From 592a9453a17a2d4ba56aaf7a264ba2d996c8388f Mon Sep 17 00:00:00 2001
From: ModelHub XC <noreply@modelhub.org.cn>
Date: Sat, 9 May 2026 00:00:03 +0800
Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?=
 =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?=
 =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Model: varshak1/openrubric-rubric-sft
Source: Original Platform
---
 .gitattributes         |  36 +++++++
 README.md              |  61 +++++++++++
 all_results.json       |   8 ++
 chat_template.jinja    |  89 ++++++++++++++++
 config.json            |  71 +++++++++++++
 generation_config.json |  12 +++
 model.safetensors      |   3 +
 tokenizer.json         |   3 +
 tokenizer_config.json  |  15 +++
 train_results.json     |   8 ++
 trainer_log.jsonl      |  28 +++++
 trainer_state.json     | 232 +++++++++++++++++++++++++++++++++++++++++
 training_args.bin      |   3 +
 training_loss.png      | Bin 0 -> 32384 bytes
 14 files changed, 569 insertions(+)
 create mode 100644 .gitattributes
 create mode 100644 README.md
 create mode 100644 all_results.json
 create mode 100644 chat_template.jinja
 create mode 100644 config.json
 create mode 100644 generation_config.json
 create mode 100644 model.safetensors
 create mode 100644 tokenizer.json
 create mode 100644 tokenizer_config.json
 create mode 100644 train_results.json
 create mode 100644 trainer_log.jsonl
 create mode 100644 trainer_state.json
 create mode 100644 training_args.bin
 create mode 100644 training_loss.png

diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 0000000..52373fe
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1,36 @@
+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+tokenizer.json filter=lfs diff=lfs merge=lfs -text
diff --git a/README.md b/README.md
new file mode 100644
index 0000000..3dede04
--- /dev/null
+++ b/README.md
@@ -0,0 +1,61 @@
+---
+library_name: transformers
+license: other
+base_model: Qwen/Qwen3-8B
+tags:
+- llama-factory
+- full
+- generated_from_trainer
+model-index:
+- name: 8b_openrubric-rubric-sft
+  results: []
+---
+
+<!-- This model card has been generated automatically according to the information the Trainer had access to. You
+should probably proofread and complete it, then remove this comment. -->
+
+# 8b_openrubric-rubric-sft
+
+This model is a fine-tuned version of [Qwen/Qwen3-8B](https://huggingface.co/Qwen/Qwen3-8B) on the openrubric-rubric-sft dataset.
+
+## Model description
+
+More information needed
+
+## Intended uses & limitations
+
+More information needed
+
+## Training and evaluation data
+
+More information needed
+
+## Training procedure
+
+### Training hyperparameters
+
+The following hyperparameters were used during training:
+- learning_rate: 8e-06
+- train_batch_size: 4
+- eval_batch_size: 8
+- seed: 42
+- distributed_type: multi-GPU
+- num_devices: 8
+- gradient_accumulation_steps: 4
+- total_train_batch_size: 128
+- total_eval_batch_size: 64
+- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
+- lr_scheduler_type: cosine
+- lr_scheduler_warmup_steps: 0.05
+- num_epochs: 1.0
+
+### Training results
+
+
+
+### Framework versions
+
+- Transformers 5.2.0
+- Pytorch 2.6.0+cu124
+- Datasets 4.0.0
+- Tokenizers 0.22.2
diff --git a/all_results.json b/all_results.json
new file mode 100644
index 0000000..a9f89e6
--- /dev/null
+++ b/all_results.json
@@ -0,0 +1,8 @@
+{
+    "epoch": 1.0,
+    "total_flos": 3.329238633864495e+18,
+    "train_loss": 0.37422844500524594,
+    "train_runtime": 1723.7802,
+    "train_samples_per_second": 20.659,
+    "train_steps_per_second": 0.162
+}
\ No newline at end of file
diff --git a/chat_template.jinja b/chat_template.jinja
new file mode 100644
index 0000000..01be9b3
--- /dev/null
+++ b/chat_template.jinja
@@ -0,0 +1,89 @@
+{%- if tools %}
+    {{- '<|im_start|>system\n' }}
+    {%- if messages[0].role == 'system' %}
+        {{- messages[0].content + '\n\n' }}
+    {%- endif %}
+    {{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
+    {%- for tool in tools %}
+        {{- "\n" }}
+        {{- tool | tojson }}
+    {%- endfor %}
+    {{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
+{%- else %}
+    {%- if messages[0].role == 'system' %}
+        {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
+    {%- endif %}
+{%- endif %}
+{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
+{%- for message in messages[::-1] %}
+    {%- set index = (messages|length - 1) - loop.index0 %}
+    {%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('<tool_response>') and message.content.endswith('</tool_response>')) %}
+        {%- set ns.multi_step_tool = false %}
+        {%- set ns.last_query_index = index %}
+    {%- endif %}
+{%- endfor %}
+{%- for message in messages %}
+    {%- if message.content is string %}
+        {%- set content = message.content %}
+    {%- else %}
+        {%- set content = '' %}
+    {%- endif %}
+    {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
+        {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
+    {%- elif message.role == "assistant" %}
+        {%- set reasoning_content = '' %}
+        {%- if message.reasoning_content is string %}
+            {%- set reasoning_content = message.reasoning_content %}
+        {%- else %}
+            {%- if '</think>' in content %}
+                {%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
+                {%- set content = content.split('</think>')[-1].lstrip('\n') %}
+            {%- endif %}
+        {%- endif %}
+        {%- if loop.index0 > ns.last_query_index %}
+            {%- if loop.last or (not loop.last and reasoning_content) %}
+                {{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content.strip('\n') + '\n</think>\n\n' + content.lstrip('\n') }}
+            {%- else %}
+                {{- '<|im_start|>' + message.role + '\n' + content }}
+            {%- endif %}
+        {%- else %}
+            {{- '<|im_start|>' + message.role + '\n' + content }}
+        {%- endif %}
+        {%- if message.tool_calls %}
+            {%- for tool_call in message.tool_calls %}
+                {%- if (loop.first and content) or (not loop.first) %}
+                    {{- '\n' }}
+                {%- endif %}
+                {%- if tool_call.function %}
+                    {%- set tool_call = tool_call.function %}
+                {%- endif %}
+                {{- '<tool_call>\n{"name": "' }}
+                {{- tool_call.name }}
+                {{- '", "arguments": ' }}
+                {%- if tool_call.arguments is string %}
+                    {{- tool_call.arguments }}
+                {%- else %}
+                    {{- tool_call.arguments | tojson }}
+                {%- endif %}
+                {{- '}\n</tool_call>' }}
+            {%- endfor %}
+        {%- endif %}
+        {{- '<|im_end|>\n' }}
+    {%- elif message.role == "tool" %}
+        {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
+            {{- '<|im_start|>user' }}
+        {%- endif %}
+        {{- '\n<tool_response>\n' }}
+        {{- content }}
+        {{- '\n</tool_response>' }}
+        {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+            {{- '<|im_end|>\n' }}
+        {%- endif %}
+    {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+    {{- '<|im_start|>assistant\n' }}
+    {%- if enable_thinking is defined and enable_thinking is false %}
+        {{- '<think>\n\n</think>\n\n' }}
+    {%- endif %}
+{%- endif %}
\ No newline at end of file
diff --git a/config.json b/config.json
new file mode 100644
index 0000000..a8e7a96
--- /dev/null
+++ b/config.json
@@ -0,0 +1,71 @@
+{
+  "architectures": [
+    "Qwen3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": null,
+  "dtype": "bfloat16",
+  "eos_token_id": 151645,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 12288,
+  "layer_types": [
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention"
+  ],
+  "max_position_embeddings": 40960,
+  "max_window_layers": 36,
+  "model_type": "qwen3",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 36,
+  "num_key_value_heads": 8,
+  "pad_token_id": 151643,
+  "rms_norm_eps": 1e-06,
+  "rope_parameters": {
+    "rope_theta": 1000000,
+    "rope_type": "default"
+  },
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "transformers_version": "5.2.0",
+  "use_cache": false,
+  "use_sliding_window": false,
+  "vocab_size": 151936
+}
diff --git a/generation_config.json b/generation_config.json
new file mode 100644
index 0000000..1701c94
--- /dev/null
+++ b/generation_config.json
@@ -0,0 +1,12 @@
+{
+  "do_sample": true,
+  "eos_token_id": [
+    151645,
+    151643
+  ],
+  "pad_token_id": 151643,
+  "temperature": 0.6,
+  "top_k": 20,
+  "top_p": 0.95,
+  "transformers_version": "5.2.0"
+}
diff --git a/model.safetensors b/model.safetensors
new file mode 100644
index 0000000..fc49317
--- /dev/null
+++ b/model.safetensors
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:393b850635e1f49697cd110964d5cec60f6eef04cdc49d03dc000764b2e2f054
+size 16381517208
diff --git a/tokenizer.json b/tokenizer.json
new file mode 100644
index 0000000..c7afbed
--- /dev/null
+++ b/tokenizer.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:be75606093db2094d7cd20f3c2f385c212750648bd6ea4fb2bf507a6a4c55506
+size 11422650
diff --git a/tokenizer_config.json b/tokenizer_config.json
new file mode 100644
index 0000000..ea4d101
--- /dev/null
+++ b/tokenizer_config.json
@@ -0,0 +1,15 @@
+{
+  "add_prefix_space": false,
+  "backend": "tokenizers",
+  "bos_token": null,
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "errors": "replace",
+  "is_local": false,
+  "model_max_length": 131072,
+  "pad_token": "<|endoftext|>",
+  "padding_side": "right",
+  "split_special_tokens": false,
+  "tokenizer_class": "Qwen2Tokenizer",
+  "unk_token": null
+}
diff --git a/train_results.json b/train_results.json
new file mode 100644
index 0000000..a9f89e6
--- /dev/null
+++ b/train_results.json
@@ -0,0 +1,8 @@
+{
+    "epoch": 1.0,
+    "total_flos": 3.329238633864495e+18,
+    "train_loss": 0.37422844500524594,
+    "train_runtime": 1723.7802,
+    "train_samples_per_second": 20.659,
+    "train_steps_per_second": 0.162
+}
\ No newline at end of file
diff --git a/trainer_log.jsonl b/trainer_log.jsonl
new file mode 100644
index 0000000..be49685
--- /dev/null
+++ b/trainer_log.jsonl
@@ -0,0 +1,28 @@
+{"current_steps": 10, "total_steps": 279, "loss": 0.9999963760375976, "lr": 5.142857142857143e-06, "epoch": 0.03593890386343217, "percentage": 3.58, "elapsed_time": "0:01:03", "remaining_time": "0:28:32"}
+{"current_steps": 20, "total_steps": 279, "loss": 0.5433789730072022, "lr": 7.992974927057286e-06, "epoch": 0.07187780772686433, "percentage": 7.17, "elapsed_time": "0:02:03", "remaining_time": "0:26:35"}
+{"current_steps": 30, "total_steps": 279, "loss": 0.4406783103942871, "lr": 7.936922311790387e-06, "epoch": 0.1078167115902965, "percentage": 10.75, "elapsed_time": "0:03:02", "remaining_time": "0:25:10"}
+{"current_steps": 40, "total_steps": 279, "loss": 0.4059865951538086, "lr": 7.825603937106089e-06, "epoch": 0.14375561545372867, "percentage": 14.34, "elapsed_time": "0:04:01", "remaining_time": "0:24:00"}
+{"current_steps": 50, "total_steps": 279, "loss": 0.38223881721496583, "lr": 7.660582468972073e-06, "epoch": 0.17969451931716082, "percentage": 17.92, "elapsed_time": "0:04:59", "remaining_time": "0:22:53"}
+{"current_steps": 60, "total_steps": 279, "loss": 0.37668166160583494, "lr": 7.444174447069421e-06, "epoch": 0.215633423180593, "percentage": 21.51, "elapsed_time": "0:05:59", "remaining_time": "0:21:50"}
+{"current_steps": 70, "total_steps": 279, "loss": 0.359727144241333, "lr": 7.179417765653413e-06, "epoch": 0.25157232704402516, "percentage": 25.09, "elapsed_time": "0:06:58", "remaining_time": "0:20:49"}
+{"current_steps": 80, "total_steps": 279, "loss": 0.35879950523376464, "lr": 6.870029028177324e-06, "epoch": 0.28751123090745734, "percentage": 28.67, "elapsed_time": "0:07:58", "remaining_time": "0:19:49"}
+{"current_steps": 90, "total_steps": 279, "loss": 0.350269079208374, "lr": 6.520351374326845e-06, "epoch": 0.32345013477088946, "percentage": 32.26, "elapsed_time": "0:08:58", "remaining_time": "0:18:50"}
+{"current_steps": 100, "total_steps": 279, "loss": 0.35556807518005373, "lr": 6.1352935118591635e-06, "epoch": 0.35938903863432164, "percentage": 35.84, "elapsed_time": "0:09:58", "remaining_time": "0:17:50"}
+{"current_steps": 110, "total_steps": 279, "loss": 0.3427577495574951, "lr": 5.720260809106082e-06, "epoch": 0.3953279424977538, "percentage": 39.43, "elapsed_time": "0:10:55", "remaining_time": "0:16:47"}
+{"current_steps": 120, "total_steps": 279, "loss": 0.3359182596206665, "lr": 5.28107941545135e-06, "epoch": 0.431266846361186, "percentage": 43.01, "elapsed_time": "0:11:55", "remaining_time": "0:15:47"}
+{"current_steps": 130, "total_steps": 279, "loss": 0.3400346040725708, "lr": 4.823914474964393e-06, "epoch": 0.46720575022461813, "percentage": 46.59, "elapsed_time": "0:12:53", "remaining_time": "0:14:47"}
+{"current_steps": 140, "total_steps": 279, "loss": 0.3393260478973389, "lr": 4.355183581291739e-06, "epoch": 0.5031446540880503, "percentage": 50.18, "elapsed_time": "0:13:52", "remaining_time": "0:13:46"}
+{"current_steps": 150, "total_steps": 279, "loss": 0.33171849250793456, "lr": 3.8814666887097606e-06, "epoch": 0.5390835579514824, "percentage": 53.76, "elapsed_time": "0:14:51", "remaining_time": "0:12:46"}
+{"current_steps": 160, "total_steps": 279, "loss": 0.33351149559021, "lr": 3.4094137439900755e-06, "epoch": 0.5750224618149147, "percentage": 57.35, "elapsed_time": "0:15:51", "remaining_time": "0:11:47"}
+{"current_steps": 170, "total_steps": 279, "loss": 0.32773785591125487, "lr": 2.94565133572373e-06, "epoch": 0.6109613656783468, "percentage": 60.93, "elapsed_time": "0:16:51", "remaining_time": "0:10:48"}
+{"current_steps": 180, "total_steps": 279, "loss": 0.32363770008087156, "lr": 2.496689671543048e-06, "epoch": 0.6469002695417789, "percentage": 64.52, "elapsed_time": "0:17:50", "remaining_time": "0:09:48"}
+{"current_steps": 190, "total_steps": 279, "loss": 0.33127546310424805, "lr": 2.068831189077021e-06, "epoch": 0.6828391734052112, "percentage": 68.1, "elapsed_time": "0:18:50", "remaining_time": "0:08:49"}
+{"current_steps": 200, "total_steps": 279, "loss": 0.3253414392471313, "lr": 1.6680820835421124e-06, "epoch": 0.7187780772686433, "percentage": 71.68, "elapsed_time": "0:19:50", "remaining_time": "0:07:50"}
+{"current_steps": 210, "total_steps": 279, "loss": 0.32832999229431153, "lr": 1.3000679939271586e-06, "epoch": 0.7547169811320755, "percentage": 75.27, "elapsed_time": "0:20:48", "remaining_time": "0:06:50"}
+{"current_steps": 220, "total_steps": 279, "loss": 0.33035430908203123, "lr": 9.699550313535194e-07, "epoch": 0.7906558849955077, "percentage": 78.85, "elapsed_time": "0:21:48", "remaining_time": "0:05:50"}
+{"current_steps": 230, "total_steps": 279, "loss": 0.31977477073669436, "lr": 6.823772581991929e-07, "epoch": 0.8265947888589398, "percentage": 82.44, "elapsed_time": "0:22:48", "remaining_time": "0:04:51"}
+{"current_steps": 240, "total_steps": 279, "loss": 0.32599825859069825, "lr": 4.413716360210111e-07, "epoch": 0.862533692722372, "percentage": 86.02, "elapsed_time": "0:23:47", "remaining_time": "0:03:52"}
+{"current_steps": 250, "total_steps": 279, "loss": 0.3147287845611572, "lr": 2.503213554635164e-07, "epoch": 0.8984725965858041, "percentage": 89.61, "elapsed_time": "0:24:47", "remaining_time": "0:02:52"}
+{"current_steps": 260, "total_steps": 279, "loss": 0.32068469524383547, "lr": 1.11908343678357e-07, "epoch": 0.9344115004492363, "percentage": 93.19, "elapsed_time": "0:25:47", "remaining_time": "0:01:53"}
+{"current_steps": 270, "total_steps": 279, "loss": 0.3222502708435059, "lr": 2.8075615945932328e-08, "epoch": 0.9703504043126685, "percentage": 96.77, "elapsed_time": "0:26:47", "remaining_time": "0:00:53"}
+{"current_steps": 279, "total_steps": 279, "epoch": 1.0, "percentage": 100.0, "elapsed_time": "0:28:42", "remaining_time": "0:00:00"}
diff --git a/trainer_state.json b/trainer_state.json
new file mode 100644
index 0000000..82f19d7
--- /dev/null
+++ b/trainer_state.json
@@ -0,0 +1,232 @@
+{
+  "best_global_step": null,
+  "best_metric": null,
+  "best_model_checkpoint": null,
+  "epoch": 1.0,
+  "eval_steps": 500,
+  "global_step": 279,
+  "is_hyper_param_search": false,
+  "is_local_process_zero": true,
+  "is_world_process_zero": true,
+  "log_history": [
+    {
+      "epoch": 0.03593890386343217,
+      "grad_norm": 3.182513952255249,
+      "learning_rate": 5.142857142857143e-06,
+      "loss": 0.9999963760375976,
+      "step": 10
+    },
+    {
+      "epoch": 0.07187780772686433,
+      "grad_norm": 1.173149585723877,
+      "learning_rate": 7.992974927057286e-06,
+      "loss": 0.5433789730072022,
+      "step": 20
+    },
+    {
+      "epoch": 0.1078167115902965,
+      "grad_norm": 0.8281139731407166,
+      "learning_rate": 7.936922311790387e-06,
+      "loss": 0.4406783103942871,
+      "step": 30
+    },
+    {
+      "epoch": 0.14375561545372867,
+      "grad_norm": 0.8478610515594482,
+      "learning_rate": 7.825603937106089e-06,
+      "loss": 0.4059865951538086,
+      "step": 40
+    },
+    {
+      "epoch": 0.17969451931716082,
+      "grad_norm": 0.8095178604125977,
+      "learning_rate": 7.660582468972073e-06,
+      "loss": 0.38223881721496583,
+      "step": 50
+    },
+    {
+      "epoch": 0.215633423180593,
+      "grad_norm": 0.7364096641540527,
+      "learning_rate": 7.444174447069421e-06,
+      "loss": 0.37668166160583494,
+      "step": 60
+    },
+    {
+      "epoch": 0.25157232704402516,
+      "grad_norm": 0.7268216609954834,
+      "learning_rate": 7.179417765653413e-06,
+      "loss": 0.359727144241333,
+      "step": 70
+    },
+    {
+      "epoch": 0.28751123090745734,
+      "grad_norm": 0.7387126684188843,
+      "learning_rate": 6.870029028177324e-06,
+      "loss": 0.35879950523376464,
+      "step": 80
+    },
+    {
+      "epoch": 0.32345013477088946,
+      "grad_norm": 0.8118855953216553,
+      "learning_rate": 6.520351374326845e-06,
+      "loss": 0.350269079208374,
+      "step": 90
+    },
+    {
+      "epoch": 0.35938903863432164,
+      "grad_norm": 0.7069733738899231,
+      "learning_rate": 6.1352935118591635e-06,
+      "loss": 0.35556807518005373,
+      "step": 100
+    },
+    {
+      "epoch": 0.3953279424977538,
+      "grad_norm": 0.7542175650596619,
+      "learning_rate": 5.720260809106082e-06,
+      "loss": 0.3427577495574951,
+      "step": 110
+    },
+    {
+      "epoch": 0.431266846361186,
+      "grad_norm": 0.8069055080413818,
+      "learning_rate": 5.28107941545135e-06,
+      "loss": 0.3359182596206665,
+      "step": 120
+    },
+    {
+      "epoch": 0.46720575022461813,
+      "grad_norm": 0.8552827835083008,
+      "learning_rate": 4.823914474964393e-06,
+      "loss": 0.3400346040725708,
+      "step": 130
+    },
+    {
+      "epoch": 0.5031446540880503,
+      "grad_norm": 0.7165119647979736,
+      "learning_rate": 4.355183581291739e-06,
+      "loss": 0.3393260478973389,
+      "step": 140
+    },
+    {
+      "epoch": 0.5390835579514824,
+      "grad_norm": 0.7520389556884766,
+      "learning_rate": 3.8814666887097606e-06,
+      "loss": 0.33171849250793456,
+      "step": 150
+    },
+    {
+      "epoch": 0.5750224618149147,
+      "grad_norm": 0.6773005723953247,
+      "learning_rate": 3.4094137439900755e-06,
+      "loss": 0.33351149559021,
+      "step": 160
+    },
+    {
+      "epoch": 0.6109613656783468,
+      "grad_norm": 0.7068390846252441,
+      "learning_rate": 2.94565133572373e-06,
+      "loss": 0.32773785591125487,
+      "step": 170
+    },
+    {
+      "epoch": 0.6469002695417789,
+      "grad_norm": 0.8255635499954224,
+      "learning_rate": 2.496689671543048e-06,
+      "loss": 0.32363770008087156,
+      "step": 180
+    },
+    {
+      "epoch": 0.6828391734052112,
+      "grad_norm": 0.6686235070228577,
+      "learning_rate": 2.068831189077021e-06,
+      "loss": 0.33127546310424805,
+      "step": 190
+    },
+    {
+      "epoch": 0.7187780772686433,
+      "grad_norm": 0.7526047229766846,
+      "learning_rate": 1.6680820835421124e-06,
+      "loss": 0.3253414392471313,
+      "step": 200
+    },
+    {
+      "epoch": 0.7547169811320755,
+      "grad_norm": 0.6801684498786926,
+      "learning_rate": 1.3000679939271586e-06,
+      "loss": 0.32832999229431153,
+      "step": 210
+    },
+    {
+      "epoch": 0.7906558849955077,
+      "grad_norm": 0.6622071266174316,
+      "learning_rate": 9.699550313535194e-07,
+      "loss": 0.33035430908203123,
+      "step": 220
+    },
+    {
+      "epoch": 0.8265947888589398,
+      "grad_norm": 0.6161302924156189,
+      "learning_rate": 6.823772581991929e-07,
+      "loss": 0.31977477073669436,
+      "step": 230
+    },
+    {
+      "epoch": 0.862533692722372,
+      "grad_norm": 0.6483022570610046,
+      "learning_rate": 4.413716360210111e-07,
+      "loss": 0.32599825859069825,
+      "step": 240
+    },
+    {
+      "epoch": 0.8984725965858041,
+      "grad_norm": 0.6623414158821106,
+      "learning_rate": 2.503213554635164e-07,
+      "loss": 0.3147287845611572,
+      "step": 250
+    },
+    {
+      "epoch": 0.9344115004492363,
+      "grad_norm": 0.6427763104438782,
+      "learning_rate": 1.11908343678357e-07,
+      "loss": 0.32068469524383547,
+      "step": 260
+    },
+    {
+      "epoch": 0.9703504043126685,
+      "grad_norm": 0.6542255878448486,
+      "learning_rate": 2.8075615945932328e-08,
+      "loss": 0.3222502708435059,
+      "step": 270
+    },
+    {
+      "epoch": 1.0,
+      "step": 279,
+      "total_flos": 3.329238633864495e+18,
+      "train_loss": 0.37422844500524594,
+      "train_runtime": 1723.7802,
+      "train_samples_per_second": 20.659,
+      "train_steps_per_second": 0.162
+    }
+  ],
+  "logging_steps": 10,
+  "max_steps": 279,
+  "num_input_tokens_seen": 0,
+  "num_train_epochs": 1,
+  "save_steps": 500,
+  "stateful_callbacks": {
+    "TrainerControl": {
+      "args": {
+        "should_epoch_stop": false,
+        "should_evaluate": false,
+        "should_log": false,
+        "should_save": true,
+        "should_training_stop": true
+      },
+      "attributes": {}
+    }
+  },
+  "total_flos": 3.329238633864495e+18,
+  "train_batch_size": 4,
+  "trial_name": null,
+  "trial_params": null
+}
diff --git a/training_args.bin b/training_args.bin
new file mode 100644
index 0000000..6f9145a
--- /dev/null
+++ b/training_args.bin
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b15790e8a7fa7712c1cbb8951995a11388e47338b6637b38d72415ff3f909e07
+size 6776
diff --git a/training_loss.png b/training_loss.png
new file mode 100644
index 0000000000000000000000000000000000000000..564c3929e1210faead23afd62ac451676609ba8d
GIT binary patch
literal 32384
zcmdqJhdY*W`#*l&$cl^<AuCB_Ws{Lv8I^?WQ7U_8bIUAQ4P=IpWR$&Ek|YXIWQ&l!
z=kI*$dA`5z@jE`>?;r5%IG*Eq9@l+e_w`=q`8r>(*Lgj-qNz$r&Pa}780EzaN?I63
zfX6W05GgVIMf7X`82p!%i?W`}HG4}JH#4VOn1-2)gN?n5&0TZ0d$*jN@7mi5^9u>`
zOPpc5<Kp7rEF~ad`@cTHZ|`(lpx(gs3*3dw;ld4P45Knb|G~YI%esqUJ~J1U&TG3T
z{{7|Vu6@0Mcz#W@o%8uJaUkciRUI2ce3_EM+YuffUWS9b4`01`_3Ge5@+qDij<hs_
z=}o?}`xQKCp=@k4fq1s+Q}Uh{E@vjsMYb58<@Apd`@194evZ@4PSRQU=0GA389PxZ
z{QG#D+t3K(fPYp76nG{0CmW25LKm6^F<KfLnhgeGd32ez5xW3a$1E7I2XNV&f{+ca
zMn{@qoN#qf=>IQY_RL;ickg#@m(h^A_db+{LC9PwEGFx1{53l_hp~?|j~GSC&!0aZ
z#Ytx3yOEI-revq|m{UDLEVnzq(B{Y43y%YjOW!NnEUsz^r8&`&bveZ{$zt?FIDDQ-
z+|K5?LNPwZQ?6`eZRuyR_1An8xk(o(_|C}4h*))vxCQ1Cooi4!vN4e|k?^BcJ^9=*
zueI5xR)N|_mt{AI2#F~iT%+}$wOJ}EDG?ca{T0=v&uIDGmJpJYU&9Ei(ecM+@@FwG
zi`R_M*u;eRCbMb;bNz9*e*Z(qrR4K_(p4i_;-ua9d3bpfu9s}i&fQM&2}WP7udgRP
zc(75l$1uRYcBkY<54)3UP*70W&T8NA#6*a4*wNu9mu3BHYvtg_n&t8g@SnO5%wIPs
zwQD*kP=)uJEhm9n@cHg4h8#MddPl!zZ#aZizf7bi_4RA=KY#wXul~5*_cEsWxXobA
z@dF1AFo@eF=7fE_DeX3^RO`Fr(0tsDO;C`U<PdY+<CALhe@h3=*JgjsudUTiF5I|r
zgF(W9?f(7yg0??J0)vA&WMqyz|NdP6B}sarTh~Oi+=hN&Fz6t?`R4K;xG}S_$M_L#
zU0sVG?{1atZce|o>gIXGDp%9elNKZ7z3!lW{rdUzuVoe7e0h>7yc!FA_O+>R-cShC
ztaE5-X^s6|`rX!;vbTM^-+QUeR_Cbwdu$SCBgUl8b=XD9C_VD4Rk21*viR<Z)xikH
z^zWq0vsP{KqM>17igN?iMn+G$42rF;C)u{Nw5%_s>^;h_-DPy^cWhRU+#7px`HG?8
zBR+$Yk85V1o}MoFVYA*-yBp*@@r9j}^X0``mGis&hGo>cMy^L{b~mjrJSM`*)&{)3
z*7$gxF{w$!6&wv~B1mZaZdu#@IwvRf>zx-@xcR5uT(4>C=qTj(lun5<2U5Sv%L`6P
zF)5VQjpq;$pu*elXxggT5Zv>hNbzG4zWs#=<K*O&f6NJ+?#Zdk1QLUnCp$08DZ|63
zc3Zu@_g5dQo6fI|s1G1Hapnw#udnZgOP3npyT%iY^sC(t%eam4SQ9~u4-^m!>IMf{
zOZ%PFk}~rSZedcJMc%N^?(l)Hsfr}9u^%x@(!!R@b^Z%GDD_&F=KRu9W1T<YTaTsR
zmMgsHe77a+D*uYXn!@9cPUYn1m9|(9Hv~=osuW-Llu=Mn5HzjBwg>liQntNs+&G5z
z_50>##hh-AvuA00jNFc&J$sh_MzB%kJ+seoLV^qwq@<*EAEQq!zz{yQ%k6D1!NL$?
zpA#hyKjvhYmEBF7sM7YhoFo+#!s1E#tI{nbC55%2p~0cgwzOsLFxLClf`s#8!{T`B
zbmHFDTx|&F#r59__G7lUza-XIuMLE~dc}RGSbur;7Za=B_QI{$wqe*luCI3vD-31C
z8b3}@$gf`2pXn=Y|FffKXh@Nv^`Lan*FZM!#S4r)h``Luj9TGiUzTRl!^z1zS=M%a
zC6sU`Rjyp2hT-Ow|7P4?Y!%SlItLF90RyJ)ne~r=`}d<_V!pq!ywTjACuAgYNlguh
zUA=l$v(LiZ9CpAIC0mN`=IIKzxkE{sAunHY+Waia9&k2s_fu0-qd9i$bch_b==H6=
zJ^#zXvuDrNr%m=A78Jl-5v#|GkWG9^svNVf=*Sq@tJ@e9N)WTP>JqKpnw6$t5~JAN
z-6f@<cwgo?T3|mYo8>cGKEXmnL^SmIxp3LW?*tlZYJ6xY>A8jXhYR#`7ky7%P7dU}
z=)SYkvjCHp2K&0hs<^k-uhuZ{=bk-2Y^}Sm-1!tS6$^!&oE+@JA(+vewcaDVIz#0X
z$%<R6e^Yy=uj=dn9P%i&?F)Wu(agcgNdym3Hu8{n{=0#_(c*yg=E>Rq^23cGR3XOs
z&BE>H2<vulENm~e_ef@@)_8_{$iW5~-JH&EUK{j_#1RtLwYO8v)$aKQOz`pZe;AFF
z<KHv>+mTAhr4b(pF(s^qzwpN+dSiDSY@#5|EJZy%hTucTAG%I|Z^`#s9BaYwIe8W2
zk2!~vy=MJ6FTQ&9st&ftc)RB1S@GFRZ*VUD3!}}W^TUnn?S8ufe!EL4q*PQS7@Ure
zTieT>m)B<s+xG)kNJuN|1^eoiqjpsbD(Z<6G+a-}cy->?*_Qqawy)X9yxQgvd2W#u
zZTj0^m=n)=(86E2GBpx{pYiG%FZSvhdmMm0botx@(WOh5=6_n}n~l7G&|6}gP}M%t
z6ea}05v^II+^&RX^0@~I_BF@Y+1V#MQX6j#oMsajrw<^ZQn_{OWaj0R2v~oJD9qvm
z?k8mTww?Q(TKO>iNwpYL2%-C7OO@4!uDiRtx9~Pq2`okBY{fxrekg!yWT{=Qx#(_Z
zM~<!l-O;1wtucHO4ntU8)#4}OR<udbBM=ARAX{;ES&0t#?fE=n5F&t+C`?Sr7zk5!
zLPCN8J>zWElIEl1(noPP9A$E$(D)7n{Q}o%opSphEl*Cpbzd+?U))-oL+gyk5q4x>
zJB7l_qJUZmObFT;+1c5P)m58QIpcDI072$|xeX52Y|Sd(y?YuW#aoqFO3ca0sld92
z|8tVG?tqxrs!i4MH#G+7duKjG91nZ+hyo>Zt|u1<PQgR@Y%bTsYzz8qx?puNd<JY6
zX&*j(Sm3wkTmHcsk^+O6O`P}4Wx1U|A&U=er%#hX4)Rw>t^1atwvZ*aLzW<J{{doK
z(ri79BqA`7=yQr3>#<|U*5@0k;21v8HSy`bE5}Yme(<2#TRj9N&h0FBUg3EbzL|at
zfQI`@x31%$&)RShy|Fy(!V<e*51Yd1EnrDp<D>j`H*UW%ET`?vx*VdD(^NTE6ZSP-
z)dJ3pCL#4yW$g)-M|BXTBOnis1T)#mySj=V<u?p{{FwIK=486-Co$L_L?k4mfGnC*
z6+;SOeiNl!FC97^{xxoGZ`^nZ@_YSQ%aiE%_=oVMM<7z@Rk;hHqW}j(a%bUYu|B$X
zK7e?5rN^WhmM|2y4`GtD+lQ{~Ye{+4E`PL8)`i3dr=FCO(zeU`&ENiVXEfb*wLACv
zJtmU&4}<HJ_8k$%ey_P|&8?dCk+6<CBJLv(PML}@GQF`iEVVnHSG()^{{8!*ud1xd
zE-oU6m?iM&fDEMc1;OMAS$<}KgnE3v)nr#|A~O7g)y&p#N2+4k(iiCk$frlB&dp;G
z4UOkEKDD+A+4KrBOE_SVM+IP)UZSI;8}i%RV%1EM<?}1)o<Q@ly|LuDx3gw3ROipl
z$JZ2bTskT`+J8E)@=&|%))}}}1eNSM2H{LuL4iQZZT8XAr*s=}r>|u~9pE<G|8i@1
ziKzU&-0lJuPCik>G3|>p7O0R)4QrFLWO(aVM&}yrvE@IVs@s1q`#Jq&p{GB^bvgNr
zUoA`-PX6V~m!t`8T=tMpnuD~m>6)6F7E7%2%2f=V+e8=Fn8a+TF{SoonV_$Co|e|G
zd^aG#_g1>)Q!9|Bf8~bU_5Ql9(aF!2g;j&^ZnY9&S<Yf(4Nh{ay%zAfDv!dd+&6F3
zA=rijsx>Rt529A+cj?qfbDJBWmvOstCCYt$I7Hw^@WEdIcNEgUhFUa7wDf&Rmf<BJ
zBy57PHg0=LGm#oY!;4fy2eo?sHeVn$fI0#^f-fiS6GW|JuH<y5y?S+Fz*2-!*}<Uz
z!Ip8`wO?*2p${I=0N~S{s2YusR)XL2uKw^;gOpu%bMgd0%Tuhev9YH_7{d`F?DU#>
zemj{4OZ3g7lG`o_efaQkZHkaZFoUdjS?HrjbYb)YM-@n~>gjQFUZjOc8Uu3xGgoo%
zFOSx>Ye`>BZrnIcOH2FSwa4g`eS+}q2yAG1Gl+U5#=wpSQm?DA+P!-v7@M4w%Osml
zo}ovJ*U<b(m;gCsqb%ohTQh~OtIp?2Et(H`^krYm3e?Ox4B#fLvxa`aggx+MTicNn
zsu3;~n(pppy%nxGoo^%d<}O~m*l_b~OP>i~ah$w29N}<Z+i;&f@zwZSw{CGrNa&rL
zuOrm#0XRqlRfA?9<j6BvXu0!*)Ze~ZKfmawPdWYO)@yGIGAJ1v8&|K5Gz=C;3|hmg
zN0l1E1|Yz@kA{nn*{Y;pU7qf_tfZpyDZkax1|Y=Lwp{gm)zL6zw76wu5{|R|l3701
zwUJCC+?{Z^bSES+^Dl{#t|j8jTeU)SA@CWT{2Qan)yES_GF~tdI{C&%w+Gd#OWwa%
z60++r3!5F~UIYC9yXe>8;9xd$mk8j-Ydwa}l%6Y7*Kd3MwM>RXkoxi^QDZQrwYD&q
z>0E;LmO!;xV{pAy@d$*0*mGihd~JUO3{~4cL#)U3CY(5U@ZdrnA(ecFlu7wH$C3Az
zEB=fC=OM80*dGM6_Vn~MhsCjrGlR9P_-dU$a7@-AelniZb#M?wsi*LEyV&NYPR<dz
z?Ri4Gnhi^rsjiCyEQb#Vprm9_ViTQ!38-3pGT6FpE0zG8Bb48$f=xoA_s@ikSp!jA
zo8=qhYW;!LMk=`%Wn~P9xzsV!{9*lKt0Q)0!^EWQSFT)PlY{MZRZEK_rBLV=;f!2@
zb$+!D{{)0M(kCr}sw^Jw|H%A)b>od~Z-E(XgC>ZdSg-YFFcoVA4BZTJ12$89Ux9SP
zr^IW`j#<))$nBRaJ%p<9MO|%e)3J}yy+wBq+lVD}y0UoB*Gu*AojLPnN%$ZoWmARg
z^gM)93&1o08&o|!Hk3{LY!?<5V9!g)t`8Bu(Jv-Pu?rP>ZUY`!Uus}00VIE1JJ<X6
zgk8lSE^i23nr-p0NwJRUmC1o>X$UTl_IB55*VjiQX<(vYC3^afqsR=$ba4%Ec+jPc
zhImnH#+8cr#ogL2(Vkp`kdYB{6rwff6alqDn1`WJx_-Jk*#33FE33r7zPda6WX5T2
zo+G=PJ++?(twk8OSMvRojg49E&G!E(nuFvqZR?qD+mmM`;W$EsGO(1-4@QH7Io(##
z0AS1L9caRR5bpcPM?zl+RT(E2*C#%qVxy_z10*CCgEc-9PGc8Ns9oj@*Qm4OVP{Vr
z_&eymL}~2#=j6;lH4_|xfq`BVPN=V4HV0@vGj<A0YBftK+>GTnN?g5`tsOf<)e{Ay
z>%MDFfKQh3`qaMmr<3He%nF_F_JS$}vjnwKg-iXbtLY9<I+%ToVqX*jxXy^CtG8E=
z^W;ghnclZ?B6lBmlJo^FE-hV!($oI%1&F<7g+HR6J#+mLz{YrO;Pq=Bl-ku|`J0{#
z-%i~8@a*Z+k0z(MxY7Wy>y<m5oUNRb#a4e0&d)obi2v9`)zMK1Eha2J$x2Mi*Wn7G
zTfzx#dXVdWx2Fi$J8y4S-upY{G61}alpiLc@C%k3)lf4(iw_D^FViA)1DLk8{TKx?
z%o+iH`@EysH8<OnCr@hjRP=g%Hx>NYC(0Op?i2c0GgLrAH$PHCuo!{=8`5o++o>xi
zB0|R)PK*#II&$mtX5|Tu>kFeWwE3=UmxsSd&nfBY#d-G!t&w1`ErUOOx&$1;2`Q<H
zfvtmB>92cCu=c1f_2|<O{}q^LR5|kFc1mvNv(X0Y14Kk@TwIx&er3TT<2!!Y)>6I^
z5o^DLto95s`K-=vGFO12E4yE;Cf9zC-+>*HWVvPcs{&WBCW`Qzz_e#`#BoA=*cSo4
z>(|GZ{TT7r276Zj_LY7#jrmZ+%IL)!d0aXe_TWm|*4WsXgbynn9T9|Wz;*QEzg!NZ
z=au!@G+mzjTDCP?>DY8cS7hpEmp8!kYb!g~%RQDX`yq}3J>m{Y>8)iO;~Rt0LvTuC
zuSt|KWN6)(Tm8U1m}p^O0E_K7*}?us?=1mv8BMRR=Lot?UV(x~bzow(&%PPX(p!gN
zg(B;oLwoDZavha!_TF$yyBh-#Cx`@Ux6dN1gMcdJRn`K#Us8cVLEYJZ;swnJ#B6%;
z_wN%hgsW`N`Rz64mJaaryq8+t10ZuB>W%I#2coJEPus383E!LP<*MGj_xC4E8xCqR
z1y4_@K<W#cnjZ?x8et~}!7fK}hvA%i!MVSIqoUiRtb2FnMGbrB-eu4IK*c*37cnXe
zu`O)@At52nNT8JnumPVnqvg55T20m-Ci^NH0C~N|);+fdQ-BLXBZKlE&6DO<aB#3W
zln$=M4Q0H|?F#@7v)69B4;M*N?odo$8=Pwk-j&ER>iel3`+CRv4dC(b9)6+|Qf)rA
zd@B`Lmxob=oED0YfF_2a=2A(K^_hqH82QAT|2~A(x7WNUGt7eWMVLs*hrE*OIXdUF
zI)|a&c4LeHQ1mV4jQ$fzm3kH#Pr4psuiUC%=5L1}yl8B;^7Hd++Ht-4J5(Q_*+Yc+
z`T42G3F08A<6CYvz;0fE`q|?9n;VNo6fkP{$<&bf4n-<<AVQ#gI%({?aqH1B;mm<)
zRV5|h!^HK7gB1LGdwW}bjlxgQA^Z%r2jts<sL1TRygav?Q-NfM=Nk?Rn0CLu4tPZ2
z?%nLp<&(g)L0uf!ZRHw&IVbzp7Ho{KP!MIs8#T9&z~R#@e!a1=vGV;ps)o?=0dCw}
znGUI|lZVsG!Ocx--IJ%RqC#x!K77E#PgT`EpuXc(Plq9tTu!;_E-ppqq`uZ)6@H$O
zU|>&AQuu?SZg)37w}vYp>R!eCo>oz#m0yGX{f5|zUs*!iZ>b(f!<^N<ro~04o40R^
zOO=WL_Yg)$N82tsyKLL=Z~Jv#DUF3}nwFN<kbQI>pdHrnGKQjgdIuJW(YqR|Dc1p$
za2i@#tqIrX>RfQAo=QLGK`Q#G{&L}6$R%O3&coBMjSQF>86OrEiM-6nNUf@3hDU0K
zsxT6kZ!c}a=F`Nf?j}ZgddF?2^2BHIPcNP1y!cvp$G`G(s4S2<a2m{79-q`?Re{}k
z_eo|lhKD-e9I*0*%a>zIuWM^Vl_@Ll?OoM>`CUOl#~+Dsl>p;v&-0`>n1-Bg{j3Kk
zf&2OUv)I|{Qf-u0_Irru^FRYiiar_p{d;6@cWw_(Y=@MFPPk+CqEw!bnMQX*(7|a+
zOvY<f36jiPr}0bWVrJ{}!<zY{Kq{a!KD85MROtcP-=NS^BkAhI>C-4x>XkX9UMq(b
z)aE%?4+jt76sW<p>}Ykk>EP%I9zCOn75<nJA&`J_5LH4zI~m*WRkhwIZ%l=G9=L0!
zldF#iz82nc;KKmwOUN+SrvYyY=Ps6+mKo@RJ^9otT^o(3WMqD2Q{C3lIa;$h#S4Y$
zrM$nd=XUS?`G%@~Ufn#GidtZkKcLJ|>$fMBKML~{<!6cad0NwCes`WK`Jm|js%K_q
zHkb;U4pez)Zb^!aPq+(3U^-r}kLPs%G}R>yYvQ=<MbJyw4a*e?<V{vhLb&VrGhGe{
zG*Dz&CJnAdq*$n{t0%4LTDSl#`9i0_>OFrxKosBRBWE~?CJYuj0_akxb0T`~4Np6D
z*%_~Uaj~&skY39t=PXFzSmvd56X+36azvPLq9SUxZ1m8pZmWKWMoM}kSJVD7N4)}5
zoJu51I6`qA9v*r{cW5eH{@jN}D!Tra>E+iu^FZp1Mys;ar|d4D>i6CHE8(%o33Yie
z@V?@I@=LN(d>QvP+WiEf9#l_}J)WAHs#oJJshKF@4*{j6Eg)SbTmj0*V2We+fwn_M
z;9S+xp%39q=p53~)2Bm#-zPf&{vuYZnbq$-LciLLIw`Tno@CSCa~q+qTz~*_K0|AG
zXKgU#>m8d#+B>m40;Y3et1YKe*x)Evd#<4Hj37qV?#*Hih(~bBf;F=meb#>I-u|$Q
zh#SE3buZ2bKrKM^LO0)-n}<gMjz9Vi-H{`ruWg{l0`7nWmE~DW(!Xyf$oa{lG8i!=
z01X=427PqrT&N=)+#or9P7uF5APZDB$~;hPmrcFS8T$*ngw=PQ{llYU0Rz=uC;0d%
zA%8XlLV=x23~XOkjbpeYunw>ZO&bEqCcmbW(2*a2Oydvr@L*_Uq<t6NaUh7FP831N
zVuZ?azD;~^2$+UO7<wcmBgwymS(jN~W@buh5E9Dg{jKWV0S3=&0Rp=@fLsPS-*cZn
zeVPaOlLoYZp=I0aYhnPPqfe-gpwtPl8C~1YEAi0+znup6Vk<K1P3wTYa)gnLqU3<Y
z3fPu6EiFfYS#649SDZS2u2Z|(YwZIZ^6(plmZ`5^k)pMJYpz@^nu)LWY5)b}A#mB~
zSRwdzZ*CwQ3ii6Yn6kxbI`T8dRSe?&4umKGL)1dV0%VWgQhU~#z1=OY+7dVktnhg@
zyXqAkL%;;<Fx&<BkGRCnCABJ6s{~1Bu6>s5UY{*0Y@ucgOiSa~&*4yKo$7hqlLc!E
zLJ`s9$B(HYI08cb*y&<)NlS|sE%6z>0{K}@EfW*Ria;?|H}!Y)Cf-+z><5jx>BzJ0
zl4BwgMlC?NaiT)DNIw@=CPc5oCHvgCvMr?sp~JAlW^ks$D|^N`1nM=Lr814t<<3<^
zEx&JSBFoj`B|gN=?Yl8fkLpP{RX#0VPG;p$`U0Un0=#4)>7heMrIIuO17Cq~Ca$?v
z1!Fgd7|3zvj5;vdU(20u3pxK*M^#W@!R2v5_}|fSaoj)x1l88oUQk!3n*(a?WGiPN
zHE>!SqN3N~$dFbW3*=R={*=0AZ}>$-FqQ{ci9~5PO~?!n0Q>?!%m$TJ6Tp$_YE=bN
zwEH})qCf!Y^7;kYYXO+CFhJg^Iyu1e6fsCTy<CUr&uCNvm5wUWfdi5nE2E~x`bcA9
zGdDL6Oi4+BSq_9$B*%Eh`R2`+7@L!`^SCWkfi&2A*ymF|lyF*TN1G#KTj_yjL0Igq
z?~bPjYxCZN?QQQY3xPyhPB}Rf_2*}m0W2!6Z*3h6S2=-Ze!pO8HvSAn=leJz3nh3W
z#A?8%8Ue*4&pDELuXJx`&aZVZ5?IN(<-IxcwH_O>Fksvs`tEE#z~eDAV3-g61yEGF
zx1<nfCv@u*9i&ta0s?~f?;jji1|A~aBv#R4U@z9Ijgm<$w5v;-hK`QYMJj2szr3()
zBH1f3^W*b#9`8W?%6Fa#s$Jq=@q=2=g5%^#WmqYiBS%gqd;C837VxvD-`dLTF9WDr
z6gf|wI+&z+3UtKx(sNbUvSwCxG~etP{#_zB^D{AlUA;J$!kbs7aK^B#U|{k4Z|-Y8
zZ*+3pr?Rt@fX{%!5iKdRjAv2(;9mH~57<_s5;AH&dy!DTHv!?R1Q|L=C7tHDlnXVS
zwLIZpT|uZY6LJ`mr(tG3v%S5o6v-m<9;C_{5e*H+6ax|}7COKNv026=PX#qjkPQ>d
ztheMy9xY;pI1zK^#>mvj6=6xP@?9Xv8GY2fz0avUV(`D!8dGdsU!`<yHeXt=#OBzy
zZ{Ox25VUAaD2>(h5~=gOuBc$t&;6cVzGkwwNe>Kdd=(vYc`VHd6^WI$^q8hCH6>er
zT$FwnC~prTq%)(+1%er(^de<9NfFHpl>6_gk*f#Y7h6sl84=}w*I6sAs@i`1#0YSq
z;dhZUN@J1?ShjLgbMpx?v7<;5?H~61_VS`TWJ>*;9M?Fkj=}9KIz^;cBppYTo}6+#
z#j*B57UXl;NkE}1{8>7EkUGXCMIL;t{I86zNu;r_pZAg!90NfSIJPiIMEn|{<&Loj
zQgie2DxxY-J${at0ZSO3`BA80OcDbnp&>6X??IS&2Uj7(`?!K*%xd?5ToS!2qX%`N
zl~+baMre5WGr49T8bVWHiFhAMVnU?NM~5to&l=SHnBV`|#{aKu&kCykqK5*h-kGC%
zxjMS^LHc;D?7&MIi+^N&V;hjxFWYwWEW5Nc6O;*g{N%-K)y9!=aSVBigBWrIEZz`H
zpoF{y-%^6-e)08=p7q#pAhqCg^^fiC%?}Qr>L|9>O-Y*BFh@WA@it(}UK_FZA3lKC
zS6Ly^r2u>8g-(v+RM+V^buNHMy7Vo71!)h{M7LW|Mz0OGFORsp!SF-9AN3H`X(WgZ
zBVrqV3YhsC5X#h83LQsP3_Zr5K@Ob!mT?fk!S|_ga3eT911Qh3v$<0F#sY1sW)`o{
z<Kr)4#zk=jV3c_9-~qsmtLdw9z*8VR0DRBUO1HTW7LhW+C>sodY{47*6g&{3$?hX$
zZ%k@;-$mT0_7pYtUTD(cp(%gZLqTv%*pdR0ZRh09px2xX&>BNfH(=QE%#XtmkLu<2
zHZDV|EYT4Hx5UpxY676JK<fa3vh0n8qN1Wfw)WU1<7<TO<=;9xqaQyWDdH0qJp!~U
zC5wd!BdB0g%XcXEc30?T^%r>u_BQl#5>rA$&!v35^By=d5ERHj?Sqs$0$G62bZ!JF
zQ3%k|z+#-w=|;MYYrHYv(Su0s85%ML*gc$`mD~VTlq1Cd)-A(cB4$?BNDyL&2fXH#
zO-<RP?#+avw3%&#7!#<diDA7plca{BR+av2>1;i4s6t(q33GOGqCRqDyois7ha9%v
ztJkkzuf=UFO`PE7zTgY1TXN~gY6@S|cZ;C)6?e1!r)IQ#`_pi-%n+$U2oR6A#-2EF
zf)L>1c`GX(IKyK;$xsb|h{U_ECV}23HG%Yyg+Ey-=6}9rtV0C80>a=c*=75x1!7_f
z20W+|!>J)G4Zu30f_-BH&e9o!5(<dT%|H|cftoc0GXBJ^S`{l9<4&Ufqn2&)L9l2a
z2V-MmN-mMk&<#^zA9+UJEGsG5wwM<W7aq?ta{Ajx;)1{Qqs;U9!-xCO0cP?^r5xXl
zcSHyeLYfXldLSm~HfxB$0%h`T5Uk@wt&iH3j~~VAAovD|T7NfO+=SA%Ns&s1sLr@=
z4N~x7fPnH~YQSObGHZ!d_7Ly(_ZAQhFfBLJjaiFjQz-FYzkUUZ(e-CcLc+m-dQ48P
z))QF{V29@#m+(ig?jF1SFo!*G2tD=K7^DTkgf@n=H$$s5a&?e^0rQ7v#z-g_I))@c
zCX7l*2m@UCsSoNf04Jt}MpY{B?%AesUJQ+hP%$=6uCg8f^vr$hZ>i%<uh7%j*hcfW
zb*6%btJ5#Pj~3ztB_+$hm`K9N6`h>kg<Wzno(RRbIbVFTQP#XGYJPu;>ZOuW*E{V?
z2kclo>TmVf-37Il&sVdKMa=pM=fy+eu%F{3963;(3x@$!zCb`lkr+Mpnva*okB^V{
zR(pv9V56*)ZEKzVRT=&KIa%F+xAfg_oF025tlrekk*v+YK0E;Nas>3fCgfOwsNR31
z$&L2Kb@tDL#+~k*rTtAA>>P`HJQ)oqBU=%c0f7lg>5F0@?hg8HQ36P}>XHP#7q;$6
zDrOv()BW(#qerbgtwBg<18N-c{|thr7(juCz^;f+Cw47XWfD68F;%wu(|UaFxX%h=
z3L!y3Of)zYfJH?`;UP5~MQY}N=QJNwoj5??sRrt}^y|FTcRM(0`$JE7j57@IHFPUO
zs1_fYn~MZx!Tk5<=OB<N!>t!U#!Y?qjuzlAt1l3_DoGQl<N-zMYla#<AQZxb^!)EZ
zE{N}5c?G1w$IqYNKRm+g(0yGOIS-luNq!w$x;i}{k4c!nCnaTP^scG7E{lR59FSu3
z?0A(NEsnESLVUQJQWMYW(uahG_IL2+SAmZt7@$29BoZ`gfWlsZfq^2M%;@lgYAOgT
z!2RqJ;G_dU41h|h!QTV%Efi(c&P<H}2t!~Cm|v^iI}Sbz?<egS`7YDat7*7gg_uA}
zPObpTNSK?QkL8N-_TZ}eawO#kdMc{&Wt@_d%MWm`fD%9kF%!ta@(Kz5+l4<m3U6OV
zRUS+2W^<EoN$$qR-_tPv9epmO#Z=o8F(zN4>tL_(Ktu|HS;iq*;*rXU0gs8}pt%ts
zE-xocCHJ#6vA=slFSXnS>{1TjM*;DQ3JEwVK~U<T+7X>y#bAnhsE`%_MW)?uPtN0K
zEI#`ktH{Q38B=!|>2%^8I7^wM{cYmeIMQN{FfmPwJdX1wvBrKq)ya^5S<kW=G3LZZ
z3LH=|GqJpQ1}yb4Jz;uNmI(q#J!vtG*kooA&&f23eM4N=BE$X{qqcUA-$G8gw4-1s
zLLX=#EQ-SDuE$;Zhz6$ArLh0OT)aw#ydItyOYn!h@oHQUt2mweX*b<bgwUB&kcP%1
z4VkUP2fdxcQry7d1i;>IVQG_m|4DxIm{CyOq=ejGUJD>i;V~!h=6&7DsVb(J%QZ$-
zN>h9~an!!MPoJ3ZMS>O&=c}i*9Fj*UXlS}efy7Y-egql5z#jl*;)}F21v{rCaeEfv
zGN_rEAHhCsFn??MpY0oR=y(Arm|07Ie^t`^ZFZ)NEos1Z86TgJ^8$SH`%6+7vYi2j
zHmUX1tGt)H?F~E__QG#(7tAdnSUX7VA*&H!3Y4CpiVXf?6O$s$7>?xN4sbmII=AR}
zalW_AF}-sE0<j{T7_f*qw(^y}C@3fhntf?+j=5OqKO>+KeR7`uDU)Mf!`KLz7Cpq-
ziFh=Q#-0nL4(Gpp@17WP8z99Qr57=~{!k!0TPM~byEv@Q+yKK2*}<b{>JlZL9l*SD
z0;~mnCAN*guY}g_uH;MjY>Hqo7X)w+NXf|R;mil`%PR}btjKk-5szFQ1MZ`gRbV$m
zmI)|&9DzkdR3L_jDx45QWgrl07AsTTi*FGb0HhbH%aIEM2G$7D?bt*Xcs-VvT@d%|
zwK{`PYA|U0trG(!woFJ<0GA;pf+@v4#$iBEWZ#v$Nq}7#aT;(Ods$RO2l^uS>C^u8
zrgs*W@^?;<C?Dafs@^4ax|FjpNb<z-y7!$hlaSDly4Q7eN1+tCaNz<T{4N<S_l*l{
z-7el(ZPy4gPPgi+f%*=4zJLj(p{Ji%?w48X4+v)x9|2%{g?nb@oQ&tP{LP!3;3y!%
z!1n`(y#XlQQ0dt+LbaGP_17-T1ig842G))c112_r$*v3s$4psUo9<_+eI$I8q5a&_
zBkx?uOCzsy@*2{V!w|Cu(ZCdxfythHlcYsv>3bBHGOGO`F%2F9jut#ZY{J5alcZb~
zEG@afItjw@<Hz^m7Un>7m4Q}&MN8{Gtc;HDZiMt~9em=dp`qcNOvU_d0|RS6UoQeU
z;zGGUcSrv)WRleR0#v^l8y6P}<V2eNU`^TIlD>kQEwre5^{oMM+-aQ<53JGh-#*=4
z<7{mxlPQ3u!tjJ7huDOKt{(Ek1VLc|Jj*QQLJA>I!fW*mFij)c5$uY=kcSCl&)9>f
zZhW2u10s5{7&1QyVGp5bV`pQN_uU3^OXA*4oM8<pZIVgCl9C&bdoqGWXD?Gaku_@z
z9>2d+aJ<e;^MImK*X!-BOEW16Q}3+BV}S1jWQKe)+fY0MLCK!%vwFh@d}J6v>7><I
z&g=n@L31|_*awCgRRTSGDT5YVmM-KEFluV*4zBSfWeU9AXQ3nN>VmO>CpfGQKIRmy
zIQG38Y;Qoeph103mSJ*qbOdLHK)g#H=xF8;XTbLqWsUO#iUCLqm$`xCVDbSHwh<JM
z`^c;yI~!}_TMy&LVT|EEKhNfLd*0}o9jujmqr<znxF~4TTR_}8L0WpK7S6~mqmab6
zWWC{%R#-Zv=(YN>x5VH$o(bSUDkqR9XsL5_^HqF(Wj$ACe!N`L0K1e_(jkaxAHa9#
z4|VepN|OKx!eNoHI?!hpz&>aWSVqESk{W?Yq!>cI$BnT8T?{rx2ta&5768HV?Ul9L
z^mod`r!?Qcy!fO5kO4{{eWmuu2r@3~2Ns)V*gp#(osGf?cArRcOH^U&90zl*g;ep9
z6<c|R%2Vy<0{0*XY+wQPcqmPfaya=tmkCT_l2r>Im>7gD)t`LH>X}AFQaUhJ$ke&J
zJt1cSL>ao{m=8kc07r-H{kE7kSO12A5Ho_DDF8sou`Aiy2$U`CZq21bA}{-snZW3?
zlc5%C4pr!S-{5XAfTdAz*?mCK2plT}SYFMh)fs@PC>YTmKD+>eH?q}Pf3rR*9YJ6h
z{GCPl>2>V~ZK~wdG_RUw@^|I$T@=;PIR5BmS=7<mqcqV16}=a(F4{03@OA{<%p#&&
z{?Sq13Z<XY4J@~WA@$IR9wvOj<h+a%iMO3(JVuJYR!>bsb9G4w4puX_X?jyI;M1!&
zLL_P9plFMKfa^dDjAN7i%z{Na@gozt6&K{G%qthJ@SeovZC?3^Mirjy=Fa(j!4zGT
zf{R(X&yN}B=&+r=au9>0Km3UUqWN*n&|#l-;c5x^z=Q}j=O<a(byAcd^#d&)yaS<<
zJ~mK4e)P8I@L89e6UU~1tqV$G`ZFi|{Ur52o*WJh)enUt6$}Ni6S3Y?N->-*O&Mvw
zsTE!T^nzmzNi?spM(_uWq<rawe|!4@_dv*!ubPxpRSEIT1TE5FoobaccpZl8XuE42
z6CixUW>Wt!MpZ}_2cH5fE#xpzTN`YCvq{^-LA<f#Mh3?$@7`gDQtqvr9a-(yQ@`Ex
zH*REQrMaqhmFF1+<(RMp>HD_sWD2P+lK??KN^D4vMU~(%OlT+M{PLxAd@knT%PH7H
z#08*%3-X+EaRMHfXmU7?@I1`#s|SD=4F7VOzR;mG<=^+>i&8>P&ygYTwLHA2EvWi~
zNF8v6#@Kb7!`C!rAb3N7lLivHz-Mcfcuh2+4Ozj#z(fIs<oowZ;0!6DRO^#q9N%D#
zZn1ijfWLg?dRj%M39|Wr9S4M22FeN8Yze{mb{^Pk*ks@c`#JPJ87dlPWc34bi5k^k
zD03Rvl^=jw-D>o)NumP#`D;0>rtWy+dQZ_nEMmOy7}_HIDNxrRICyl(pM*tTU!M_N
zCPBcjQh8Rhz$tgE-tq%}#{Kv6+k*FI^uYE(2DrQlN**|0_C<~@0)M@+BEUEv3U~O)
zfVff87(RmQxOvtLJgpZlUW_gU@)uAHn~Y5LfCWHBpx8RaKs2`b@h+o&8dTV)F)>my
zKN~i(O=k$tS4gN3IPb$cQGZ>cI?!o>6;V=Fmb8ro-A_|fv$`2781wr32f(F33i#$b
zcqY1YbWcc2SJqD>LjdI8MWBmHluc9>`4h=Anf?Jn%lU^`FC99SsI&l0Q$GEx>Cd9O
z7u3`O6u!>$J%`#6Dz!0H9UYy7rz_jqf`Db5{~Z_Nd{X@I@G!vd{h}}#s=3L@NzX`t
zhIJ5cA3%)?E<SRg+LYwwF)7!nt|8YVeLiqtcBb=5WZo}#;IF$D^vsDHfG3C58Mqr*
z005cm)%sRfwOJOL0Y?I=a?Rvhh^_!sLYmC$K@M~1)DSPe=P1w@<b$0cEGF&BHZ3Mg
z<Q|GgK-I;giUT94105A5Oax$%Z6C^T@Fe>K!H(5IR28)Te#T?Zwy(qt5RU}-yv6JX
z9s!tXv@9G3-NdC^?M_FKMqRP$f9BkX|5?t#4lOSAI6Tm_C<94KN&*yM{hnvUOGVN0
z`LoN^pstZoIPjx~pe9s>;UW(wl+HxZdBE>^fU?qon$&cTBrf{KXO!Kc%&6jm=LGH&
z?6*apDSZe<uA#DFb#8EwIK!$2JnIA#TR5kS5->XzhCmX`w2g5M>8sVchL0Gcdvu9V
z;92Uv64{iH_u3F(W3u>D<UFP&KN-&<UT#tWU8TWrb=rql&F{O+_i&rNB}?QP`xnm6
z5zAAtUHrDOg164RAI(W-WEJmE^`D(jNcbW|LXNgfM@}B)c-Xsj*d+T@3VE<KiUD6C
z*(_7*7cbrHkpG))sz-=AZ^E15Bg~@sZp(?57q}sJ-veiu$<PrGhl+xI%9_BAb%sQ)
zn3gMt^11S}JRZ~#;sMP&RF1=*b=Zq57bZE@2ygz2<cHw*U)f7ayjZ<pdWeV}BFqOf
z_{9h=)6N690yR2o)Z;U`D2RE6E@{-!f5)6OP>8NL2P0OnBM>u4Dv^%IM~=rf>KAIF
z-0-ytK1&+@Z8!a_!2z4%`^Gk}SOAx+gi&U-JEFpc#)uJqv*R^g6z5h?af1Ida<Zfo
zWt_}#MU(}uL~&lsJMc#42!(^MGWCBR$rM{=OC%45sn#bTd_fYeN{}EBNB%*GHcoVZ
zbx7f9#<ratR>X0vZM<%bYzi<N+N>~Stw9(vHT~-lm2CNEKOPD<UC-m*pATxdn0CF#
zh>8IN)<Q~oov@&X0JS+8QJ`P2#snq_Niid4!t;v~)PX2SMc_IDKH@s`#j$@I#p(>)
zf<qkFbB%D4fz&BZWB*V<xMz8pdbO@@qa2I;9dn*EVn1#N3t^tr8ieV192@^<R-T|h
z@+U`rob0wW5`o!VWP>lgze;%LExDdR+}!1KEjHPHS=zY63TO+U38fC#!d-mlXJjG_
zdE{S^i~WF2p69&y*czv?B0?w~6F9oRQ(d6{ibchksw^4ny`FsVUy;WMpEctbJ63e=
z2*rMG`Kk;zWoT2*ynm5&EkuFf(`&wuyuu}}Utyph716c7aP8~sr=e6i$H+b(*-tdM
z{X0{>OlFkF|J$7zFsit)6&w-X?y9Kuf5Rpo*U@PBhKxZ%j(Utc0guX8^wrF_8g(H{
z68oTFYT|!NMq#sis9yj&ouEHN(Z=Qs3q*fy-O4qoirCk<8D<*nBEdu6Hg0b5;#>co
z)LjEJ1f|dNbDY1V^KUlb5`ojbprHY7G~?>6J!lwVMHmoZAqfgjh_wTc$_Thi??OIG
zR$IY!Wj~u_cui90&xW>)Ts|2dRe*$4=kO51mZ!Q8&Q-6mKvRY+7#}>>1}j{7k&cYS
zYGlq6wW5QH@{8Jc#)^20lhk1vb>_A&SWPvA_c1j`+NQfQCh}ap7up?APmwKXvtTIz
zheQ5a9H?OykfEH0q#-P#0tre%G56zOz5Vu0D@)a&^A+8d3#<7Wltl8)@pXv@Q7_(9
zx|1tTU*Y_D9KdNP#uH0am6eA<##~`>1}|GGw3mRG9YjrVH0%IyxI@Yb_=)zENN8(F
zRc;-i(=R5t&c*b|l4&`<qTMa*Ke0_P{}s;WAyjs#ghIY3FpKy@MjJ)MQkXzZ?~o8^
zxIpAQ*#7wGlT{;aO4d~=6$0@tBAa~N&BN$ScQ^A|VU3NAsoFfz2?^6hGSFrK4CV^U
z5+a5`v=*O*)(cD?Xa$rVz%o4qp0OZ>tKv-7#rk)Of5!OXVlR3{ui$YnoL~A#mfd$c
z{E$bTbR|D49*x^OMz;&I5@AH%JV;fGV!&FhO!u4sT5`Ywy4a=z&)w2!i?3`?$+~Xh
z&BIWw5_E{&7sH<@w;=}D#BtjgqO&Qm^m^}ZlEny^L_qmwI@Og8)eHh0m?@xX;BI58
z_9(^s@yKo8^zaCBFQVjL3u<2(Xbxj+lX=W1{F&m(i6LaisWrgBzXnyMkuhNZw|w<_
z0hpQz&?-<(0Mr68d=1@h9(c*hsgoi<GvZ;?*4k`h%%5({A$0s&k#=@q;Liu>@Bv9M
z5WM>g6v1MZv-OEuHxqeO4C7c7D*}5e+iy$1n;)C-5`3w~AX~jRCC1AHVo#-W_e81m
zLOhqL2?QsTH^c>*Wb0Qn%lp>uBG##-37hoiFJ@-OmP5tlv!kwDu~WMDz$@P#B@kP{
zwS-A?guM>fawqp!;SaK`LwTP^O1O{0GkcIiynA`wqyomf*&K{v_iiOyubhP|(Gw7$
z<s%s7b0`Z$3RncO<v9iltoPaVe&P%m4#(ws_|2|M2k0K}OoxdQuFc)a$Mt(<5@m+X
zAh=c&gzHc=vJ$1nLa91W=;a5um^aoZek<8eT;-DRtKD(grkocQYI{vFW>OT}Cm`^=
z`k;P*&|x2`b;F=izw}_n9N0fb&In?VA`HZRA={MJIvx<LPFg{K@6RUmI8=~gQyGPi
ziC{z<*<Uj(Z<PIda{vJ&h<j(s$<}FoFx(3{lKZHr;e)_6<xM%%lz{hNTEfkK8j+`l
zPnu)Pdg0GWI_ia}$JXA^>e;4=hAG2yv7p}-wPcYGvAgQuVf~a_T;JhLZB=oY3S6{<
z45BC*k7p`;pP<D){P56uOoA1GY8cEJRjlYIR#+_5Ru@5*8fH+a2VWS&F<>%JFJ<H3
z{m$xn<%|E9<wfC-y?|Bue^C{fw8=*`dfej95i7NPi(+>h+^gV&CNU)z?GJ>+LI8DL
za_7n1{WRlb0fU)w%Dj*JvPL-e5Cy!Na7b$Ck%Va(Uj3qqI)TVW?_-bwI}JZrvDIz(
z;w#UFu@jvNgj2M5egFHL7=irUJ>ol0$$=t`x~|<FuY3ZgL>zKV{g+4rJ43AN_0!4j
zFBpCrL70uRuz;D>pSetjwkzrqso*$&bVE<sdi(%ImoZJ?ehRO72oKVtQ5SoSP*0fF
z-S6J%*GxkGB52#8G|nZC6Msj=hQWvw-SI~)bLwgeGjgw^<hehp&or2A+JZCg(qru$
zR<?c0)SCuIaqaYxE2lZJ*dB`hb|H2VU4(EJFTybL?h>BAkHaeWYt)aY;CaeglPDOm
zyh&<`Afm+6c?x!SU9FFV!<_ch0V=8NhtR|(pQBLvN*?<+2>Sgm8Bz6~Po|3EMZ0AK
zcwnlYr`e|1Dk1Er#ar-0v)ea2V(GE`H)MD(&Dc8g>M9GE;*W(M*D*t|I*p8urgr`j
zywkx39kJE*KB|uxa2Fp>odY$pC-|gY4U~TZ`DA6++%W=I9_{D35>E}jGya=z5HTHq
z=KzZWF%Yo<(8Yv2g`gcmA-ghL3v>n$jjbR`tP=wF1M0T{Q*4z-{7<4cS1wFU`~!f|
zmlvR%Gp#2;-3d^LDCQei&w~zl9@;R07SD6r>*%-w#cyjQ_)_7IUZ$9h{$W7}UnA4~
zX7It0|5K%Pbz*%oJrXtaLUU+sy${q~5YCcV@-l5lxJ~i@HrliQslfVjG7{2+G~`>V
ze!smP`d{|D+Z#YGK4yLU_H7%Fo7$aEm)H(Pa1D)a9O2FrDZaVC@xwioF`K-7VSj72
z3HT?0iorKG3V{vekbC#;-OpEnl%3pv<rLWY?a$u9NEdq8*!zt~%M<?XQHuYuz6xV8
zfMkW*5<yX|9Q$uY)z}S)QJb7h{&0f7wH59dg2>(>x<vBeP=vNiP>GEPEDL`WfZqh%
z7$(cTh$I$d3`dPh-+ngPh_>A&zNb#wwhuXK8hHuWFjP$=&J;Qd9f#_0>Pb>Z;2$gq
zA%>bWk%h{+AE6i2%?H*ITcfd~&c19Ht`WTOVf#4y#=O@iO}Q0CpxKM#Qv^j%$qsX|
z$;q*T0Zm0y^ANH;0j>0jQ1Ps=aOxF_iC=&c%z$r3-ekk8V@EAg$Ujh|Z!9L@D^*Dp
za<pE&{PgH>(2+@InvTW&&{#SmilfF*6XM;@%<ipz*q_rj)6ioOIKQo*|GNu&{fyl3
zD?4dz(zy_$=S};Phin~0UY{Gz5HN~=6Mi1^#-oS>5%S>29Dk8iGKQglF(?@RB9aAo
z(S*>QyOiP?ms;4fFm&*MW}?6I1p)ZuFBR3J4(TM+4RoI5yRm=l6)Et>L*A@)nW8vC
zxcyjQ2i)DbeH`bou{gdCKC|(;6z|20K-gH!57kS!PCY%S_FHm{%hb6O$fy^7XZ8d9
z26-$=9f;rc&>f0JB_~Iq7I)y)72Vw>5c;H#{Q^!3yoQd!ldR%Dy4MJyteiP=Z4~8(
zMnhRDQ}AhmU6BA=hivXRom*-S-4&q2l7jL!{IkJ>R6~RE1@$WRBxzu5`sGTtS9G+C
zt&b!Ow8B^Geff;kQ2;y4pO1rvWqC6*c5Db}@jB>RBEi6;4wAalt*_^Twb;*RJjFzO
z*g{iO9wZA9WBZ_H@g6@F9`!yWXoXISg!j52)WQcb<Y|MzVq_pe^^Ic(J5G3hKhH$#
zI(zH~oySj}M5m-gf;*BO=xnUOc|sF)eDL!pO-RTcQD0IenES`X<^Nuk#Y0(*h{`D&
zKj=s_yu#St-9J8r2YPHR`LutF`ID`qP&P%oIc}WV2DbF=t=6L(Td2(&#2&=QJIpd~
zrHSgOiQt-p{?Mf9Hr{+YEPwB=+P~QPsFe_P5nt7}qGCdCI2hbr6-Qo2<bwoe!O&2u
z{VT0T-DA#{)&@tE>!a74JTT}VA_9`=0Hz1+JIEdhPDrY-qkPC7IWh9h<B%%li|k`i
zN_Pl|F<}3qz9q~SkRIS+!SKK;(SR$I0E3S6Poe=XcbyJ92otjHmqs3Pu~Y=dq+GaB
zQ2`vjDHxuRn-CiUr!-jM1H#lMB)>pD62Q1V5Gy{$e@?qZ7sEtz^o8w%5d?;q96cz9
zK>jCub}0xXQD*2?Q-OQnFzD$#4xYTf@PH8z*AoUvs4)sD(F!FZY{*3rcJIKaaZx<b
z-tR%yyLNjEIY;Q9esC^+&utpAdpy9AGoKl<vCzBQ+J)^1IL$VV!=Z#q09-I?$k&RY
zHUwnczrrKnr(s}ny^>6i6!J;Dci!%C#rYo*oxRVR_EpA#kK?#`Fc_kyOy~^@02Y}L
zgC3Mfu;F<F;fy?JVQQ1dii){x#q@1DvJ+U6VITRn^Z0jjz0eksQAdlu<><j$_op)}
z9h}Wj8XzkxG~!1+fBpd4Ucrm|tGj85fjo$)_!~=CyfpPo>zi!bqL-dB@kzw%4$wC3
z!-kPXY#kKGQFQ3;+<8?6Jy8_-Rg2`lV49<k`Mh+eyDbG0^HXv%T^CZ~I<i!VwpG!s
zgut#ULtjqPUoa0q=O{mS^n}$Pe>QAlKlQ4hvti;Vld1mvKCn;V8fPc+-C5B+2gbrO
z;0=w8&P9IHdUBpHDmHLbdw=qqVMah@Qh}N*Ix!K*P!ixnp-4-I1|N6u%ItrIb{Z!w
z5fdn#s2lvw%K1Ob&^Vrs4+scAFQFKQIb9SHL>6=CMlv)!+ddjcQBgjPBa~NqarAAf
z??;~34S>iPzMZW4F@Zqm+R$T6!s5fDFxgtr0XL?B2Q9kiSQV`D!wGF*IWeLe%GZ0J
zc|;(&_G4HXCpP=DIOpn?=<Tx>CNHm*I$$#lkM?$aWA@qLsz+)Brhge_tt6dT<(-!h
zu|;x!<`a+I>J$g;m@!#HS<*m#O|=LDVtlfYe+Tyw?$?6D+Ge-H5}!cGHH^e{gmnRX
zknts!fr$v~b?44k{&Eq%nFpkkvQ;EO$q%KlL}&FB2CQz+SFVp^0xe<>uv8ooSL-m-
zcO~k4LuI_?Y!~HKEQQ`Z?4^LZVvLdjs}2S7H@AqY>rS@i5O=^K-BW=$tmem)UmW|h
z&;yA2tiEe&F7b$iMeRN8-}m_7dymf1_V%9@#bbgMZX%F%N#3bBisZj(`l5!O3Mz|R
z`kp)tD5IOYmy)8Vx{au<=&YsJSlOMg9Oyj}S)FD`KCbcEQeG2)?thR(9syGiE=m^=
zfULj2xtsp2Bx31WeUaf|L99RSjy>`2=2{_j+AS3ZfUwcl{}-NNXQ>AaZO8(IeCfy^
zjFdn~=I7zi_mz$Dsr5Cq)=R!zet2Ieqwc|d@)>D^pJ@|_%r8L@4v1uTAim+%4#Cjg
zFbqcO0BCdvdxhcLF2pGza7E37>&YD2)PTBgMz3Z8>#`WXN2^u1EFPl<^Gn8UI_wZJ
zg0?PD=W1{rhDN*x(3|X$ppYtm=@K~@%cf<1BTWe+KQh~%0LvEgKUR4xnHHDWblx?v
z&gC-2%2IWN9n>^LkWbL|GQtt?W`zHp{%$}HUYXw@03*p<5FC#Hv52ADZQtMo78@X8
zy1X8Jy%PvM%C!P~uC<vR-x-KT1k=2T2#R@b#%f#K{w-;Eg!Si04;xIt_lYB-cn#=0
z126Fd;43hoq~oAL3Tc^Dpa4*^2>b1Ng8{e&;!>~J8OPBg9aed)Bl{Ucw=^R*U;FD{
zCe(&u|4;10VQ6{;rS*Ka_NP7&5FaEaGRLWBdPe^5RC{Z6=us$?6AZFW_X(X|j<5bv
zP}Je%3{%im0tEN}iF80L5WKRZ!BU#l{1B_`{&o_H-}h+2D>XE!+(z#JJF1+s+{x50
zN%7B5Qm~?D7M23;y-@uWfQuM{?qGnu4>q__K&)|6t~~G$b^<X5-G{W`Q#&~)2VL^e
z8ZZn!@J+*wAqx<p_GubGZbmD#`hhAQyQ)@JL5xzxTK;c+tmFM989`F{c*3KJjT%F9
z3H^&g@WKP=mV5CZ`^7myPS91!n>HNin3%$#iGu|>m-5O+$ia)wg0#|P&#BY8)qzJ-
zuUzPOMJIT}MljwMCOuYm^6am;UY5OG(Zhp#(E+h`vz<Ku7V-oc|8&RA|7H1kU?583
zx3hKQ>2-ssZ^E?E#71E$gO-OG7N;(M<j?-F<#vj_*llO$48-#O=t^JT(v$gj2{M=T
zop~7Qj9cAzjtKoH0)V(x9i{Wj^T~N>IF=@7?RWeQwHf$w?;VG*W90!D@Z(iNy<c#`
zy1!>t;}*<3wG(XD7vyI%s9=L}ltO$6(ys)@0%YxQQME=#tvm4N_6GE4XPKd&%+`eV
zQja4?K5d?AM?}#YxOU)*WZBOOl>=$2E^ME5{EPj@il&NT)sPFvlf9g*><GN%Mj|G7
z^bX>}+tF``fTL7YhoHQJQn#1TbaO#r?3qsK<_h}K1{y*?Nk@ML@Cs~V+L4gT*@@==
z4$SD(vH)NZWd)e)B!WxGg$*+;u*?xjY`Gu7RDo4d0Pg(p&Ap0ZlKWU)S&h(@3w3#)
z&2Juow>ItH+ymX5^I`}0@e}?AwZ|mBy=d%CYQQj)IWs<F{jG$^tYs^D<PqViAXLIL
z!;DRB%SV-v;nTO26my?C2xd{JI<@{Bi$^;iWDdCO<d8c^M1j?NQU<$)W0-eaJ>m-N
zfGbcdZt|?7e=T#mh&oqpb6?&C^saWd+qRI!!S=LF`ipD44(|$Rz1p7^{cwfV-Iors
zOAHTvsW-`K_?Ue4KkNDhp8F|pJdi5s{<V+=xSm}3uiT-<NPnQtx<Z-lN{#|3)4tL-
zx-xrExJ1f?79>~OUI0!mRwuQ#ln94jBG^9*?19>b^<P}Ux0}kv<+h41(vP{f4KT;$
z+8Pj|?1jkkjAh0n3On7@1hzG@b3<RuNSAtEylMzEi8xyHrx-ozH+Uw!<|}?!U3NnW
zC7vgPz+&qIhSluKRBGg-n27GuG}5q);j7M`;L(T?t1hw7nq*xaFY-8ys0vUEUeGV~
zyarwU0Cuy)QP@GNnfg7^pDUI{rlYA<V%1{*`B1EL7eR@uaDf8*aBzG*+kOyp5`ekq
z7gM6TNI>4Iff$`X#mCeA{mw;&Ia&0HormeU3f}GNM5qC{1K^;0l?p=*%L>ZM^y<XF
zA-po9z{}QMPxn9hpsfzgODL{`<bCkwd3IdWGs~yi=r?_&;xs~*z##RXS=|)EHnH4G
z4<^};V?)|kl@p9B)o!wReqb<tOXj^svd^XT;|O0whEh2LuZ{H^3ZEJZNr-g5i_|i4
z;L=X~3|T*)je&;1Z8e(NTS@Gy^s1J)`5;fhV(FWIgGL11319$!l1Tq1vgxxNl22lc
z+|E9T4YjdGzPNv_0qUu8;8~~~)yb1?Xp^xkB^Y~+ypV9A=uUsp9~xPbc&F1EWny7s
zc~;uPF9R-}PHniO>|6d;BR}`*>3Jn9H>_?;j#cqIlL?BiUtrs_!vY>x*v7Eu{0tOM
zK7$O)wya2YIoQK`cWD~kEJ^o39aJjtJ}4HDJp+g-8z5sd^&>l76lcpHAZC6R6y?$A
z3NuO+zM>T~=o2I4rK3$|=_JJF|CFdFp1IRk6AIIObK?I(#ej`lkRd85iBAq3i`~H|
z?}al29AbP%&~3@I_~~cOv3nO{9Vq6G;=(kBR#*=eZ>+#p{1`?sbpOCX)Fs9S{aavK
zZ2-?23HY!fQkT_R02c~fDcjJ93T%93umU@KN#?P#TvbBpb21eqoMh{km&E|8-@AAW
z=ED0q<Qizdg1$u5Ix>)Xg*yr?Q_IWC#F4xL0;-0F%;pvrjv)1#0q<ga)i5@Us#Kit
zc2bVjlBFpIOdj4~vzP>{TKrWn#u|<A+%zP{qjYq2R>j}5>%;bC@g1Ouzzu{D3+h|k
z-WuEsZnJCzX~Gd+Ttl4yUoZQ-QnbJR`dyS%KJw?n6Iwo+A`aK`UmgwWb(a`Cc?-h!
z;&sU92^^A=$DVL$D4_SkwTbqaf`AO8sRLjB;E>SLM7t`yL}VKp9&8(FOPMb|?hq=n
z)Vf1Y`F@f*t@-7c1Xh<bcs#KCfM_(VP|YV^0#hjI!Tk*0pQMtB-@iGaq5bLvboNYw
zIVplg=I4;?|EqE=_TOrg3jUekf0<slek5(hgSDpQATV&upHDZ&R(>gaNr7(qk(c0w
zO8R-|?)si@B4A(m!v^$p8NgUfu7|+m1-)t<TwIy;KL1hT8?Px7Sq<l3Z!kY1VK5VK
zIYjM8$--!6!eLim(fCTtz)0&5oG6pgBT&?#;uF1x3AhYoRm_Apg@MKo{Zu#%y|4<}
z-&(fXq3IpH3?qV7E&|xU?QsFWdT<pxfPENrg(AuFV`U#*mliT8AE*|c4*}_OU3c?h
z?6UyaU$L(YjqovN;k_8p+HV2Ys*f!#=V77?pz+(o^a5Dx=pHV4tifA*_Oa=cCjn7W
z)JS{*2l!-nPHc{`LP8kTQnUZe*+jm)`z_`HD&4DoRFhqoK9}V&B^wr#go!aX2I7v>
zywolAkVL!i0jC6s>XT<NG06N4?<-*GW8Q8{F67RA#|G~PqP5BlxoZssPh6?ku!EiC
zuBXN+c(Ft0$#K{ZgF}=lgKguY8g*SFj-mnQ4Mk6jVBAM&lNoJc^8N^%ax5wPbn6xZ
zzy}}z=2^s5vzlsNELI~i+s;<yB<2cixcSx$CYhg?1dhD`<W<M>zE**g-TzN%=N(UV
z|NsAE#<31Evq#A&DiRTgRAg_mOB`ItD5E-7$X+Gm%E;;@dt_6hWbc_oDhUme@O{3z
zuD-wT?RWe9e*b*0+wJ<J>pGqDp0DwIJ|6c+DedgH6Qjco=MqB;I>ubcOfO|TZ{_LD
zxR?$X3AO@>7wF!<gqNVU+=1r#x5!(#78e($CzX<L_h+KX;&B{~AT+QfsHeQB@>=UY
zzs#72Z`0lLb#-YCfA>xpe21kBhK0ORJe0}_#-Y<GhorO$A}~`Y`kJ22{90iQ4jF>C
z-GYxofULBamZr9eixZO{_X*pm5&62}_S!W6iN}W+;fP1=Fd~>mQ>uev$FrxLJe|#j
zD12&fnjOHjoN78nSrIiNj^=g~dLkuebx@4?QXe_y2%Xg=Jw3+o)>S;nZ9uJ1Y9EkK
zib5VEV@}LDb~LCBhPhBEQaTx@Dwj)OW{ba{xnL~;v*o-td|*USohghGWXbvlmwbIZ
zJr-MHp*sVEaVXPq{;NKoa7!DgDFj}?Je(8kjUh^M#8FdYU=e!204fQ}W8OTQmozx;
z!pAxl;W{SO!aR3i+V+?<CVFXK$TLRO!ei!Z>pzA6IYCofjK~3A{5L&u;($0^k8$b+
ztBf?!Ie&7@PK6Td0qm4;D%2bNpp|eXNB<y>b$$;<eu28X1rra8>rvl0V*7q+_ii#B
zMwq6D&eIc(!WFf#%d11Fe6V1u+kSFE5L)<!_rS{)>)WaTML6+jlfB9H9W7CO{nW4O
z^A2OSi19U}{63y=KO#<YPzVfX8;JJ_KFH@9W7r?&TkBwZ=GXR5YYg$`&NWUgIZpy7
zEJ*TgF%SHG9?2f8RFtimIev^x7sfKoHNS4Mz`Et+D6~PHhXq=ZwT$WwP`Vl2bM5r1
z*xcZQv4pQ7|0rhm$>H4=j(VN?TKJ^;-(h6&AM=dPMik#;?aNFHBHJ30){Xfbd+voN
zj{MqOb3o~OoU17ZR7N`;q%j5|Jh?#?x5e!$p6DKxwq*+HeciY3rp`wUNqaV7_fy+*
zHNVG)plz1`tH=k`r>P0qh7z`wW2F*H0NgYThn2^$WeHkQN?TIx{CuJF%fF#-7`4Z)
z1ke+Q1j6w6-B>{kQSHRSkL8OAmJBpxpR|W}Gy0freq^QviQm?p?OW64?f?9Sr32<c
zlqSta$8aW|3<Jx_vhC2VFqIh1psNS0BU>|{>e-dsf9aU?6sRBi=SKiB>wPX$h#cL&
zL`t5nl9rN=>BE#ChcqSc9mAOV(rcVc;ktUWlA+^Emz9+y99PXV%-NVk+~>GfS;19x
zRjPqFj=Jd<+|6RF)*y9`X*3zt!v0?iPu)7NBz=#DyEsKlAs}mUA@$TPZ$?l!=&&2r
zU814?V)!;`i#kW^BBosHq0Ab59QG1EsDm(tr4X>X6Km&B|G}Oqr~oUm)>TGcLl<O6
zW)bMWD*!7IVORvPo|?LaKW;vV_E@~qn1M@C48sm)H8f%(0;EE$Wo(@dP4toXs~@&Q
zaI6oW_BULa+V1xSk?6nY(1JOuJ)k_s^tAr8N)blqKB+BVc(b(5oF<xK`0eWrCiJdu
zRcIwtdn<}Zv;T9m7vKqcF)@q{x*SC+`*2oS(j=V}weY}89i#lj9T)s-sIyb@`F7XU
ztO-}2-)C~+Hd%a{=>AS7;kq;Uy!iO#e8JMo(PUjKyfimsSUz;nt@Raf(Fei9IS5}p
zo<pw?{hp631&`N>WIo03+l(87sww}p7h9z`)eVKz@W~mi#l14{@e26(X?1Sz+UheR
zMw+xBe|42lW~xXJYauCy*_ltMz=%2qecj^?6;!AAd#?UInh72XfvVI96{(#eVHQGO
z=&vKfay+j>Ud&kwO2fe4bWfQc3VV3ZJgyDN>DaKPxY}tkM^qbt`z<AYvW1UaR-6j^
zQhUs!a~p5FWqT@cee~kgiBjQE%#7JpPNrWjdkP|9=)d0zpFi|yKPAB!yZ27|>R{^y
zPN~nb@9_mD_B%hCt}Ty9Wa%F)-Ld8SEATQM<Hfsmbx!cs759+HXF++6<L76BdLQB)
zLER=s;V%#XfI9&hESA{&!b5+$NS7BVQL-DSt_=pAtl{ws*fK6NQ}U6X*s}%oGts~N
zHaG&ymMTf84?Oe`BxjF-(s$JH6><|G&*`&g>d5(Y`0z?jM<zfW5x?;k!@dy>(eJ#l
z(=zbaP%SW-y^zP{vhG;F&^f8R9J1OitR~Z7N%^o_?qt)KtFJacGS#@$!B9^)Xw8b@
zkTfIi;k$-$c6Np-nFG3ZO7Fk>2Le3~mYh`<GEkjq0A$H~P~`2qGjf&k!!YOgQ7p`R
zutOdTe1NfxW2?1F@`z}r)>?Uj9o!wF!jzue-uwB70PhLW;X{YGV8hY%^)|-o$UW2{
z00m{|B)Dfl#{zwlnORT7!2|g}7!sPQ#qxWxUkn|*?>l`XTqcT;9iS60b99&M*=zcw
z&PfMqw?{R6I?g2R5zs5ZLtXH(O)b}l4y+YwOXsjJu#uH!WnsV<`I}~%o0Aitlw`Of
zgWQv-=LPGaV?PzZa}4DL9VP-#9v&$HE{sZGsZX&zJTLbvP>dhGZTfMM&&6J`z^|Qp
z-y#^*RiDt_+;rM^$5nw*P~I4fEq;5T$#<6oh+m{fL3Nka)m07t<Nu?=WFnb&70c9T
z@4e#mErOO3lOa~v0tF%YCC92DPrIETbJ>Emc{c;h+{h1?oFInp9;R5(hyu3}+;P{$
z)nEcc(hEvhq(jwz%2@<~u)uo|UDEXPrSmQ@W^=*t0t!wfUa_Xj(-ZRmyW(%Mh7UAH
zqcw7WT?b$#EX6^ZP7WNHwvv}y3n|79lWRiB#*=Esi!?VuS3w^0^7_spX8i2y=D*vf
z+}EGFLYMAM+{OwY@lXO8c$lD|pby^z7Pr8kUnj3CJEsHX7-1@xMoaG2jJwJ~f07T_
zVLt0CKz>;NJRJpx))j{^K)~3M0uSD_ZTH_Mq_9?74}ZPE)6^fO^L3Baotbo@h+8n7
ztv^+sU^S;)6$B*I&-2$Fr6xv;g|K&gk?<H)v|OE@ff)*#=7ldBa;R~ox)ewKzFb6z
z0Yq+|3H+*!fJpM!Rs}%2gq&rl-~>zgl8qn8%>=|l)JEHPU3-VB|H>Eet1LwdC65kK
z`$p2M?8dh0NlY)gC&K{3x2a2gL&=&F!#S<Uy+I$@krk?UHgSG#03KO~wXgg1p44Ha
zE&<#E8IZw0od641u;$x=QQ=EV{Hs^z#rA$?-QQ{cKsCJVdQO=li8I`*3#!UI<D$m3
zb%vZUB${$C5w91&z4`h$P096}H2kg#u~l1FN_}k@{nhu_f0?~DHC3YY>)1;zwB77%
zM-DZ%9~|mSFrPdx>7diMtL$YPlM=^7mVGwfcTKE-zN`B0XE4|2PPnd|;+`*f&THB}
zci6N;P|j#&j)jF;U+u?cH)c#SkfMsOVi--W@`;v=7@EE!4<Edk(DVbjzU&7B(Y?MG
z-`F(&t!|RgxRQe}*A?~ZoxMi?ndkXCJJ^gr?RBSaaeT9{@cTltk;7!<*Q%gpwO=@B
zx@8$Yoh`VfS`hq_fk0g>7j&QTo!#b0(%6+sm6;jYBbX%W4u`<q_0>^-?KnCip}6ON
zzR4|BQts2sli?1VY~PhvN{mM+@y5lrg}&xD8*=?FnKgaiYjP<=Bku*@1qvVWDP;ln
zq{O#4j(01GS77bId#afWlOE=tRc#D1qZ{{_^NbynO)T{+F5OxaB1IIYB=S(Zgg;d&
z#$rz|9q+nhlD@VXJBYR^8Iq4EF=tsk+&0dh=i`a9vuc}szyniI^!?ZL#O}7^@k_?(
z#bU*Bxs@*szLqHQm~cutz0WK*(0tFrMf|(}mRyl&<v8UH<&3yXmb!C`PdC4;>%7^i
zb<sN$T`xop>#<^M*ld-*T|7=<Td~S8-}Fc>s9d47Z>O={@n)9<n+hz`zeURkWX1ek
z<n2A&(LA90=4)m_=AD#!ab?O;n|?-zpBlnP`WmV0aLj)DZrnJEk)wO9^7k2<AaF8_
zUCpP2<p^e7zaEASw1XBn<&&PAJLS~MQQtF5vbtRQcIbp(y$D$d3x3(IRQFgLd8L~H
zAMF0x{=M*>6$^Jv9A1yJ%qM5qynf<P$k#Z@g_|pJuDAj_t~MBz&?evaGF#UqC}=|z
z!{7Xru#cZm<Zk_0Edkc~<NtkXyx5m9V^^#9Uhc`X38}RzWo(?J5)>+RbD1r_Exxuq
z;~H48D7hnVDDG~0P=tP&J9eqWDO|rX*S4=pTU!*qY3|QOvbrsyJ$AEtZ^3Qx1u_wR
zYAOF3I=r{u<VKgGxn7X_hU43%*S&MLI`<l^a*a?oW-6XDBta>6;?b@Ub3)DRpYO@k
zBz4PsRPTjdiQZ9bN;@*{Z?|Q#)FSR{nXE%+FxGuNqy2b5IlPb;W*!?K1bv%4RNW$I
z2Lu&5dv{7y!=Zn~ow9V`#eShH$AA5D#JI9I1vOZP^#_NX$dkWgDj3JZI6~@|cutJX
z_P_h;&4JLCH&b8jVAZ&t<e(V3$BCKu!RgBE{hZVv2-{2HP9Z&)SRGlJpJ4xeTm@e1
zxmCk?a4|04X|=D~y-M3xg!@!*3!j*!htWJ244o{&b9&+;VxqK(7x_E0jn3+wjlXX=
z^of)#^4`Tn#u+O}xt<9C*`(7@<IvDKCku<s1WUs1sCUA-au>Q060=+BhTr+ybgjf6
zIPXZBS&?D&`Kmtyz$SZc`)%PT3-YOkBkw(iITfnNLCmF2NnqwGJY8x%{mIc$kg~@(
zEy2n_bdTER>jBhQ5w5T0Hg<Gr?AY_s2<=v>pM?n=JVd#zK&@6{XQL+ch4IgY3QQU&
zJRP4CPc4=+b0ccgz-%TbXv-?UTczD1PU#wZolreIQ}Aeleu>K5pg5V(mc^JrErtJ{
z#$FNweiyN#BZ37FxDU`tcswk{UcN2id9s-tq)kJ#w=}~-p{K}+<G3yH_ET%Am9*($
zL80Df|31+XX<Y<Xu}9KEB|}X;o;RN8|K;cl;w;!2&#Q30D+$u{`_Rg3lCI+C)2%5s
z><Fy`J>N*#WHuI@U0<6cRe6uGfN%vTS3%Dk*K<CZ*ByeruW-U8RPE)Y7>W_&U``;d
zeN87THUB}KbH}lQcCYEZ1XB~K@HV=qX?Sw{wrs?)vGf=Q1vc3FZ4F!<UayMpI#kAY
z1cQoE?}xzK06Qd)>RRk+HpflBDg%6no)Syjwq5l^e1ds&W<ihLVv*O_eJd=fdvpE<
zK@^l?p*PA}&qgz7z-k1lycdoT(jwm5|GA6$F0A;h%9p_n<%IdWTnUyYG2(`AxA-3>
zv(PJ~@O*<}66dc^yCbHSrUuT>BipbU;*V6q)&h@~Hk(A&O5YR--4gE9jnPb^s;~G|
z6%wmwX5m)k)dcHk7DdWj8&}-V_FGx*;aPH)f5k-<3jVpdoop{3c6S~=Dpc}L-?>si
zr9gpy)tkUcXmbC!_b{GjK84G(Jc}GE5z?cCJB;5=g_WoH*X(xsik25^#wlap-F3KX
zA_Jq!+l@!|Q0yWZYSCaag?{yys7e3yq1Uhvw}tmG)TF)0DWY(B_226)WMf-40hf;Z
z09GR2>Vl|ltkgLb?|4R982fN@rUf?kDKBnskBg3_m`A_Xy*mrveUaUG<U})w@_T)$
z!4s}w?~3zprxa8#(IDzjovKRI?o=O|`*SH1N{Zwx6U>bwS*h5>B#*zCG}fdo6ZA)7
zKqxftFi7f}8rik2#9FisuBWwmrM&asp!$>>2NM#dQ}3t;HNkk@t&XmyD06+-B^gwi
zea^|Nh7u=K!XhsI_jS9QVv>$7%>iu279IJz=tp>BkV*`W2v*2J7RH$qCj}{wM2Wkk
z#b~W=eX!^0mN;Wx#r3_C?|77^V5@F%=>7b6*(Ugc>Rn4kF@^R1q7<5bQa^0=pswM>
zKi9DnrEVSk@AQRBu(CFn)nPLcYJL@wDDKsm8wckk=+6KR3fWzPZC}w+=370QAk8GU
zOT+BR`+DPCeb2iX!dX7Svfd`07kgakE>Xg@dBLt67z`ofgphH2HLaasx}k@C%Fo~z
ze`N$`Z@UC6A4q=`ImQ2HT+6A0X>LxF6$TGIBfIBMG+ALp_u1b-jmaaY`BD+CdPduh
zXc9)KU}M`aAs)lNcvG9*DD4qP=1jhv{?T(a<KngtX+!tBXv<e(Q;VzVs_9P1r#+Gb
zK?fXA^DRxoZBqVFzM;fN%BQIUywGp?Rz=|3CZrYc+PEZRsn6ud!C*jiQDoMS0?RqP
z`JkFffi>w|V7FBs*P{3*vVK=2NXRa1^G-NAk{7SXnqvfRn(R?<h!^PN1<#ezk_i$@
zM(mlws?*%6?$^);oH$*)_%enawtPs+9M*5a>e?+U8@G61Oxe^9Zx==jh4xrjxSHK)
zztqgvsBy_XaYQW3l$13nmR&M@k@sDR>cwuX3^TP<j)i9)r_h%hAYL2#xED(cyRzW#
z+<xhWv}TLquf!f!9{&K_KPaMP86TW2DW<(<A^L0RAzhREWPdB32CZw%{!)h@3|r91
zAbJ1wvD(ZH2Fs_e6|GLy(5+DQ9NwIGDxNgFQ!>8eQ#Fp&(mr!09RtUnyl<%|@7h6d
zg{)$va_BA8heGjZ^rDYA9S)%468gdb2Q<%;C^8&9Wt{7fYCZE;6|LCxBMq%Y5fCsl
z&lhME&}_*?4d2SqWW{#5@UcDbVl-QS=e+Mc`y^F&f6rtLdq9>X=>vtc%}8%FHc3hS
zU9yRAK_$1!xsXwVvp^YOmr+$v=kkt_dynHaT6&#UvX8rU`ogfI1S}okh087+pe!~Z
zQ|ne@fT>HbS3vNpNNA&CP@V|~d6cn0r|vXiBeqa>by`#XulDIS8#N=%utr}gy#wx~
zBg3H?X%=m5*rdUU9&u0tX$EU%6D^!~P4kko^u@CbCYnt~T@5AJWVa-;l0}SCCE=36
zqAog7{3sfz{d+aGe)gbufUEn<5n{@IiI*|!4)D~L(vFR$A38c`uPUQQN~Ew$Ry92!
zee0*oyo!Z6$tM5p5;m8OO+!oDtC?057M;fF`p)HTMuRm27t2(OjZ{bmDg`DWbZpVh
zRnO|-qgMMyK<fg&tkdd5_MjUua4dVNQ9CWiX*KE+j(?v_-*wrkqBTlemMt5Wl`Us`
zURRR)@}gRm!>J0kVRngV#{kY6Gpbi|Tg~hw2KIEKb*?%H7OjLR`s*{v(8`Uu@Oy-w
zR#POhlZO3pPL5z07M2^b&OI2aQZ-JUhYz+mSmnf73Xe>2^`3@_*3yQ*WwUs<xw=SF
z(iX0TN6hv9s?4dJ;A4yuKM&)3PTR%P_xgj&8?NxYkZ><6ucmI)ppDTK3|CCoZXr-S
z!gs#u9Uju8g_Uju-C(X-_sM&U{Ql~cPL`Fs`FZ)(sj>+}oPl?7%vCHP4{P9gomZH=
z{)Am^TUKWhwg=^eGh!$CamH9$>go1HnPX|oRW=$Vh7=76@$>A-Cgyq<ocZSs;C+L#
z4VX$S@(dn#8yysNGR8hJ(S^%fqAyhISa&}HBh^N6O!`Mr_Gsa3fqsiqS$4z3%u3m#
zi3^4<1pW(#2AA;8-Ib@-Cys+Fh19rSynp-zVJS^55fgTiX^}gRoI7PZ+j!hXlvg%+
zJ$&xh$wb**g>`sbIweTYp}Gc*a6x#GVOx<}yzX~s$&zeOX-V+lA+yW(EyT>?Y#X`R
z)8p%@<uytz-Q-f;fV~8j;`uC7D=*z>cGAh)R^&LoELHq9jQ?}W9NjH}XW^T<R;Bkl
zh8`PE&K{HQZn2wJpFhZ>eLqE3yM|3x`|sHNDQs@LbN6Cbwh;!#>o!8LHM~D$QhIck
zDrl33k9jHvyQ)56rn;nIbk7ZLr`}l>5n8=2J8ePT_sg8;ib?lAP0FyvSr-RC40E}7
zSaM@LQT)>htKjX+TBwVmEKumUw;}gkm6Xdtxca<m-y@hd&Vb`%&2Dkmjel-&Amz#<
zIkKqSbB$n7bi*??LP3Y}gQYKv@1H#g)bG!;?|V4!;Z*ctpXp#tiKDVcI+BmWc#Gq+
z<+tJ)cy8D)ADrDzNZP{HeWh6(ARO(<Ahp4o5Y`8Rp-SJ9O-7H6Pf|w9ZVU60b;_9L
zX=5~BC?{IOs#lW*Mn>_x#%4#N4nv4ejKC?j;9uaRK<nMsj3cmbQ&+vmd^%;n+2KSv
z*qOjo1lz&5AJR$+w?0DiOO-~YMOiixM^5hXb3&$=g-~r7M(hu~@u0rU<i74!*8VLQ
zuUG9K-fKBC5!cgtfAZBZyeD4n_)ZwVPkXBQx0Ts9c7NY3f+Y{DOTB{Y!M%xRq`EHm
z71>4T=R%cJBZ>{GSL-Tf1~E7-rK1mQU=4)#=yv*Gdx|0W8-dfCAudhl0~<pNU-H+N
z(embILDw&9dAz$Ii<O8Ld&m`OWpGKu`X2Ls@GD{^JRg>_q+5JTsfi|h&0Ar%QbwY8
z!rpU<SqA0&=3Y+5n$N;Eg~8A#m#zXg9f(XG`L$R_Qn6#5ptkl{g>KT|P)o7i*)I{F
zRcW(f?JGzsWHDcSsAuhV-)lfdrBkL++q{ZuynPtn@pzGd2=5_H3&Kwk3)e-8dz4#S
z_{5UPw4LPjH1inEH$$h4at%~SzMmb6j1Oj${B+<wD>mrdJ~FIHl@sFaW5Xl6FP)ek
zWZVh+<VYAI<*z@+nx9UQH+A;)KP1_rTw3_x<)>pY`fgZS=^x{24-fP#cJ{iDpm4WM
zo{pC%uTSjBel#H&-Wr@1+0DzNdbn@|iUt~4Chej$N>Igx4LuXxP*HzHejHlReM%HB
z+>1psP@zNLS7<&#HI=eO`JNwaolQAHCWu?H>F&Y*slN`LT*Mj*4heY!AS5WvpinXA
zrvq>x%ujBOQnr9c&mPQLsYfp}B0VYKIe?BhzpyY|f78iH45`B&6cjiBq8nKjz`q65
zqAj^YC*ZH^Pku?$Z$YhmNW%yNeB>UCEy&A2=Y+7_5ZdCM+v5rFKKrR!&ueS#9Q&$H
zoq@l`?8kTGM!-3SETBgNRu(X9LhgoQd%-=f>hJ$kG>!vr3$`<almM9ZOxkHt)F?So
z!bxeMr-u+y0G}vWhUz7hwroQ>fCHZe-g=PyL%9zb>O7}?MrCW8|63O)<#yu@YBWux
zf&n5Q3(-oTzty+4js;H}NI|)vX3Gi!a{ZMZD2{ai^|G%z3~5CPcK=c6#=uvgC)Nj?
zD2xhfmV<!+Z0OCc7<n*XgR?+wrwOPq$UJcqs7oO2>y-HU|IoGdFP4qF>S#A`3=pb*
z%h=#Yg>>J7N)LmgzEBPwWY4vLSnYSR6R>cg`ivo-OWL0eC!7kfT1<e~XOz+d>@9HC
zBY7aG@M+l(TYq|aR~3GI=p&TIb%2cvVC+<-069QR^+Ea_KnG0tI1_>T6*d<bcKP&a
zDn9@Bf*H!!xdGXM5Vbo%+;o77-eZ5--{;Wg@{Y`#sz(_9Fz@$cb6NB{vSCCNuKkNQ
zj2`_4|NqR=iGQq1Jh8oQHlL|FKz;<ID@@B1^y!m&kR=9%(hFAfcV`9S9U+Jf;akWl
zC<M>35Wgm=UA}Z_)3sw@q%C05|C+nyo)wp+H;ryeO&;!He=v<1jx=kckH}mRKpZGX
zLt8utZvUm!P*WVfQSGzZRLwUtIr4USW5m>DhbQppI(o!6rGI;8P>|wS8)yT-y+cuK
zvh*?M8ZUhKX~3kyH5*H&6*u^;?+iSY$nQ4q@Q?NT{}Z|><@$fa9ejbKnEOwJ*ozO~
zxo6tk{P>Y@5`Zy~@uvpHc?7xzR(4(Kv(GNT@<OJ>zQ<OIfUy9Y%fJUeK}yHozhgis
z`(txcP*ju(LIgc03IJjP$du4lTNMClARH0U;%eTIJaq5Y)oe_8>1J-M!41n?f74j(
z0?r)-CB|`bMs#+bMM-+_4#f{D$87Q<mAL2I=U^%l1~3cohC_i~-F0`)m)px7Tu}Op
z*SCNHtFZhuU`dG+W7+pIMFR4c=#iBdfr-waR|jMua6B$p9g7<P+52y^6Ux-<RRZhK
z4}i9;z24p7K#5a`unC~2`qIkJr2m6`Z0v0Yp4)G_3iM9wfb;~URnSt31C?yy`hJ~^
z2zaFJrt5rA@>{9%;C^7B<rP~8Pu2}JQW4>LDmKRL0=8RTsW-rK6l(s_;N9Q^tc?Vi
zMuF8Ht)Hs_@NfLgqCqnSi1fiSvj=22z~8qARR?04!qr{AeRp0C&X^3bFFgETH^Cu&
z@oK2C*3gUMlK03$sXPlS#U>;OOUQ)xtBFo)!5khKVSsKdU4L9#YX&rJbfTs+zVO~d
zicmp8jXtdsD+UHPo6gshu5!%0yi$<abF*{uc2ratbXgEAI~0e9q!k+su6cVMa>Jk_
zasa@QkZ$K(QC?q9w^EG5!^>_y1rb3EeDFxhgQ*O1ejp_&3>UM-TMEeu*?MB?Iy$kx
zL&u<5fYZn=bF(4tt6!bL3O)mwvM}HEZ~fG9@DLw@_d^g;&QQvursnMi?QA^(c$|O<
zcu4Zz;t9ZLfN>-o<WY7IWCmnAO3WvSb^{C52fhs;-+?1yUa9FkSVC0b_XZp30W<~p
zlKFsp;MW1BB|WFK%FF@yLU32ZU3B?+Bp?mk%qSWVS{ogRNC8nnr#j#)KzD*6f~5@u
z=YZTkpa>Td7uTFQ0Jb^kE`f2zX5Sr%Z@lKttGxZqFf=?oSNFa$qB?@f7!d02jZrA@
zk{yzafOw^|D}xaLDK%g>y!DGt_9CVVM1LYG()jrJHL%M7?noLMa{M5#2?C`MBq9yU
zz%&7W^wbVgN`8A|c;kl8$-B^=fY+m7(O8@fucqeLeAo_%e+Z)uDMlW^V?6ow)lnb`
z(Swj19M*pB`&t2?QP#ot6i7`FEy|B^8d@P{WMufi9*tcr+zFt=fE=A;Zf*{}&d~q(
zoqYnMQz*E)DP|kL%h40(O<<l8zIh!IGHgK`5Aldk0jWq0SQL&s(S>V>)4sU`mj@E}
z9;<*Qq6`qL5aT!yCi;~JLYbtIJ+DByW#|ZZT}{<i76|7!fNurpW)Xl8AvAl9k4#ZY
z8EtJCTtu}ZqY<tcKv_mX+#yHG%de30k_$j(dH-)>Ik~xZNA5u&=BG-gm9+)0sgkHh
zo7~*oC3@R(Gf6RV@wx3L@Wc7wLB0htEi7?k-2nN}08&qlP?|uWn_q_U1joy3wX!v_
zmQmvJerDt{oD-xzH7zuL=c6Y|ssG0o7(9KKK>^nR#(Nwn#lgD=FH=E4AoS&cJN|{w
zCLe4p;C@t`?gC3bz_qlS?n38G3>*Y-f(zGg{QPhL$X}ZwLEMYLVil8=R6l>79y2p}
zi$)Md{Q)GF0}15;5IOrT(BZ}&umd^(3`~bC0EQKqU!iYnI@y3b?p+jMc^{rt3gY0_
zosE&GTK~PbkDHg-hXL*rLAUI8ceatS405E#oS*HrnnE@ybVm?9aSc$*5uo;G=HojA
z;~~7+$mEg(*wHya<FhFGe!{^)gPLx<J<nGcW<PtNtD%3%iNM|uLIDKG9f!k50HFRf
z_~oLYW2p&G%^CFeLmq%CB&EJs<OC)(NadPQ(BN44r6|akC84M_tM7?Z&)Yw{nVa83
zxIT4%|2i<vhyH-4zCFd%`XEATqY>3>b!J2s#O&Z`7Xk8~Sb0Uo!WjrfYv|3pu?N`0
z{qP*i5QfCcAUX-<kHADJ2nzTGG(aBmaR;WfIFJM-fKx9BXn#Q@GVF&aK$PUV$<t6X
z6Gm1VCUv1!&->GuK2Sdqj~b<a*43TmL!CfS;%UHtMj5IyAba!t_FjK;6B2w7)jtx%
zZGaPOm#Uc(g2S>hv)`x!FAiB&j{^ih;%T;wq!Ah)$aTr+h5)&14xr9Di*UpDqAVt0
z`QoTUR1xjGy!;491NX+2vH(j6A=8NAMk~coi(+;Fsm;L<U-&g#V8snmI}9<1XZr=s
zga~?v!tCBa3|iaMr@uXLc5>;HKZa}XYE4f<yAquwGdK5dDEvTPRO$(@d?5UJDln}S
zZ^Vb<a+W{tLyMoz;jul4mhitwYz~}2ls|Bpjt{pB2oVf_uj>Cvf(}IKuV}<<1Fs}_
zP+@W03bS!p;N}&ScLrjKL=ihkIK~ix`iBUfK-1EI<vPlyf)q;w<@>qsR#B!QY!m3I
zDfl2v0&vfx4Jtx8U0Hy&03n>^zl6pHm<4MW?pW%XnB3}4Kkfi@2ACGqp{;%AkQEjK
z%+#=PR}Gk|L2C&avW|sD;=cnOmHdx^mXRVxg93w;nBEG!i17%tI3ZBc!XcwbTC2?~
zkr9Vb9j3t=eom5|?s*)49DrYc(<#U>u-=4)J5X`&Z0rKOf&oYqFy7%3MaVGl<F{eH
zah<CD$2|zo6Ovn?w5{p-<M4DwLCV4$%)6oZR%&*kD>lCvPODo(><%*o#-Yd&Pl%UA
zsVDLP4G!6YP0I=z0b#v~5>$yqWJk;atU1svy%b8UOYS!7>gZ_r`JDg*v&HxCIA&Q6
z;PG@W9Zb<gu|+U|w!@(jQPd;QG}-}J|8cq*P=DZ}`2mTeOD8!1P%+UiDn#%>B}CT$
zi1q_sH=y-1*Bb%4j3QAGzRXto*tH&jU-KFp8v}}k0`m)&Q}C3lxVpNMn%ISM-q{28
z!><u>oq!nvD6TzVEG`4fImk(K0rH5PN&pN*3I_;UY;l!yfSDbF%{owG6x>n7odlYv
zFk;^UX0K~e_TKqg2o^von`qB~Vx0llG`1TTF~#@$oFVWE;W=T{-;b~u930^&brLp9
zt+3lDg`p5u0T{#)F14dT)LVoJN1$u)D(S;h1oM*vytg{C!RS`N;D=r**q|Wa>$RQD
zMXL>bWCZs)7Cen9M{q>vAj<tl<2=B%K77o<F<Z%18-hmte}tg#N8S%u!*fGP;C~y6
a{&ja$y_m~7)>{e#|C~Fmqy89g8~k5_Nup2y

literal 0
HcmV?d00001