVS": 13188, + "LNKV": 13189, + "LNKD": 13190, + "ISNV": 13191, + "EKPS": 13192, + "GSR": 13193, + "ESVD": 13194, + "TTLG": 13195, + "GKSS": 13196, + "ERLF": 13197, + "ADEE": 13198, + "ADAG": 13199, + "ADAE": 13200, + "Ġlatter": 13201, + "EVM": 13202, + "Ġren": 13203, + "EDEK": 13204, + "NNLS": 13205, + "GRPS": 13206, + "AQLK": 13207, + "utral": 13208, + "GFLP": 13209, + "ANVS": 13210, + "adi": 13211, + "IKLK": 13212, + "ĠSar": 13213, + "ĠSCP": 13214, + "ĠSky": 13215, + "ĠCivil": 13216, + "Ġstadium": 13217, + "KTLV": 13218, + "KNSS": 13219, + "EPAA": 13220, + "EPVV": 13221, + "ĠMid": 13222, + "ĠMiami": 13223, + "Ġaside": 13224, + "TPGH": 13225, + "GEPV": 13226, + "LWC": 13227, + "RIGR": 13228, + "NPTV": 13229, + "ĠPri": 13230, + "Ġath": 13231, + "ĠWork": 13232, + "KRKS": 13233, + "ĠDO": 13234, + "ĠDid": 13235, + "estival": 13236, + "ĠRay": 13237, + "NIGI": 13238, + "thodox": 13239, + "MTC": 13240, + "ĠLind": 13241, + "IGAI": 13242, + "IETS": 13243, + "DILD": 13244, + "KGLG": 13245, + "RCY": 13246, + "TRLL": 13247, + "ĠKong": 13248, + "QGLS": 13249, + "aug": 13250, + "FKC": 13251, + "Ġexpression": 13252, + "Ġuncom": 13253, + "CTGG": 13254, + "ibilities": 13255, + "Ġanymore": 13256, + "achus": 13257, + "ĠVan": 13258, + "ildren": 13259, + "ancouver": 13260, + "Ġsyn": 13261, + "Ġassert": 13262, + "EEEEEE": 13263, + "ologist": 13264, + "Ġinterpret": 13265, + "print": 13266, + "Ġcorruption": 13267, + "Ġcausing": 13268, + "Ġfacility": 13269, + "Ġproperly": 13270, + "Ġcreative": 13271, + "Ġthreatened": 13272, + "ĠPolicy": 13273, + "Ġimmigrants": 13274, + "Ġsquad": 13275, + "Ġcomplaint": 13276, + "Ġpenal": 13277, + "Ġquarterback": 13278, + "Ġhyd": 13279, + "Ġnomine": 13280, + "ĠAtlanta": 13281, + "Ġtaste": 13282, + "ĠPennsylvania": 13283, + "Ġsplit": 13284, + "ĠComey": 13285, + "Can": 13286, + "GEKV": 13287, + "HVV": 13288, + "NES": 13289, + "NRS": 13290, + "NIN": 13291, + "def": 13292, + "mate": 13293, + "vin": 13294, + "reate": 13295, + "LAKT": 13296, + "oration": 13297, + "EERV": 13298, + "LGEV": 13299, + "LGRV": 13300, + "Ġfought": 13301, + "edia": 13302, + "LETD": 13303, + "Ġtow": 13304, + "LTGS": 13305, + "LPEN": 13306, + "LDQV": 13307, + "AVES": 13308, + "Ġduty": 13309, + "KKIN": 13310, + "ASVD": 13311, + "VVEE": 13312, + "AGQS": 13313, + "LFGV": 13314, + "LFAN": 13315, + "EKGI": 13316, + "VSDV": 13317, + "PSRS": 13318, + "ATTP": 13319, + "ARAI": 13320, + "TTLI": 13321, + "TTID": 13322, + "ADFS": 13323, + "Ġnative": 13324, + "TVFS": 13325, + "GIGI": 13326, + "EIKS": 13327, + "GRLK": 13328, + "KSLR": 13329, + "ros": 13330, + "Ġgear": 13331, + "LHTP": 13332, + "IDAV": 13333, + "GFLE": 13334, + "GFLT": 13335, + "ANAV": 13336, + "DVLA": 13337, + "QSLG": 13338, + "Ġforth": 13339, + "Ġstuck": 13340, + "Ġsteal": 13341, + "GYNY": 13342, + "KTLI": 13343, + "LCGS": 13344, + "EPLS": 13345, + "EYIY": 13346, + "ĠMount": 13347, + "RPLS": 13348, + "TPAS": 13349, + "ĠBBC": 13350, + "GEAI": 13351, + "RIAS": 13352, + "NDW": 13353, + "QPLP": 13354, + "NFLS": 13355, + "AWW": 13356, + "ĠNavy": 13357, + "ĠGames": 13358, + "NKLI": 13359, + "LLSLL": 13360, + "ĠLong": 13361, + "IGSS": 13362, + "ĠEll": 13363, + "Ġdoi": 13364, + "ureau": 13365, + "QEW": 13366, + "Ġunusual": 13367, + "AEED": 13368, + "Ġresc": 13369, + "Ġscan": 13370, + "ARRD": 13371, + "LNST": 13372, + "Ġ39": 13373, + "Ġroles": 13374, + "Ġguide": 13375, + "ĠReid": 13376, + "ĠClass": 13377, + "Ġwarned": 13378, + "ĠUSA": 13379, + "Ġattacked": 13380, + "ocratic": 13381, + "Ġemployment": 13382, + "ĠAgain": 13383, + "Ġjournalists": 13384, + "RMFTSRAE": 13385, + "Ġselected": 13386, + "Ġscenes": 13387, + "ĠTrek": 13388, + "Ġvillage": 13389, + "Ġlobby": 13390, + "Ġbombs": 13391, + "ALGPGGLTRERAGFEVRDV": 13392, + "Ġschol": 13393, + "76": 13394, + "Con": 13395, + "FII": 13396, + "FGD": 13397, + "FIN": 13398, + "Gu": 13399, + "GANS": 13400, + "IVVS": 13401, + "MQY": 13402, + "MQH": 13403, + "NEK": 13404, + "NGS": 13405, + "bel": 13406, + "tle": 13407, + "Ġtension": 13408, + "Ġtiny": 13409, + "heme": 13410, + "LLVV": 13411, + "rep": 13412, + "Ġsending": 13413, + "LAKQ": 13414, + "Ġbike": 13415, + "Ġflying": 13416, + "Ġpa": 13417, + "LRLD": 13418, + "arry": 13419, + "LPTV": 13420, + "LDGK": 13421, + "AVTP": 13422, + "ASVT": 13423, + "LNDS": 13424, + "EKEN": 13425, + "TSPP": 13426, + "TSNS": 13427, + "TSPT": 13428, + "GSLK": 13429, + "ARAS": 13430, + "ARER": 13431, + "DSPS": 13432, + "FSPS": 13433, + "GVELG": 13434, + "ERAI": 13435, + "ADIS": 13436, + "GRAA": 13437, + "AQVV": 13438, + "PVAA": 13439, + "IVGV": 13440, + "ETDS": 13441, + "acter": 13442, + "IDED": 13443, + "ITLG": 13444, + "GNGT": 13445, + "ĠSon": 13446, + "Ġformed": 13447, + "NVLL": 13448, + "RTR": 13449, + "RTLV": 13450, + "PDLS": 13451, + "FDER": 13452, + "FDKV": 13453, + "eler": 13454, + "TDSS": 13455, + "uls": 13456, + "Ġrub": 13457, + "YDC": 13458, + "ĠRa": 13459, + "ĠRad": 13460, + "ums": 13461, + "EGDD": 13462, + "LAAY": 13463, + "DPC": 13464, + "abel": 13465, + "QKLK": 13466, + "YPGG": 13467, + "IELI": 13468, + "IEAV": 13469, + "Ġintent": 13470, + "raid": 13471, + "RRSP": 13472, + "EKKD": 13473, + "Ġremote": 13474, + "ĠAndrew": 13475, + "ributes": 13476, + "Ġconfig": 13477, + "Ġoblig": 13478, + "Ġfilter": 13479, + "Ġharder": 13480, + "Ġhardware": 13481, + "Ġeffectively": 13482, + "Ġoperate": 13483, + "Ġsky": 13484, + "ĠMcDonald": 13485, + "ĠAbstract": 13486, + "ĠSeattle": 13487, + "nesota": 13488, + "Ġlabel": 13489, + "Ġcommitment": 13490, + "Ġmanufacture": 13491, + "Ġdrinking": 13492, + "Ġoccasion": 13493, + "profit": 13494, + "ĠTregs": 13495, + "Ġplugin": 13496, + "Ġexercise": 13497, + "Ġancient": 13498, + "igenous": 13499, + "ĠDiego": 13500, + "ĠArizona": 13501, + "achusetts": 13502, + "Int": 13503, + "MYF": 13504, + "MELL": 13505, + "NFT": 13506, + "QGG": 13507, + "chers": 13508, + "fire": 13509, + "uce": 13510, + "water": 13511, + "ñ": 13512, + "herent": 13513, + "LLFS": 13514, + "aters": 13515, + "LAGQ": 13516, + "Ġblo": 13517, + "EEGK": 13518, + "LVGM": 13519, + "LEAH": 13520, + "LDNV": 13521, + "ASIN": 13522, + "VVAI": 13523, + "AGTP": 13524, + "LQLK": 13525, + "ISFS": 13526, + "RRM": 13527, + "RRGG": 13528, + "RRRD": 13529, + "EKLV": 13530, + "EKEQ": 13531, + "PSGT": 13532, + "PSRP": 13533, + "AEID": 13534, + "IITT": 13535, + "AKLY": 13536, + "AKRK": 13537, + "AKVD": 13538, + "GKLY": 13539, + "GKIT": 13540, + "NSLP": 13541, + "NSLF": 13542, + "GIAF": 13543, + "EVRR": 13544, + "EVTS": 13545, + "EVES": 13546, + "EVRV": 13547, + "GRID": 13548, + "GRKV": 13549, + "GDRI": 13550, + "ENIP": 13551, + "GFVP": 13552, + "ANLI": 13553, + "RVLN": 13554, + "LMK": 13555, + "FVPS": 13556, + "RKGP": 13557, + "QSLI": 13558, + "EFLR": 13559, + "AYAA": 13560, + "KDLS": 13561, + "FDLV": 13562, + "EPSS": 13563, + "RQLR": 13564, + "RFAA": 13565, + "RPAA": 13566, + "TPLT": 13567, + "KQLQ": 13568, + "ulin": 13569, + "GESS": 13570, + "MVKV": 13571, + "KPLV": 13572, + "Ġring": 13573, + "QTK": 13574, + "KEVS": 13575, + "QDW": 13576, + "NINN": 13577, + "EMLK": 13578, + "EGLS": 13579, + "EGKK": 13580, + "NKLS": 13581, + "ĠJordan": 13582, + "IELV": 13583, + "KGLL": 13584, + "QELG": 13585, + "MNH": 13586, + "PQW": 13587, + "MFH": 13588, + "Ġenh": 13589, + "ĠStan": 13590, + "DQC": 13591, + "LTSF": 13592, + "orders": 13593, + "ressing": 13594, + "awa": 13595, + "Ġaccomp": 13596, + "Ġacts": 13597, + "tein": 13598, + "Ġdecre": 13599, + "Ġpoly": 13600, + "Ġpool": 13601, + "Ġcovers": 13602, + "Ġlegit": 13603, + "Ġvoter": 13604, + "espread": 13605, + "Ġmovements": 13606, + "Ġformat": 13607, + "Ġpayment": 13608, + "Ġwinner": 13609, + "Ġtechnique": 13610, + "ĠBeeman": 13611, + "Ġstrongly": 13612, + "Ġrepresented": 13613, + "Ġzero": 13614, + "Ġenemies": 13615, + "Ġannouncement": 13616, + "Ġstretch": 13617, + "Ġsymbol": 13618, + "abetes": 13619, + "41": 13620, + "ELNS": 13621, + "IALT": 13622, + "MIC": 13623, + "MGLL": 13624, + "NGD": 13625, + "NGN": 13626, + "PER": 13627, + "QRS": 13628, + "ba": 13629, + "dit": 13630, + "making": 13631, + "ras": 13632, + "ua": 13633, + "ĠES": 13634, + "LLPP": 13635, + "requ": 13636, + "Ġwire": 13637, + "Ġwars": 13638, + "LANN": 13639, + "LAIF": 13640, + "LAKR": 13641, + "LADF": 13642, + "ishes": 13643, + "EEAG": 13644, + "LVTV": 13645, + "LGGD": 13646, + "LEIT": 13647, + "LEKM": 13648, + "LTGG": 13649, + "AVGF": 13650, + "KKLD": 13651, + "KKRS": 13652, + "ASLF": 13653, + "AGKT": 13654, + "AGDT": 13655, + "LFTT": 13656, + "RRVT": 13657, + "TSLY": 13658, + "TSPV": 13659, + "VSLF": 13660, + "AIDS": 13661, + "ATTS": 13662, + "DDK": 13663, + "DDVV": 13664, + "DSES": 13665, + "GKIS": 13666, + "PPRP": 13667, + "EDAK": 13668, + "EDEN": 13669, + "APES": 13670, + "GRAT": 13671, + "KSLP": 13672, + "GTGD": 13673, + "AFLP": 13674, + "PVLG": 13675, + "PVLK": 13676, + "LHLP": 13677, + "ENII": 13678, + "IDLI": 13679, + "ITGV": 13680, + "IKEV": 13681, + "IKET": 13682, + "QSLV": 13683, + "IPAA": 13684, + "Ġstab": 13685, + "QVFT": 13686, + "EPK": 13687, + "GEAS": 13688, + "Ġathe": 13689, + "Ġconver": 13690, + "KIIS": 13691, + "NILS": 13692, + "emb": 13693, + "GCGSS": 13694, + "Ġshit": 13695, + "IGES": 13696, + "QISS": 13697, + "TGSS": 13698, + "PKC": 13699, + "Ġcomponents": 13700, + "Ġclients": 13701, + "Ġagents": 13702, + "EWQ": 13703, + "Ġmanner": 13704, + "ĠVict": 13705, + "angel": 13706, + "ensus": 13707, + "Ġ1960": 13708, + "APST": 13709, + "ĠHeart": 13710, + "Ġrot": 13711, + "Ġunderstood": 13712, + "Ġeverybody": 13713, + "Ġlawmakers": 13714, + "Ġdiscrim": 13715, + "Ġextended": 13716, + "Ġserving": 13717, + "Ġbeliefs": 13718, + "Ġlegs": 13719, + "Ġopponents": 13720, + "Ġexperiment": 13721, + "Ġsolutions": 13722, + "Ġapproval": 13723, + "Ġinvestigations": 13724, + "Ġactivist": 13725, + "Ġraising": 13726, + "ĠSystem": 13727, + "Ġchalleng": 13728, + "Ġtrees": 13729, + "Ġcontracts": 13730, + "Ġcaption": 13731, + "Ġorders": 13732, + "Ġincredibly": 13733, + "43": 13734, + "Because": 13735, + "HVS": 13736, + "IL": 13737, + "MGC": 13738, + "MYY": 13739, + "NDD": 13740, + "NAK": 13741, + "NTT": 13742, + "OW": 13743, + "YTS": 13744, + "foot": 13745, + "gor": 13746, + "ión": 13747, + "oying": 13748, + "Ġauth": 13749, + "rehens": 13750, + "Ġsouthern": 13751, + "LAEY": 13752, + "LAKE": 13753, + "LSPP": 13754, + "EEKV": 13755, + "EESV": 13756, + "LVTD": 13757, + "Ġfing": 13758, + "LEVD": 13759, + "LEVT": 13760, + "LENI": 13761, + "Ġtom": 13762, + "LTLR": 13763, + "LTVP": 13764, + "KKTV": 13765, + "VVTS": 13766, + "AGEE": 13767, + "AGFF": 13768, + "RRLP": 13769, + "EKGD": 13770, + "PSLR": 13771, + "AEGS": 13772, + "ATII": 13773, + "AKEK": 13774, + "ESLF": 13775, + "GVIT": 13776, + "TTM": 13777, + "ADLD": 13778, + "NSGG": 13779, + "GIIS": 13780, + "GITS": 13781, + "EIRS": 13782, + "EVEV": 13783, + "EVRK": 13784, + "EDLN": 13785, + "EDVS": 13786, + "EDGK": 13787, + "APAE": 13788, + "APTP": 13789, + "QQLI": 13790, + "GRLP": 13791, + "KSVS": 13792, + "GDLD": 13793, + "AFRR": 13794, + "AQGV": 13795, + "uties": 13796, + "acle": 13797, + "ĠTop": 13798, + "RVAV": 13799, + "imp": 13800, + "GNLG": 13801, + "QSLR": 13802, + "GQIV": 13803, + "ĠCard": 13804, + "EFLQ": 13805, + "KDSS": 13806, + "RYLD": 13807, + "RYRQ": 13808, + "KPLK": 13809, + "ĠPacific": 13810, + "NTSS": 13811, + "NTLS": 13812, + "GMGG": 13813, + "KIAE": 13814, + "RELF": 13815, + "REIS": 13816, + "KEVV": 13817, + "Ġprohib": 13818, + "KRVV": 13819, + "rier": 13820, + "opher": 13821, + "Ġnotion": 13822, + "EGAA": 13823, + "EGIS": 13824, + "Ġsharp": 13825, + "ĠLas": 13826, + "QKLI": 13827, + "Ġchosen": 13828, + "ĠEach": 13829, + "acking": 13830, + "RGAA": 13831, + "Ġdozen": 13832, + "DIW": 13833, + "Ġspark": 13834, + "LASQ": 13835, + "TKW": 13836, + "Ġupset": 13837, + "ECQ": 13838, + "VYH": 13839, + "HNH": 13840, + "MYFF": 13841, + "GAVT": 13842, + "EDDD": 13843, + "âĢĶâĢĶ": 13844, + "Ġinstalled": 13845, + "Ġsigning": 13846, + "Ġfewer": 13847, + "Ġinvestors": 13848, + "Ġrequests": 13849, + "Ġheaded": 13850, + "Ġcontrols": 13851, + "ãĤĭ": 13852, + "Ġperformed": 13853, + "ĠCarl": 13854, + "Ġcolleagues": 13855, + "Ġauthent": 13856, + "Ġdomin": 13857, + "Ġreplied": 13858, + "QQQQQQQQQQQQQQQQ": 13859, + "ĠSteven": 13860, + "ĠDavis": 13861, + "Ġmachines": 13862, + "Ġupdated": 13863, + "Ġfixed": 13864, + "ĠMoore": 13865, + "Ġwonderful": 13866, + "Ġapplied": 13867, + "Ġsurrounding": 13868, + "Ġintellectual": 13869, + "EALY": 13870, + "ELPP": 13871, + "HGD": 13872, + "ILQS": 13873, + "NGT": 13874, + "Or": 13875, + "PGS": 13876, + "RALT": 13877, + "WGI": 13878, + "YLN": 13879, + "bled": 13880, + "lord": 13881, + "ĠIS": 13882, + "Ġaver": 13883, + "LLQQ": 13884, + "EER": 13885, + "EEQQ": 13886, + "EEIN": 13887, + "EEKQ": 13888, + "LGLY": 13889, + "LIVS": 13890, + "LIGY": 13891, + "LTIP": 13892, + "KKVT": 13893, + "ASFD": 13894, + "VVGT": 13895, + "AGDS": 13896, + "AGIF": 13897, + "LQAS": 13898, + "EKVS": 13899, + "TSID": 13900, + "PSTV": 13901, + "AETD": 13902, + "ATAD": 13903, + "ARSS": 13904, + "IILP": 13905, + "DSER": 13906, + "FSVS": 13907, + "GKVD": 13908, + "iler": 13909, + "ERLV": 13910, + "ADAD": 13911, + "NSVS": 13912, + "GIGS": 13913, + "EVPV": 13914, + "EVTD": 13915, + "QQAV": 13916, + "GDED": 13917, + "Ġgained": 13918, + "ENIS": 13919, + "EQLT": 13920, + "FVLS": 13921, + "RKAA": 13922, + "ĠSol": 13923, + "INGV": 13924, + "ĠAut": 13925, + "RDVV": 13926, + "IFIS": 13927, + "MSLS": 13928, + "EYES": 13929, + "FTK": 13930, + "RQM": 13931, + "ĠBudd": 13932, + "GELY": 13933, + "RIGD": 13934, + "KRLQ": 13935, + "LAAN": 13936, + "ĠNext": 13937, + "NKLK": 13938, + "HDC": 13939, + "RGLD": 13940, + "arden": 13941, + "DYC": 13942, + "WVGG": 13943, + "Ġads": 13944, + "Ġcontest": 13945, + "Ġuniverse": 13946, + "Ġresolution": 13947, + "ALPD": 13948, + "Ġrecall": 13949, + "Ġ38": 13950, + "inking": 13951, + "APPT": 13952, + "AEST": 13953, + "Ġemails": 13954, + "Ġemissions": 13955, + "ĠAndroid": 13956, + "Ġedition": 13957, + "Ġearned": 13958, + "Ġlegend": 13959, + "ĠBlu": 13960, + "ĠBlue": 13961, + "Ġwriters": 13962, + "Ġbills": 13963, + "Ġfavour": 13964, + "ĠAustin": 13965, + "GCTGG": 13966, + "Ġimmediate": 13967, + "inois": 13968, + "haust": 13969, + "Ġregularly": 13970, + "Ġreferred": 13971, + "Ġpunish": 13972, + "ĠCrossRef": 13973, + "iveness": 13974, + "Ġaspects": 13975, + "ĠPhotos": 13976, + "Ġelder": 13977, + "ĠBaltimore": 13978, + "Ġapproximately": 13979, + "ĠAfghanistan": 13980, + "Ġchampion": 13981, + "',": 13982, + "69": 13983, + "EALF": 13984, + "ELVV": 13985, + "GERS": 13986, + "IAKK": 13987, + "IAIS": 13988, + "ISST": 13989, + "MEW": 13990, + "PES": 13991, + "YGS": 13992, + "rich": 13993, + "LAEF": 13994, + "LSLR": 13995, + "LSAQ": 13996, + "isa": 13997, + "Ġbes": 13998, + "EEEM": 13999, + "LGKV": 14000, + "Ġfish": 14001, + "Ġfiscal": 14002, + "LERI": 14003, + "LRGV": 14004, + "GGGD": 14005, + "GGVT": 14006, + "AVTT": 14007, + "KKLV": 14008, + "KKKT": 14009, + "KKKY": 14010, + "ASKV": 14011, + "LNPD": 14012, + "TSGV": 14013, + "TSVD": 14014, + "AIAG": 14015, + "AIAP": 14016, + "ATLQ": 14017, + "ATKV": 14018, + "ATVF": 14019, + "ARVP": 14020, + "AKII": 14021, + "GKEI": 14022, + "PPPQ": 14023, + "ERLT": 14024, + "ERIS": 14025, + "ERET": 14026, + "TVTP": 14027, + "NSAS": 14028, + "NSPS": 14029, + "APLT": 14030, + "APAD": 14031, + "Ġgig": 14032, + "IDEN": 14033, + "ĠTenn": 14034, + "adel": 14035, + "GNIS": 14036, + "RKAI": 14037, + "QSK": 14038, + "IPVV": 14039, + "ĠAuthor": 14040, + "RDLV": 14041, + "MSK": 14042, + "ĠMul": 14043, + "RQRR": 14044, + "GELR": 14045, + "Ġdeals": 14046, + "ĠDal": 14047, + "NISS": 14048, + "NIPV": 14049, + "RHW": 14050, + "Ġvice": 14051, + "HPIS": 14052, + "GWC": 14053, + "LLSY": 14054, + "apse": 14055, + "HDLL": 14056, + "LSSY": 14057, + "RGSS": 14058, + "PFLL": 14059, + "Ġtrillion": 14060, + "KGSS": 14061, + "QELK": 14062, + "RCH": 14063, + "aval": 14064, + "QGQQ": 14065, + "ĠThanks": 14066, + "VGAG": 14067, + "LGSD": 14068, + "GGSP": 14069, + "Ġnobody": 14070, + "Ġ1999": 14071, + "Ġroster": 14072, + "ADST": 14073, + "Ġphones": 14074, + "Ġfactory": 14075, + "Ġcarbon": 14076, + "Ġgenerated": 14077, + "ĠSpecial": 14078, + "Ġveget": 14079, + "Ġloan": 14080, + "ãĥ¼": 14081, + "Ġreasonable": 14082, + "Ġrisks": 14083, + "ï¼IJ": 14084, + "Ġfalling": 14085, + "Ġapartment": 14086, + "ĠSteel": 14087, + "ĠAgency": 14088, + "Ġdollar": 14089, + "Ġexpanded": 14090, + "ĠNetwork": 14091, + "ĠBoard": 14092, + "Ġethnic": 14093, + "Ġcategory": 14094, + "GYEEAAAQ": 14095, + "ESISESVSESVSESISESVSESVS": 14096, + "GLNS": 14097, + "LB": 14098, + "NIP": 14099, + "QLF": 14100, + "RASS": 14101, + "Us": 14102, + "iences": 14103, + "zens": 14104, + "Ġtears": 14105, + "LLTV": 14106, + "Ġsin": 14107, + "Ġwins": 14108, + "AAER": 14109, + "LALH": 14110, + "LSRR": 14111, + "EEKS": 14112, + "LGDD": 14113, + "Ġfiring": 14114, + "Ġfasc": 14115, + "eda": 14116, + "Ġpng": 14117, + "LIGF": 14118, + "LRGT": 14119, + "GGLS": 14120, + "Ġmail": 14121, + "LDAF": 14122, + "AVDS": 14123, + "AVRT": 14124, + "VVGS": 14125, + "icate": 14126, + "LQLT": 14127, + "LQRR": 14128, + "Ġthin": 14129, + "LNET": 14130, + "LNEF": 14131, + "EKAV": 14132, + "EKAQ": 14133, + "TSET": 14134, + "PSQP": 14135, + "IINT": 14136, + "AKRS": 14137, + "ESAS": 14138, + "ESIK": 14139, + "TTAP": 14140, + "TTPV": 14141, + "GKGS": 14142, + "ERKV": 14143, + "ERIK": 14144, + "LYIS": 14145, + "LYGS": 14146, + "EIEN": 14147, + "RSLD": 14148, + "RSRR": 14149, + "GRDP": 14150, + "GTFS": 14151, + "AFAR": 14152, + "GFGF": 14153, + "ĠTal": 14154, + "EQLI": 14155, + "RVLK": 14156, + "FVLP": 14157, + "GNLI": 14158, + "IKR": 14159, + "IKAI": 14160, + "ĠSuch": 14161, + "QSQS": 14162, + "GQLS": 14163, + "IPLI": 14164, + "RDLT": 14165, + "IFLV": 14166, + "IFGV": 14167, + "KDVV": 14168, + "KDGD": 14169, + "PDGT": 14170, + "EPVS": 14171, + "EPAP": 14172, + "AMK": 14173, + "RPAS": 14174, + "TPK": 14175, + "KIEK": 14176, + "KINS": 14177, + "KIED": 14178, + "KIKS": 14179, + "ĠWi": 14180, + "ĠHun": 14181, + "ĠHale": 14182, + "Ġsew": 14183, + "istory": 14184, + "KRLV": 14185, + "ĠDam": 14186, + "Ġ($": 14187, + "NIGQ": 14188, + "unes": 14189, + "FYH": 14190, + "LLSH": 14191, + "ĠLife": 14192, + "QRLG": 14193, + "WSC": 14194, + "IGIS": 14195, + "ĠEconom": 14196, + "QNC": 14197, + "QNLL": 14198, + "ĠOs": 14199, + "Ġjury": 14200, + "Ġkiss": 14201, + "ALSY": 14202, + "YNW": 14203, + "NRW": 14204, + "Ġunknown": 14205, + "RWP": 14206, + "Ġrose": 14207, + "Ġdecent": 14208, + "SSSSSS": 14209, + "Ġcounty": 14210, + "Ġdefine": 14211, + "Ġbranch": 14212, + "Ġentered": 14213, + "ĠReuters": 14214, + "ĠYoung": 14215, + "Ġmoder": 14216, + "Ġmoves": 14217, + "ĠAnother": 14218, + "Ġcareful": 14219, + "Ġrepresentative": 14220, + "EPYRMFTSRAE": 14221, + "GICFI": 14222, + "DSDSDSDS": 14223, + "Ġperfectly": 14224, + "Ġsettings": 14225, + "Ġcollabor": 14226, + "Ġawareness": 14227, + "ĠMuslims": 14228, + "Ġadopted": 14229, + "senal": 14230, + "employ": 14231, + "burgh": 14232, + "Ġdinner": 14233, + "Ġempty": 14234, + "Ġcoffee": 14235, + "FDD": 14236, + "FEN": 14237, + "NKT": 14238, + "UST": 14239, + "YGF": 14240, + "ez": 14241, + "pat": 14242, + "rase": 14243, + "uction": 14244, + "Ġtort": 14245, + "rete": 14246, + "AAGE": 14247, + "ano": 14248, + "Ġborrow": 14249, + "LVAT": 14250, + "Ġpin": 14251, + "LKAS": 14252, + "LKQQ": 14253, + "LTTT": 14254, + "LTGD": 14255, + "LDKF": 14256, + "AVIT": 14257, + "Ġdry": 14258, + "KKLA": 14259, + "KKKV": 14260, + "Ġhide": 14261, + "ASGR": 14262, + "ISKK": 14263, + "ISVD": 14264, + "AITT": 14265, + "AEGV": 14266, + "ATIT": 14267, + "ATCH": 14268, + "ARVT": 14269, + "AKAE": 14270, + "AKAF": 14271, + "FSET": 14272, + "ADPV": 14273, + "TVRV": 14274, + "NSVV": 14275, + "Ġles": 14276, + "EVEN": 14277, + "EDES": 14278, + "EDGD": 14279, + "APLQ": 14280, + "IVEK": 14281, + "LHSV": 14282, + "IDLK": 14283, + "DVLG": 14284, + "LMAI": 14285, + "RKM": 14286, + "ĠSean": 14287, + "QSLT": 14288, + "owed": 14289, + "PTGT": 14290, + "ĠCath": 14291, + "AYGI": 14292, + "RTLP": 14293, + "LCK": 14294, + "irms": 14295, + "FDVV": 14296, + "elson": 14297, + "RPLT": 14298, + "NPAIGG": 14299, + "RELT": 14300, + "REAG": 14301, + "KEGK": 14302, + "KEQQ": 14303, + "KRAA": 14304, + "ĠRights": 14305, + "NFLL": 14306, + "Ġexception": 14307, + "FILS": 14308, + "LAAP": 14309, + "ocation": 14310, + "IGVS": 14311, + "Ġchampions": 14312, + "ĠOk": 14313, + "QELI": 14314, + "TNH": 14315, + "ideo": 14316, + "ICQ": 14317, + "TYH": 14318, + "AASF": 14319, + "ogen": 14320, + "LPSY": 14321, + "Ġmanip": 14322, + "ĠInvest": 14323, + "Ġreporter": 14324, + "ALQD": 14325, + "Ġ->": 14326, + "ĠVancouver": 14327, + "Ġworker": 14328, + "EESD": 14329, + "EKST": 14330, + "Ġeverywhere": 14331, + "encing": 14332, + "DDSD": 14333, + "Ġworldwide": 14334, + "Ġsmile": 14335, + "Ġprovince": 14336, + "Ġtermin": 14337, + "ĠAlab": 14338, + "Ġcarefully": 14339, + "Ġmarked": 14340, + "Ġletters": 14341, + "Ġlistening": 14342, + "rones": 14343, + "Ġvisited": 14344, + "Ġtested": 14345, + "ĠTea": 14346, + "ãĤĴ": 14347, + "Ġclasses": 14348, + "Ġ1996": 14349, + "Ġdriven": 14350, + "Ġmulti": 14351, + "Ġemployee": 14352, + "ĠEnvironment": 14353, + "ĠElvis": 14354, + "ĠSwed": 14355, + "Ġregardless": 14356, + "Ġdefinition": 14357, + "Ġphotograph": 14358, + "Ġobjects": 14359, + "ĠPatrick": 14360, + "ĠMcCain": 14361, + "Ġutil": 14362, + "ĠBurton": 14363, + "Ġwidespread": 14364, + "Ġrefugees": 14365, + "Ġentertainment": 14366, + "ĠMassachusetts": 14367, + "anchester": 14368, + "Ġsubsid": 14369, + "53": 14370, + ")": 24314, + "CGI": 24315, + "CEV": 24316, + "CKN": 24317, + "EGST": 24318, + "ELMS": 24319, + "EVST": 24320, + "EAQV": 24321, + "FAP": 24322, + "FGR": 24323, + "Figure": 24324, + "GLEQ": 24325, + "HAR": 24326, + "HDD": 24327, + "HRP": 24328, + "IO": 24329, + "ITTP": 24330, + "KHD": 24331, + "KALK": 24332, + "MARR": 24333, + "QER": 24334, + "QTV": 24335, + "QGR": 24336, + "QIY": 24337, + "RLED": 24338, + "REEV": 24339, + "Size": 24340, + "YII": 24341, + "YLY": 24342, + "YAQ": 24343, + "YEQ": 24344, + "aft": 24345, + "fi": 24346, + "file": 24347, + "iors": 24348, + "lie": 24349, + "po": 24350, + "pur": 24351, + "sized": 24352, + "uum": 24353, + "will": 24354, + "wall": 24355, + "äº": 24356, + "Ġtab": 24357, + "Ġsod": 24358, + "atar": 24359, + "atus": 24360, + "SSGV": 24361, + "LAID": 24362, + "LAIQ": 24363, + "LAHV": 24364, + "LADI": 24365, + "LAVK": 24366, + "Ġbits": 24367, + "EEGT": 24368, + "EEND": 24369, + "LVKQ": 24370, + "LGKD": 24371, + "LKAN": 24372, + "LKRD": 24373, + "LKKI": 24374, + "LKTF": 24375, + "LKVF": 24376, + "LEQK": 24377, + "LETY": 24378, + "LRQV": 24379, + "LRGH": 24380, + "alia": 24381, + "LPEF": 24382, + "LPPK": 24383, + "LDDN": 24384, + "AVIK": 24385, + "AVKD": 24386, + "Ġduties": 24387, + "KKIQ": 24388, + "KKKP": 24389, + "KKNP": 24390, + "KKKR": 24391, + "Ġhook": 24392, + "ASEK": 24393, + "VVAR": 24394, + "VVPP": 24395, + "VVAP": 24396, + "VVIT": 24397, + "AGIQ": 24398, + "AGDF": 24399, + "AGVM": 24400, + "icier": 24401, + "LFGR": 24402, + "LFDM": 24403, + "LQRT": 24404, + "LNRF": 24405, + "ISIP": 24406, + "RRLF": 24407, + "EKAE": 24408, + "EKFS": 24409, + "EKRV": 24410, + "EKRF": 24411, + "EKTD": 24412, + "EKQT": 24413, + "TSGY": 24414, + "TSTD": 24415, + "GSAE": 24416, + "GSIF": 24417, + "GSTN": 24418, + "VSAD": 24419, + "omic": 24420, + "PSER": 24421, + "AIR": 24422, + "ATAH": 24423, + "ARPS": 24424, + "ARIR": 24425, + "IILQ": 24426, + "IIED": 24427, + "IIIV": 24428, + "IIDN": 24429, + "AKHF": 24430, + "AKVK": 24431, + "ESAI": 24432, + "ESAK": 24433, + "ESQD": 24434, + "ESVR": 24435, + "DSGI": 24436, + "FSAT": 24437, + "FSAD": 24438, + "FSRK": 24439, + "FSFD": 24440, + "FSRN": 24441, + "GVAE": 24442, + "GVPF": 24443, + "TTVN": 24444, + "GKYS": 24445, + "GKRT": 24446, + "GKIQ": 24447, + "GKDN": 24448, + "ERAS": 24449, + "ERGR": 24450, + "ERLH": 24451, + "ERFD": 24452, + "ERQR": 24453, + "LYLQ": 24454, + "LYTT": 24455, + "LYID": 24456, + "GIED": 24457, + "GIDG": 24458, + "EINS": 24459, + "EIFD": 24460, + "EIRQ": 24461, + "EVGG": 24462, + "EVED": 24463, + "EVLH": 24464, + "EVTQ": 24465, + "Ġreverse": 24466, + "RSRD": 24467, + "RSVI": 24468, + "NNNI": 24469, + "KSEK": 24470, + "KSIV": 24471, + "KSFT": 24472, + "GDTQ": 24473, + "Ġgate": 24474, + "Ġghost": 24475, + "AFFS": 24476, + "AFIH": 24477, + "AQAR": 24478, + "AQIQ": 24479, + "IVTD": 24480, + "idays": 24481, + "ETQS": 24482, + "ENKN": 24483, + "ENIY": 24484, + "ENVN": 24485, + "IDVV": 24486, + "IDIK": 24487, + "IDRF": 24488, + "ĠTem": 24489, + "EQDT": 24490, + "RVRN": 24491, + "DVGG": 24492, + "DVAI": 24493, + "YSID": 24494, + "LMLR": 24495, + "LMER": 24496, + "LMAQ": 24497, + "LMIF": 24498, + "LMKQ": 24499, + "ITGQ": 24500, + "ITKP": 24501, + "imize": 24502, + "RKLT": 24503, + "RKIS": 24504, + "RKQS": 24505, + "IKAS": 24506, + "IKLN": 24507, + "ĠSAT": 24508, + "ĠSwit": 24509, + "ĠSource": 24510, + "ĠSamsung": 24511, + "QSPS": 24512, + "QSAI": 24513, + "QSAQ": 24514, + "semble": 24515, + "INGK": 24516, + "IPYS": 24517, + "IPGP": 24518, + "GPKK": 24519, + "RDIV": 24520, + "ĠCase": 24521, + "ĠCode": 24522, + "EFEK": 24523, + "NVAV": 24524, + "NVNI": 24525, + "GYM": 24526, + "GYR": 24527, + "GYNV": 24528, + "AYFY": 24529, + "KTIT": 24530, + "KDIV": 24531, + "KDGN": 24532, + "KDIK": 24533, + "MSLI": 24534, + "MSLT": 24535, + "MSAS": 24536, + "MSGR": 24537, + "MSRV": 24538, + "PDPS": 24539, + "QVDD": 24540, + "LCSS": 24541, + "LCGG": 24542, + "LCLQ": 24543, + "ira": 24544, + "FDLQ": 24545, + "FDII": 24546, + "EPLE": 24547, + "HSLT": 24548, + "ĠMill": 24549, + "ĠMain": 24550, + "RNAG": 24551, + "RNLQ": 24552, + "RNIV": 24553, + "RQLP": 24554, + "RQAI": 24555, + "IYKN": 24556, + "IQER": 24557, + "Ġasylum": 24558, + "ĠBol": 24559, + "ĠBang": 24560, + "ĠBannon": 24561, + "TDLV": 24562, + "RYVS": 24563, + "GEGD": 24564, + "MVEK": 24565, + "GHIT": 24566, + "RIAG": 24567, + "YVLP": 24568, + "YVDS": 24569, + "NPLY": 24570, + "ĠPick": 24571, + "CSFC": 24572, + "NTLP": 24573, + "KYLI": 24574, + "KIDD": 24575, + "KIYS": 24576, + "RELN": 24577, + "RELLD": 24578, + "Ġrage": 24579, + "QTAA": 24580, + "KEDD": 24581, + "KEAM": 24582, + "KFKV": 24583, + "KFKN": 24584, + "istor": 24585, + "anded": 24586, + "KRAD": 24587, + "KRGI": 24588, + "KRPD": 24589, + "ĠDol": 24590, + "YDVV": 24591, + "ACGG": 24592, + "ested": 24593, + "thur": 24594, + "RHSS": 24595, + "EMLL": 24596, + "EMLS": 24597, + "YTM": 24598, + "YTAI": 24599, + "EHLV": 24600, + "essional": 24601, + "FITS": 24602, + "FIDS": 24603, + "umble": 24604, + "EGALL": 24605, + "ĠNative": 24606, + "ocate": 24607, + "ocide": 24608, + "IRLR": 24609, + "IRDS": 24610, + "IRNN": 24611, + "IREY": 24612, + "ĠLater": 24613, + "IHSS": 24614, + "IGLN": 24615, + "IGEI": 24616, + "YPLI": 24617, + "Ġchocolate": 24618, + "ĠJen": 24619, + "Ġsauce": 24620, + "IEAY": 24621, + "MKAS": 24622, + "RGTV": 24623, + "ardo": 24624, + "QIES": 24625, + "QIPV": 24626, + "TITS": 24627, + "TIAT": 24628, + "DISS": 24629, + "Ġspots": 24630, + "CPIETPEGPNIGLI": 24631, + "PEGK": 24632, + "LASLL": 24633, + "Ġintellig": 24634, + "DKIK": 24635, + "Ġmeal": 24636, + "TGLD": 24637, + "MIKK": 24638, + "Ġadap": 24639, + "PRLI": 24640, + "PRLP": 24641, + "ipher": 24642, + "ĠKnight": 24643, + "PGPV": 24644, + "ulty": 24645, + "YILK": 24646, + "AGGY": 24647, + "DGLP": 24648, + "DGAV": 24649, + "ĠThird": 24650, + "VGAT": 24651, + "Ġresolve": 24652, + "FRLL": 24653, + "FREF": 24654, + "Ġreply": 24655, + "CFLL": 24656, + "Ġknife": 24657, + "ĠVe": 24658, + "ĠVent": 24659, + "YGLS": 24660, + "AISY": 24661, + "YEVSRS": 24662, + "APSD": 24663, + "KKSP": 24664, + "Ġbackup": 24665, + "ictment": 24666, + "umph": 24667, + "LLFLL": 24668, + "LETLV": 24669, + "EAVT": 24670, + "DDST": 24671, + "ELDT": 24672, + "Story": 24673, + "AQQP": 24674, + "Ġbrands": 24675, + "Ġforecast": 24676, + "Ġpointing": 24677, + "Ġsurf": 24678, + "azz": 24679, + "azines": 24680, + "Ġretro": 24681, + "Ġgrants": 24682, + "GFST": 24683, + "RGGD": 24684, + "Ġgreatly": 24685, + "ĠArk": 24686, + "ANNV": 24687, + "Ġ72": 24688, + "Ġ74": 24689, + "Ġ800": 24690, + "Ġfright": 24691, + "GETP": 24692, + "Ġbelieving": 24693, + "ĠShort": 24694, + "ĠLeib": 24695, + "ĠSpain": 24696, + "Ġpassword": 24697, + "appropri": 24698, + "Ġpreval": 24699, + "Ġpatri": 24700, + "ãĤ¹": 24701, + "ĠJohnny": 24702, + "offs": 24703, + "Ġglad": 24704, + "Ġdiscussing": 24705, + "Ġhopeful": 24706, + "Ġsummit": 24707, + "Ġoptional": 24708, + "anguage": 24709, + "ĠPartners": 24710, + "Ġaccepting": 24711, + "Ġdeclar": 24712, + "Ġsenator": 24713, + "Ġpainful": 24714, + "Ġaddresses": 24715, + "Ġemerging": 24716, + "Ġhorrible": 24717, + "Ġfrequencies": 24718, + "LHLLRFF": 24719, + "Ġpleasure": 24720, + "Ġpromoted": 24721, + "ĠCommissioner": 24722, + "Ġlifetime": 24723, + "ĠTurkish": 24724, + "Ġsupposedly": 24725, + "Ġexamination": 24726, + "ĠMalays": 24727, + "Ġexceptions": 24728, + "ĠLawrence": 24729, + "Ġsubscribe": 24730, + "market": 24731, + "ĠCrus": 24732, + "Ġstrategies": 24733, + "Ġmalware": 24734, + "Ġhunting": 24735, + "ĠCPU": 24736, + "Ġadviser": 24737, + "Ġeliminate": 24738, + "ĠPyong": 24739, + "Ġpregnancy": 24740, + "HLVDDKIH": 24741, + "Ġvolunteers": 24742, + "Ġhatred": 24743, + "Ġtaxpayer": 24744, + "ĠCyber": 24745, + "ĠAndreas": 24746, + "Ġconvenient": 24747, + "Ġcontemporary": 24748, + "ĠEagles": 24749, + "Ġmaintaining": 24750, + "Ġloyalty": 24751, + "ĠPhilippines": 24752, + "ĠSnowden": 24753, + "Ġexchanges": 24754, + "ittsburgh": 24755, + "ĠVillage": 24756, + "YPNGISTS": 24757, + "Ġmysterious": 24758, + "GKVTPKGETQLTPEEKLLRAIFGEKASDVKD": 24759, + "HYGRVCPIETPEGPNIGLI": 24760, + "\">": 24761, + "(\"": 24762, + "91": 24763, + "?!": 24764, + "Ac": 24765, + "Att": 24766, + "Cor": 24767, + "CAV": 24768, + "CRR": 24769, + "CIV": 24770, + "CIF": 24771, + "CKD": 24772, + "EVSP": 24773, + "EGVD": 24774, + "Email": 24775, + "FED": 24776, + "FKT": 24777, + "FKN": 24778, + "HLH": 24779, + "HKV": 24780, + "HFV": 24781, + "HPD": 24782, + "HCS": 24783, + "ILEN": 24784, + "ILHS": 24785, + "INST": 24786, + "MHQ": 24787, + "QAR": 24788, + "QRD": 24789, + "QHS": 24790, + "RLPS": 24791, + "UD": 24792, + "Version": 24793, + "WAQ": 24794, + "WLM": 24795, + "WRK": 24796, + "YER": 24797, + "YQS": 24798, + "YFT": 24799, + "bound": 24800, + "bury": 24801, + "cill": 24802, + "function": 24803, + "jud": 24804, + "kind": 24805, + "oop": 24806, + "rc": 24807, + "uh": 24808, + "vi": 24809, + "},": 24810, + "Ġtill": 24811, + "Ġtensions": 24812, + "LLIY": 24813, + "LLQD": 24814, + "AALN": 24815, + "AAFD": 24816, + "AAIY": 24817, + "SSLN": 24818, + "LAKP": 24819, + "LALW": 24820, + "LAPY": 24821, + "LSDN": 24822, + "anamo": 24823, + "isible": 24824, + "orate": 24825, + "Ġbol": 24826, + "Ġbene": 24827, + "Ġbacter": 24828, + "EENS": 24829, + "LVNN": 24830, + "LGAY": 24831, + "LGKN": 24832, + "Ġfict": 24833, + "Ġpays": 24834, + "oup": 24835, + "LKLT": 24836, + "LKYS": 24837, + "LKNQ": 24838, + "LEKG": 24839, + "LEQY": 24840, + "LIQK": 24841, + "LRTT": 24842, + "LRPV": 24843, + "LRAN": 24844, + "LRQD": 24845, + "LRDF": 24846, + "arge": 24847, + "LTPD": 24848, + "GGTT": 24849, + "LPPG": 24850, + "LDNN": 24851, + "AVLN": 24852, + "AVDP": 24853, + "Ġdaughters": 24854, + "KKLE": 24855, + "KKVI": 24856, + "ASTN": 24857, + "ASFK": 24858, + "VVID": 24859, + "VVNT": 24860, + "AGVK": 24861, + "LFLE": 24862, + "LFRQ": 24863, + "LQEV": 24864, + "LQTP": 24865, + "left": 24866, + "GSED": 24867, + "GSRD": 24868, + "GSGY": 24869, + "GSRT": 24870, + "GSFD": 24871, + "VSDP": 24872, + "omberg": 24873, + "AIPM": 24874, + "AEQY": 24875, + "ATIN": 24876, + "ARFD": 24877, + "DDNN": 24878, + "DDAF": 24879, + "DDFV": 24880, + "IIID": 24881, + "IIGY": 24882, + "AKAY": 24883, + "AKDK": 24884, + "ESFF": 24885, + "ESDP": 24886, + "FSVV": 24887, + "FSRR": 24888, + "FSTT": 24889, + "FSTV": 24890, + "GVRR": 24891, + "GVNV": 24892, + "GVIY": 24893, + "GVDP": 24894, + "PPDV": 24895, + "PPPH": 24896, + "PPYG": 24897, + "ERPS": 24898, + "ERLER": 24899, + "ADET": 24900, + "ADRP": 24901, + "TVAE": 24902, + "NSGK": 24903, + "NSFN": 24904, + "LYRK": 24905, + "LYQS": 24906, + "GILN": 24907, + "GIET": 24908, + "EINN": 24909, + "Ġreass": 24910, + "Ġrehab": 24911, + "EDGP": 24912, + "EDND": 24913, + "EDVQ": 24914, + "APLE": 24915, + "APEF": 24916, + "APDP": 24917, + "QQAI": 24918, + "QQNH": 24919, + "KSVT": 24920, + "GTGN": 24921, + "GTRK": 24922, + "GDVP": 24923, + "Ġgal": 24924, + "AFAQ": 24925, + "AFLH": 24926, + "AFVF": 24927, + "AFVG": 24928, + "AQEE": 24929, + "PVGR": 24930, + "ENDN": 24931, + "IDPT": 24932, + "IDEH": 24933, + "GFM": 24934, + "GFLY": 24935, + "GFGR": 24936, + "GFEN": 24937, + "GFLW": 24938, + "KVLP": 24939, + "KVEK": 24940, + "KVDD": 24941, + "ĠTree": 24942, + "ANKK": 24943, + "EQGK": 24944, + "EQIV": 24945, + "eters": 24946, + "RVAI": 24947, + "RVQD": 24948, + "DVDP": 24949, + "YSNS": 24950, + "YSIN": 24951, + "ITIN": 24952, + "ITRD": 24953, + "FVER": 24954, + "FVTV": 24955, + "FVRD": 24956, + "imir": 24957, + "GNPD": 24958, + "IKNY": 24959, + "ĠSeb": 24960, + "ĠSaf": 24961, + "QSAP": 24962, + "amel": 24963, + "PTLN": 24964, + "INLG": 24965, + "GQKS": 24966, + "IPKV": 24967, + "IPIK": 24968, + "GPDP": 24969, + "GPGLV": 24970, + "ĠAy": 24971, + "IFGF": 24972, + "Ġstitch": 24973, + "NVLD": 24974, + "NVAS": 24975, + "KTLQ": 24976, + "KTKV": 24977, + "KTKQ": 24978, + "KDGR": 24979, + "RTPP": 24980, + "RTRS": 24981, + "MSGG": 24982, + "MSIF": 24983, + "PDGN": 24984, + "KNGT": 24985, + "EPII": 24986, + "EPGK": 24987, + "EPRV": 24988, + "HSLH": 24989, + "HSVD": 24990, + "ĠMitt": 24991, + "AMSS": 24992, + "Ġwhistle": 24993, + "RNPD": 24994, + "RNQP": 24995, + "RQRS": 24996, + "IYEV": 24997, + "RFLY": 24998, + "RPII": 24999, + "RPDS": 25000, + "IQRS": 25001, + "ĠBab": 25002, + "KQKK": 25003, + "KQAI": 25004, + "GHLV": 25005, + "RIAE": 25006, + "RIDD": 25007, + "RIEV": 25008, + "RIGF": 25009, + "RIEY": 25010, + "YVAQ": 25011, + "NPNS": 25012, + "NPNF": 25013, + "NDEE": 25014, + "NDIS": 25015, + "NTDS": 25016, + "GMLV": 25017, + "KYLD": 25018, + "KIPV": 25019, + "REPD": 25020, + "REHY": 25021, + "ĠWel": 25022, + "ĠWright": 25023, + "ĠHus": 25024, + "ĠHope": 25025, + "KEGR": 25026, + "KFVS": 25027, + "Ġseg": 25028, + "KRGV": 25029, + "ĠDer": 25030, + "ĠDak": 25031, + "FPR": 25032, + "ĠRest": 25033, + "ĠRound": 25034, + "thal": 25035, + "EMAA": 25036, + "YTGD": 25037, + "NFFS": 25038, + "MTAV": 25039, + "FIVS": 25040, + "LAALR": 25041, + "LAAAY": 25042, + "NQAA": 25043, + "NKIS": 25044, + "NKNS": 25045, + "NKIT": 25046, + "oca": 25047, + "Ġsuck": 25048, + "Ġsugar": 25049, + "IRLS": 25050, + "IRLK": 25051, + "ĠLaden": 25052, + "MPSS": 25053, + "QKVS": 25054, + "YPK": 25055, + "YPLP": 25056, + "Ġchicken": 25057, + "TFPV": 25058, + "CVLI": 25059, + "Ġsaves": 25060, + "IELY": 25061, + "ĠEss": 25062, + "YFLR": 25063, + "ĠOpp": 25064, + "MKEE": 25065, + "MKAV": 25066, + "RGLM": 25067, + "RMW": 25068, + "RMMRPGEPPT": 25069, + "Ġbutter": 25070, + "Ġkg": 25071, + "QEII": 25072, + "PEAQ": 25073, + "Ġintu": 25074, + "DNLI": 25075, + "TKLK": 25076, + "ĠUFC": 25077, + "TYW": 25078, + "PNAS": 25079, + "PRLV": 25080, + "DRAR": 25081, + "TETS": 25082, + "TEVS": 25083, + "PITV": 25084, + "ĠKal": 25085, + "Ġcler": 25086, + "ultural": 25087, + "ALIN": 25088, + "ĠThings": 25089, + "HISS": 25090, + "HILP": 25091, + "MQLL": 25092, + "econom": 25093, + "Ġinches": 25094, + "MGAA": 25095, + "ĠChildren": 25096, + "RWC": 25097, + "Ġimposed": 25098, + "YEAIV": 25099, + "Ġcommands": 25100, + "ovich": 25101, + "Ġconsists": 25102, + "RRSF": 25103, + "Ġindef": 25104, + "SSSSP": 25105, + "EKSP": 25106, + "ADDT": 25107, + "Ġsupporter": 25108, + "RLRT": 25109, + "ĠTrade": 25110, + "GLDT": 25111, + "Ġendors": 25112, + "TSTSS": 25113, + "GAIT": 25114, + "Ġentities": 25115, + "Ġstrings": 25116, + "LMSD": 25117, + "IKKD": 25118, + "Ġ61": 25119, + "nery": 25120, + "Ġmodified": 25121, + "ITSD": 25122, + "GART": 25123, + "Ġcheaper": 25124, + "PPPPPP": 25125, + "cedes": 25126, + "GAKT": 25127, + "ĠDeep": 25128, + "ĠUSD": 25129, + "Ġdistract": 25130, + "Ġlisting": 25131, + "Ġairline": 25132, + "GVFFDHD": 25133, + "Ġfreely": 25134, + "Ġvisits": 25135, + "PSQLY": 25136, + "Ġpressing": 25137, + "ĠColomb": 25138, + "Ġdevoted": 25139, + "Ġnights": 25140, + "Ġsexually": 25141, + "ĠGuate": 25142, + "ĠAbd": 25143, + "Ġ:-": 25144, + "Ġpublish": 25145, + "Ġzomb": 25146, + "ĠExper": 25147, + "Ġadministrative": 25148, + "ynch": 25149, + "China": 25150, + "Ġfunctionality": 25151, + "Ġfocusing": 25152, + "Ġmagazines": 25153, + "ĠDoctor": 25154, + "ĠReserve": 25155, + "Ġtowns": 25156, + "Ġrequirement": 25157, + "holders": 25158, + "Ġimagination": 25159, + "ĠWells": 25160, + "Ġprevented": 25161, + "Ġhistorically": 25162, + "LSEITHKRR": 25163, + "ĠEmail": 25164, + "Ġproducers": 25165, + "Ġsubstance": 25166, + "Ġgolden": 25167, + "Ġcongreg": 25168, + "Ġpremium": 25169, + "Ġdreams": 25170, + "Ġoccasional": 25171, + "Ġpulling": 25172, + "TDGRFSGG": 25173, + "Ġrifles": 25174, + "Ġremoval": 25175, + "ĠFiref": 25176, + "Ġincorrect": 25177, + "NKEIKFKAF": 25178, + "Ġquietly": 25179, + "ĠErn": 25180, + "Ġemphasis": 25181, + "Ġcooperation": 25182, + "Ġvenue": 25183, + "ĠGreece": 25184, + "ĠEconomic": 25185, + "Ġsteady": 25186, + "Ġcompensation": 25187, + "Ġairguns": 25188, + "Ġeligible": 25189, + "HYYSGSS": 25190, + "Ġsophistic": 25191, + "Ġbabies": 25192, + "ĠRoger": 25193, + "Ġdetainees": 25194, + "NCDKITP": 25195, + "liÄįka": 25196, + "Ġsimultaneously": 25197, + "ĠEntertainment": 25198, + "ĠPyongyang": 25199, + "250": 25200, + "CGT": 25201, + "ENSV": 25202, + "EAHS": 25203, + "GLNV": 25204, + "GPVP": 25205, + "HQQ": 25206, + "HDT": 25207, + "IRRS": 25208, + "IAIV": 25209, + "IATT": 25210, + "IRSV": 25211, + "Mal": 25212, + "MLAA": 25213, + "MEC": 25214, + "MAYS": 25215, + "NRT": 25216, + "PED": 25217, + "QEQ": 25218, + "QGP": 25219, + "RLQS": 25220, + "RGRV": 25221, + "Tom": 25222, + "WQV": 25223, + "YPS": 25224, + "YTT": 25225, + "YKS": 25226, + "YAN": 25227, + "YNT": 25228, + "direct": 25229, + "lords": 25230, + "mary": 25231, + "oft": 25232, + "tra": 25233, + "tarian": 25234, + "ĠAN": 25235, + "ĠFD": 25236, + "Ġ).": 25237, + "hell": 25238, + "inyl": 25239, + "initely": 25240, + "LLEN": 25241, + "LLRK": 25242, + "LLVP": 25243, + "Ġsne": 25244, + "AARQ": 25245, + "LAFD": 25246, + "LADK": 25247, + "LAGLL": 25248, + "LAVY": 25249, + "LAPW": 25250, + "Ġcease": 25251, + "LSVF": 25252, + "itudes": 25253, + "itchell": 25254, + "anna": 25255, + "Ġbipart": 25256, + "LVVR": 25257, + "LGPS": 25258, + "LGAK": 25259, + "Ġfru": 25260, + "Ġfishing": 25261, + "LKQR": 25262, + "LIIN": 25263, + "LIDK": 25264, + "LRTS": 25265, + "LRRM": 25266, + "LTNS": 25267, + "LTGN": 25268, + "LTPT": 25269, + "LTEY": 25270, + "LTVN": 25271, + "LTILL": 25272, + "GGQV": 25273, + "LPLM": 25274, + "LPDN": 25275, + "Ġmile": 25276, + "Ġmask": 25277, + "LDLW": 25278, + "LDNF": 25279, + "AVGD": 25280, + "Ġdign": 25281, + "KKIV": 25282, + "Ġhunt": 25283, + "ASQP": 25284, + "VVDT": 25285, + "AGLC": 25286, + "AGAH": 25287, + "AGVR": 25288, + "LFDS": 25289, + "LFNS": 25290, + "LFNN": 25291, + "LFAF": 25292, + "LFFT": 25293, + "LQDF": 25294, + "lee": 25295, + "LNDY": 25296, + "ISLR": 25297, + "ISEV": 25298, + "RRIK": 25299, + "RRKQ": 25300, + "EKNI": 25301, + "TSAQ": 25302, + "TSVF": 25303, + "GSIY": 25304, + "PSGN": 25305, + "PSKN": 25306, + "PSPK": 25307, + "AIIV": 25308, + "AIDP": 25309, + "AEQR": 25310, + "ATAN": 25311, + "ATDV": 25312, + "ARGT": 25313, + "ARVI": 25314, + "DDIK": 25315, + "AKLE": 25316, + "ESAP": 25317, + "ESDT": 25318, + "FSVF": 25319, + "GVAQ": 25320, + "GVDT": 25321, + "TTES": 25322, + "TTNS": 25323, + "TTRS": 25324, + "PPGR": 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25383, + "ĠSor": 25384, + "ĠSunn": 25385, + "aments": 25386, + "PTGR": 25387, + "PTPR": 25388, + "INAN": 25389, + "INDN": 25390, + "GQLG": 25391, + "GQVI": 25392, + "IFGI": 25393, + "Ġstro": 25394, + "Ġstir": 25395, + "NVLY": 25396, + "NVRV": 25397, + "GYTT": 25398, + "GYVI": 25399, + "AYGS": 25400, + "AYNS": 25401, + "KDED": 25402, + "RTVV": 25403, + "PDAS": 25404, + "QVLI": 25405, + "LCVD": 25406, + "KNM": 25407, + "EPED": 25408, + "EYVT": 25409, + "HSVT": 25410, + "ĠMather": 25411, + "AMAM": 25412, + "FTKD": 25413, + "FTPD": 25414, + "RQRD": 25415, + "RPEE": 25416, + "RPGP": 25417, + "TPGS": 25418, + "TPAE": 25419, + "ĠBes": 25420, + "ĠBott": 25421, + "ĠBakery": 25422, + "TDLS": 25423, + "RYLV": 25424, + "LWSS": 25425, + "RIKS": 25426, + "YVTV": 25427, + "NDLP": 25428, + "NDIF": 25429, + "GMLH": 25430, + "KYLS": 25431, + "QTYF": 25432, + "ĠHoly": 25433, + "KEFS": 25434, + "KELM": 25435, + "Ġprobe": 25436, + "KRLIS": 25437, + "ACLS": 25438, + "ACAV": 25439, + "FPAI": 25440, + "FPTV": 25441, + "ĠRio": 25442, + "NIAV": 25443, + "NIDS": 25444, + "EMGR": 25445, + "ĠFuture": 25446, + "MTLT": 25447, + "MTKK": 25448, + "FIAF": 25449, + "Ġvib": 25450, + "EGAQ": 25451, + "NQSS": 25452, + "ĠNixon": 25453, + "ĠGiven": 25454, + "NKTV": 25455, + "NKIV": 25456, + "IRGG": 25457, + "ĠLocal": 25458, + "QKAR": 25459, + "outheast": 25460, + "IGALL": 25461, + "IEVS": 25462, + "IEAE": 25463, + "ects": 25464, + "QNQV": 25465, + "LSSH": 25466, + "ourage": 25467, + "QILE": 25468, + "TITT": 25469, + "ALGGV": 25470, + "QEGI": 25471, + "ellar": 25472, + "PEGT": 25473, + "DELT": 25474, + "TKAA": 25475, + "ALVC": 25476, + "ALRF": 25477, + "PNSS": 25478, + "MIAV": 25479, + "TRLQ": 25480, + "DRLT": 25481, + "DRAV": 25482, + "TEPV": 25483, + "ĠKy": 25484, + "ĠKepler": 25485, + "Ġcompassion": 25486, + "YILI": 25487, + "YILY": 25488, + "izer": 25489, + "QGAA": 25490, + "DGLV": 25491, + "DGVV": 25492, + "aux": 25493, + "Ġexport": 25494, + "Ġcontrary": 25495, + "HINN": 25496, + "HIRN": 25497, + "LTSN": 25498, + "Ġincons": 25499, + "Ġincomp": 25500, + "Ġpepper": 25501, + "Ġreserve": 25502, + "VEAI": 25503, + "HRLK": 25504, + "MEVV": 25505, + "assed": 25506, + "iban": 25507, + "CDW": 25508, + "YQC": 25509, + "Ġpartially": 25510, + "Ġreck": 25511, + "ĠVery": 25512, + "ovation": 25513, + "Ġrook": 25514, + "Ġdecides": 25515, + "Ġdidst": 25516, + "Ġseeks": 25517, + "RLRP": 25518, + "RAAT": 25519, + "ĠTrust": 25520, + "GLDP": 25521, + "AQST": 25522, + "GIIT": 25523, + "ELTD": 25524, + "ysical": 25525, + "rencies": 25526, + "Ġrealm": 25527, + "atherine": 25528, + "Ġrespected": 25529, + "ILNV": 25530, + "GDST": 25531, + "ĠAlaska": 25532, + "ĠClar": 25533, + "ĠCloud": 25534, + "QQSP": 25535, + "Ġfract": 25536, + "IGID": 25537, + "Ġflour": 25538, + "2011": 25539, + "Ġinvested": 25540, + "Ġinfected": 25541, + "Ġpassive": 25542, + "duces": 25543, + "GQSV": 25544, + "ricane": 25545, + "ĠProduct": 25546, + "GLMV": 25547, + "EGFD": 25548, + "KERD": 25549, + "AVNLDQ": 25550, + "Ġresemb": 25551, + "ĠTeemo": 25552, + "ĠiTunes": 25553, + "ĠMcK": 25554, + "ublished": 25555, + "DDDDDDDD": 25556, + "Ġengaging": 25557, + "ĠSyd": 25558, + "white": 25559, + "ĠMySQL": 25560, + "Ġemployers": 25561, + "Ġ1985": 25562, + "Ġ1989": 25563, + "és": 25564, + "Ġinjust": 25565, + "Ġdestination": 25566, + "Ġfocuses": 25567, + "Ġdenial": 25568, + "LHHHF": 25569, + "Ġgenetic": 25570, + "Ġnationwide": 25571, + "Ġwindows": 25572, + "Ġessay": 25573, + "Ġtourists": 25574, + "Ġpromotion": 25575, + "Ġescal": 25576, + "Ġpowered": 25577, + "Ġwildlife": 25578, + "ĠTreasury": 25579, + "Apple": 25580, + "Ġautomatic": 25581, + "missions": 25582, + "Ġpredicted": 25583, + "Ġhackers": 25584, + "Clinton": 25585, + "Ġapplies": 25586, + "Ġdisclose": 25587, + "Ġsuspects": 25588, + "Ġnewspapers": 25589, + "Ġdeparture": 25590, + "Ġembraced": 25591, + "Ġtricky": 25592, + "ĠAcadem": 25593, + "ĠMurray": 25594, + "Ġdiagnosis": 25595, + "Ġaccomplished": 25596, + "ĠSummer": 25597, + "ĠCarlos": 25598, + "Ġchampionship": 25599, + "LGPEEITRD": 25600, + "Ġconstitu": 25601, + "INLHFTGD": 25602, + "claimed": 25603, + "ĠGuantanamo": 25604, + "Ġadequate": 25605, + "ĠJedliÄįka": 25606, + "riloqu": 25607, + "ĠNashville": 25608, + "IGKGHLVK": 25609, + "Michael": 25610, + "bohydrate": 25611, + "Ġambitious": 25612, + "Ġdiseases": 25613, + ":-": 25614, + "ETSP": 25615, + "EGTP": 25616, + "ETSD": 25617, + "EGDT": 25618, + "EGTD": 25619, + "FNS": 25620, + "HIK": 25621, + "HRQ": 25622, + "IEQS": 25623, + "IGTF": 25624, + "ION": 25625, + "MALP": 25626, + "Microsoft": 25627, + "Never": 25628, + "QND": 25629, + "QKY": 25630, + "RLID": 25631, + "Reg": 25632, + "WIN": 25633, + "YAD": 25634, + "YDV": 25635, + "YRT": 25636, + "YND": 25637, + "iens": 25638, + "length": 25639, + "mo": 25640, + "master": 25641, + "oos": 25642, + "press": 25643, + "words": 25644, + "çĶ": 25645, + "Ġax": 25646, + "Ġace": 25647, + "inos": 25648, + "oned": 25649, + "Ġwine": 25650, + "Ġwrapped": 25651, + "AADS": 25652, + "SSDT": 25653, + "LARM": 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"GDIH": 25771, + "Ġgolf": 25772, + "Ġgambling": 25773, + "AFGI": 25774, + "AQIS": 25775, + "AQVS": 25776, + "AQAF": 25777, + "PVGT": 25778, + "PVPD": 25779, + "ETAG": 25780, + "ENRV": 25781, + "ENVP": 25782, + "acent": 25783, + "IDGT": 25784, + "IDIN": 25785, + "GFAR": 25786, + "GFKV": 25787, + "GFVI": 25788, + "EQGD": 25789, + "EQDF": 25790, + "RVAP": 25791, + "DVTD": 25792, + "YSGD": 25793, + "LMAP": 25794, + "ITAP": 25795, + "ITRT": 25796, + "FVNS": 25797, + "FVGN": 25798, + "FVNV": 25799, + "FVNT": 25800, + "GNDS": 25801, + "GNFF": 25802, + "RKTV": 25803, + "ĠSF": 25804, + "QSRS": 25805, + "QSLH": 25806, + "owers": 25807, + "PTQV": 25808, + "Ġforg": 25809, + "INPS": 25810, + "GQKV": 25811, + "GPRE": 25812, + "ĠAbe": 25813, + "IFLQ": 25814, + "GYTP": 25815, + "GYKF": 25816, + "AYR": 25817, + "AYAI": 25818, + "KTEF": 25819, + "KDAV": 25820, + "KDEK": 25821, + "RTKK": 25822, + "MSGGVD": 25823, + "PDRS": 25824, + "PDGF": 25825, + "KNLG": 25826, + "KNLQ": 25827, + "FDFV": 25828, + "FDTD": 25829, + "EYEQ": 25830, + "HSR": 25831, + "AMVP": 25832, + "Ġwhis": 25833, + "RNLV": 25834, + "FTLV": 25835, + "RQGV": 25836, + "RFM": 25837, + "RFAG": 25838, + "RFIS": 25839, + "RPTS": 25840, + "IQVS": 25841, + "AHK": 25842, + "AHLS": 25843, + "ĠBox": 25844, + "ĠBlood": 25845, + "KQIN": 25846, + "TDNGAM": 25847, + "MVAV": 25848, + "MVYS": 25849, + "GHLI": 25850, + "GHGS": 25851, + "KPAS": 25852, + "KPII": 25853, + "KPIV": 25854, + "KPEQ": 25855, + "LWLT": 25856, + "RIAT": 25857, + "RIGP": 25858, + "RIAY": 25859, + "RIRN": 25860, + "YVAA": 25861, + "YVGG": 25862, + "YVAN": 25863, + "NDTV": 25864, + "CSVP": 25865, + "NTLV": 25866, + "NTLT": 25867, + "NTAT": 25868, + "GMVS": 25869, + "REAP": 25870, + "QTM": 25871, + "QTIS": 25872, + "HVLT": 25873, + "ĠHell": 25874, + "KFLV": 25875, + "KFLQ": 25876, + "KRIY": 25877, + "YDEN": 25878, + "YDPD": 25879, + "MDSS": 25880, + "Ġ178": 25881, + "ĠRather": 25882, + "ĠRangers": 25883, + "NIEK": 25884, + "NIPT": 25885, + "RHLQ": 25886, + "NFIN": 25887, + "ĠFish": 25888, + "ĠFriend": 25889, + "ĠFarm": 25890, + "AWK": 25891, + "MTAI": 25892, + "FIEK": 25893, + "FIGM": 25894, + "Ġvig": 25895, + "Ġvoc": 25896, + "about": 25897, + "ĠGulf": 25898, + "NKPS": 25899, + "Ġshoes": 25900, + "apes": 25901, + "ĠLZ": 25902, + "YPLK": 25903, + "IEAQ": 25904, + "QNLG": 25905, + "ĠOntario": 25906, + "QILR": 25907, + "QIAI": 25908, + "QIKS": 25909, + "TIDS": 25910, + "Ġjokes": 25911, + "VIAV": 25912, + "Ġdoct": 25913, + "DIVS": 25914, + "KGDD": 25915, + "KGAD": 25916, + "PEVV": 25917, + "PEGQ": 25918, + "LASN": 25919, + "ideos": 25920, + "DEAV": 25921, + "DEAR": 25922, + "ongue": 25923, + "ALRRAA": 25924, + "TGTT": 25925, + "TGLY": 25926, + "DRLG": 25927, + "TELI": 25928, + "iere": 25929, + "YISS": 25930, + "AASN": 25931, + "QGTV": 25932, + "HIRQ": 25933, + "MQC": 25934, + "LLVIN": 25935, + "ĠChild": 25936, + "LDSN": 25937, + "FEVV": 25938, + "ĠVideo": 25939, + "ALFY": 25940, + "Ġsheer": 25941, + "ILLN": 25942, + "Ġ1915": 25943, + "Ġroof": 25944, + "WPW": 25945, + "ALYP": 25946, + "Ġfeared": 25947, + "Ġnowhere": 25948, + "RRSD": 25949, + "Ġundermine": 25950, + "Ġeveryday": 25951, + "Three": 25952, + "Through": 25953, + "KWC": 25954, + "Ġaddict": 25955, + "ĠAnderson": 25956, + "ELIP": 25957, + "ELIV": 25958, + "ramid": 25959, + "Ġpreserve": 25960, + "GKKP": 25961, + "GIIP": 25962, + "LHST": 25963, + "ILND": 25964, + "Ġ62": 25965, + "ahl": 25966, + "GEST": 25967, + "GEID": 25968, + "Ġfiling": 25969, + "ĠArctic": 25970, + "IESD": 25971, + "Ġdevelopments": 25972, + "GERP": 25973, + "Ġrequiring": 25974, + "Ġopenly": 25975, + "Ġmetaph": 25976, + "IDVQVFT": 25977, + "Ġdistribut": 25978, + "MLSLF": 25979, + "KGGAAGG": 25980, + "Ġpropos": 25981, + "RTSKTP": 25982, + "Ġoperated": 25983, + "ĠCommand": 25984, + "Ġveto": 25985, + "forward": 25986, + "Ġdesigner": 25987, + "Ġfunded": 25988, + "Ġquestioning": 25989, + "Ġfilming": 25990, + "Ġcolleague": 25991, + "Ġaudit": 25992, + "Ġdifficulties": 25993, + "ĠCounter": 25994, + "Ġstruggles": 25995, + "Ġstruggled": 25996, + "ĠRoom": 25997, + "Ġqualitative": 25998, + "Ġpreparing": 25999, + "Ġconflicts": 26000, + "GGVVPELAS": 26001, + "Ġmechanics": 26002, + "Ġkidn": 26003, + "Ġexclusively": 26004, + "Ġdistricts": 26005, + "ĠStudies": 26006, + "ĠOthers": 26007, + "ĠProfile": 26008, + "icipal": 26009, + "Black": 26010, + "Ġoccupation": 26011, + "Ġgameplay": 26012, + "Ġdependent": 26013, + "Among": 26014, + "Ġweakness": 26015, + "ĠWalmart": 26016, + "Ġguaranteed": 26017, + "ĠRonald": 26018, + "Ġuniversal": 26019, + "ĠChampionship": 26020, + "Ġinnovation": 26021, + "ĠSmurfette": 26022, + "ĠPoints": 26023, + "ĠIndonesia": 26024, + "ĠPrize": 26025, + "Ġsuprem": 26026, + "oenix": 26027, + "YSLVTQQPLGGKAQFGGQRFGEMEVWALEAYGAAYTLQEMLTVKSDD": 26028, + "ĠStandard": 26029, + "Ġimplications": 26030, + "LIPFLEHDDANRALMGSNMQRQ": 26031, + "Ġaccusations": 26032, + "LMVCHH": 26033, + "CSGMFTANS": 26034, + "guson": 26035, + "GEPGTNGQHAF": 26036, + "ĠScotland": 26037, + "æĹ¥": 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b/validate_cpu_replay.py @@ -0,0 +1,117 @@ +"""Maintainer CPU replay: three examples, no fitting or benchmark evaluation.""" +from __future__ import annotations + +import argparse +import ast +from datetime import datetime, timezone +import gc +import importlib.util +import json +from pathlib import Path + +import numpy as np +import torch + +import inference as api + + +def import_file(name, path): + spec = importlib.util.spec_from_file_location(name, path) + module = importlib.util.module_from_spec(spec) + spec.loader.exec_module(module) + return module + + +def run(workspace, package, output): + workspace, package, output = Path(workspace).resolve(), Path(package).resolve(), Path(output).resolve() + api.require(not output.exists(), "Refusing to replace CPU replay evidence") + torch.set_num_threads(4) + torch.set_float32_matmul_precision("highest") + catalog_path = package / "model_catalog.json" + catalog_sha = api.file_sha(catalog_path) + catalog = api.read_catalog(catalog_path, catalog_sha) + tokenizer = api.load_tokenizer(catalog, package) + train_root = workspace / "bio2nl/review/new_data_full_training_v1_2026-10-02" + reference_path = train_root / "code_snapshot/model.py" + api.require(api.file_sha(reference_path) == catalog["frozen_model_implementation_sha256"], "Reference code changed") + reference = import_file("original_frozen_model", reference_path) + source_path = workspace / "bio2nl/review/new_data_training_smoke_v1_2026-10-01/prepared/source/train.jsonl" + with source_path.open() as stream: + row = json.loads(next(stream)) + pairs = [{key: row[key] for key in ("sentence1", "sentence2")}, + {"sentence1": "A small bird sits beside the window.", "sentence2": "A bird is sitting next to a window."}, + {"sentence1": "The protein sequence is an experimental input.", "sentence2": "The train leaves at noon."}] + arrays, details = api.encode_pairs(tokenizer, pairs) + encoding_path = workspace / "bio2nl/review/new_data_fixed_transfer_v1_2026-10-02/prepare_data.py" + module = ast.parse(encoding_path.read_text()) + functions = [node for node in module.body if isinstance(node, ast.FunctionDef) and node.name in {"encode_content", "pack"}] + api.require(len(functions) == 2, "Reference encoding functions missing") + namespace = {"np": np, "require": api.require} + exec(compile(ast.Module(body=functions, type_ignores=[]), str(encoding_path), "exec"), namespace) + for index, pair in enumerate(pairs): + original_ids, original_mask = namespace["pack"](*[namespace["encode_content"](tokenizer, pair[k]) for k in ("sentence1", "sentence2")]) + api.require(np.array_equal(original_ids, arrays["input_ids"][index]) and + np.array_equal(original_mask, arrays["attention_mask"][index]), "Reference encoding differs") + array_path = source_path.with_suffix(".npz") + with np.load(array_path, allow_pickle=False) as values: + api.require(np.array_equal(values["input_ids"][0], arrays["input_ids"][0]) and + np.array_equal(values["attention_mask"][0], arrays["attention_mask"][0]), "Original training encoding differs") + selection = json.loads((train_root / "results/source_selection.json").read_text()) + chosen = next(x for x in selection["selected"] if x["job"] == {"condition": "EP", "pt_seed": 0, "ft_seed": 0, "smoke": False}) + classifier_path = train_root / "results" / chosen["checkpoint"]["file"] + portable = api.load_model(catalog, "EP-pt0-ft0", package, classifier_path) + original, payload = reference.load_checkpoint(classifier_path, + expected_sha256=chosen["checkpoint"]["sha256"], expected_kind="source_classifier", expected_job=chosen["job"], + expected_state_sha256=chosen["checkpoint"]["state_sha256"], expected_protocol_sha256=selection["protocol_sha256"], + expected_manifest_sha256=selection["prepared_manifest_sha256"], expected_epoch=chosen["best_epoch"], + expected_config=api.config_for_core(catalog["config"])) + del payload + original_output = reference.predict_source(original, arrays, batch_size=3) + portable_output = api.core.predict_source(portable, arrays, batch_size=3) + classifier_diff = float(np.max(np.abs(original_output["log_probabilities"] - portable_output["log_probabilities"]))) + api.require(classifier_diff == 0 and np.array_equal(original_output["predictions"], portable_output["predictions"]), + "Original/portable classifier replay differs") + single_output = api.core.predict_source(portable, arrays, batch_size=1) + padding_diff = float(np.max(np.abs(single_output["log_probabilities"] - portable_output["log_probabilities"]))) + api.require(padding_diff <= 1e-5, "CPU batch/padding replay exceeds fixed tolerance") + del original, portable + gc.collect() + lm_path = train_root / "results/full/pretrain/EP/pt0/model.pt" + meta = json.loads(lm_path.with_name("metadata.json").read_text()) + portable_lm = api.load_model(catalog, "EP-pt0", package, lm_path) + original_lm, payload = reference.load_checkpoint(lm_path, + expected_sha256=meta["checkpoint"]["sha256"], expected_kind="causal_lm", expected_job=meta["job"], + expected_state_sha256=meta["checkpoint"]["state_sha256"], expected_protocol_sha256=meta["protocol_sha256"], + expected_manifest_sha256=meta["prepared_manifest_sha256"], + expected_config=api.config_for_core(catalog["config"])) + del payload + with torch.inference_mode(): + ids = torch.as_tensor(arrays["input_ids"][:, :32]) + mask = torch.as_tensor(arrays["attention_mask"][:, :32]) + a = original_lm(input_ids=ids, attention_mask=mask, use_cache=False).logits + b = portable_lm(input_ids=ids, attention_mask=mask, use_cache=False).logits + lm_diff = float((a - b).abs().max()) + api.require(lm_diff == 0, "Original/portable pretraining replay differs") + evidence = {"status": "passed", "completed_at_utc": datetime.now(timezone.utc).isoformat(), + "catalog_sha256": catalog_sha, "cpu_threads": 4, "device": "cpu", "precision": "float32", + "examples": {"source_training_protein_pairs": 1, "source_training_row_id": row["row_id"], "handwritten_english_pairs": 2}, + "reference_model_code_sha256": api.file_sha(reference_path), "portable_core_sha256": api.file_sha(package / "portable_core.py"), + "reference_encoding_code_sha256": api.file_sha(encoding_path), "all_encodings_exact": True, + "original_training_first_row_input_exact": True, "classifier_id": "EP-pt0-ft0", "pretraining_id": "EP-pt0", + "classifier_max_abs_log_probability_difference": classifier_diff, "classifier_predictions_exact": True, + "batch_size_1_vs_3_max_abs_log_probability_difference": padding_diff, "fixed_batch_padding_tolerance": 1e-5, + "pretraining_max_abs_logit_difference": lm_diff, + "gpu_used": False, "optimizer_updates": 0, "benchmark_scores_computed": False, + "limitation": "CPU FP32 replay validates portable loading/encoding. It does not promise bitwise equality with prior CUDA BF16 benchmark predictions.", + "code_sha256": {p.name: api.file_sha(p) for p in (package / "inference.py", package / "portable_core.py", package / "validate_cpu_replay.py")}} + output.write_text(json.dumps(evidence, indent=2, sort_keys=True) + "\n") + print(json.dumps(evidence, indent=2)) + + +if __name__ == "__main__": + parser = argparse.ArgumentParser(description=__doc__) + parser.add_argument("--workspace", type=Path, required=True) + parser.add_argument("--package", type=Path, required=True) + parser.add_argument("--output", type=Path, required=True) + args = parser.parse_args() + run(args.workspace, args.package, args.output) diff --git a/weight_payload_metadata_audit.json b/weight_payload_metadata_audit.json new file mode 100644 index 0000000000000000000000000000000000000000..50063c199be71522ff1afa614c81e3a05e396e3a --- /dev/null +++ b/weight_payload_metadata_audit.json @@ -0,0 +1,226 @@ +{ + "completed_at_utc": "2026-10-03T08:20:20.511179+00:00", + "count": 36, + "credential_fields_included": false, + "files": [ + { + "embedded_private_paths": false, + "only_allowlisted_metadata_keys": true, + "only_allowlisted_payload_keys": true, + "path_in_repo": "checkpoints/pretrain/EP/pt0/model.pt" + }, + { + "embedded_private_paths": false, + "only_allowlisted_metadata_keys": true, + "only_allowlisted_payload_keys": true, + "path_in_repo": "checkpoints/pretrain/EP/pt1/model.pt" + }, + { + "embedded_private_paths": false, + "only_allowlisted_metadata_keys": true, + "only_allowlisted_payload_keys": true, + "path_in_repo": "checkpoints/pretrain/EP/pt2/model.pt" + }, + { + "embedded_private_paths": false, + "only_allowlisted_metadata_keys": true, + "only_allowlisted_payload_keys": true, + "path_in_repo": "checkpoints/pretrain/ES/pt0/model.pt" + }, + { + "embedded_private_paths": false, + "only_allowlisted_metadata_keys": true, + "only_allowlisted_payload_keys": true, + "path_in_repo": 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